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"filename": "src/transformers/models/wavlm/modular_wavlm.py", + "filename": "src/transformers/models/whisper/modeling_whisper.py", "left_ranges": [ [ - 10, - 17 - ], - [ - 81, - 88 - ], - [ - 112, - 118 - ], - [ - 122, - 127 - ], - [ - 150, - 157 - ], - [ - 222, - 242 - ], - [ - 246, - 252 - ], - [ - 265, - 290 - ], - [ - 302, - 310 - ], - [ - 319, - 339 - ], - [ - 354, - 362 - ], - [ - 370, - 392 + 309, + 315 ] ], "right_ranges": [ [ - 172, - 182 + 306, + 312 ] ] } ] + }, + { + "left_pr_number": 46951, + "right_pr_number": 47056, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -2738,7 +1773,7 @@ "cluster_id": "cluster-46869-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 46869, "canonical_pr_number": 46886, "issue_numbers": [ @@ -2749,8 +1784,7 @@ 46922 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -3470,6 +2504,130 @@ } ] }, + { + "cluster_id": "cluster-47048-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47065.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 47065, + "canonical_pr_number": 47066, + "issue_numbers": [ + 47065 + ], + "pr_numbers": [ + 47048, + 47066 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47048, + "right_pr_number": 47066, + "code_similarity": 0.3, + "size_similarity": 0.95, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.734, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46658-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46658, + "issue_numbers": [], + "pr_numbers": [ + 46658, + 47003 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46658, + "right_pr_number": 47003, + "code_similarity": 0.174, + "size_similarity": 0.72, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46907-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46907, + "issue_numbers": [], + "pr_numbers": [ + 46907, + 47055 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46907, + "right_pr_number": 47055, + "code_similarity": 0.925, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 0.5, + "shared_filenames": [ + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", + "left_ranges": [ + [ + 464, + 472 + ] + ], + "right_ranges": [ + [ + 464, + 472 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ + [ + 210, + 218 + ] + ], + "right_ranges": [ + [ + 210, + 218 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3744,6 +2902,35 @@ ] } ] + }, + { + "cluster_id": "cluster-44073-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44073, + "issue_numbers": [], + "pr_numbers": [ + 44073, + 44074 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44073, + "right_pr_number": 44074, + "code_similarity": 0.141, + "size_similarity": 0.58, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.169, + "shared_filenames": [], + "shared_file_areas": [] + } + ] } ], "duplicate_issues": [ @@ -3810,6 +2997,15 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-44073-2", + "canonical_pr_number": 44073, + "duplicate_pr_numbers": [ + 44074 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44073-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -3847,13 +3043,13 @@ "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, { - "cluster_id": "cluster-46196-2", - "canonical_pr_number": 46196, + "cluster_id": "cluster-46658-2", + "canonical_pr_number": 46658, "duplicate_pr_numbers": [ 47003 ], "target_issue_number": null, - "reason": "PRs in cluster-46196-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46658-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -3862,36 +3058,48 @@ 46922 ], "target_issue_number": 46869, - "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference evidence." }, { "cluster_id": "cluster-46894-5", - "canonical_pr_number": 46903, + "canonical_pr_number": 46895, "duplicate_pr_numbers": [ - 46895, - 46958 + 46958, + 47090 ], "target_issue_number": 46894, "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46907-12", + "cluster_id": "cluster-46907-2", "canonical_pr_number": 46907, + "duplicate_pr_numbers": [ + 47055 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46907-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46908-4", + "canonical_pr_number": 46926, "duplicate_pr_numbers": [ 46908, - 46926, - 46927, + 47054, + 47057 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46908-4 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46927-4", + "canonical_pr_number": 46927, + "duplicate_pr_numbers": [ 46949, 46951, - 46971, - 47054, - 47055, - 47056, - 47057, - 47058 + 47056 ], "target_issue_number": null, - "reason": "PRs in cluster-46907-12 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46927-4 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -3902,6 +3110,15 @@ "target_issue_number": 47013, "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-47048-3", + "canonical_pr_number": 47066, + "duplicate_pr_numbers": [ + 47048 + ], + "target_issue_number": 47065, + "reason": "PRs in cluster-47048-3 are treated as duplicates because they converge on issue #47065 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-47050-3", "canonical_pr_number": 47083, @@ -3915,13 +3132,13 @@ "best_issue": { "cluster_id": "cluster-46894-5", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 6 inbound references.", - "score": 158.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 8 inbound references.", + "score": 160.0 }, "best_pr": { - "cluster_id": "cluster-46907-12", - "pr_number": 46907, - "reason": "PR #46907 is the strongest global PR candidate because it is open, belongs to a cluster with 12 artifacts, links to 0 issues, and carries 11 review/discussion events.", - "score": 261.974 + "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/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 443e351a3ece9612073b317c91818a1d24c0b2b7..a610cbccb8185c97c473639736f87345b4554438 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": "20260705T180850Z", - "generated_at": "2026-07-05T18:18:26Z", + "snapshot_id": "20260706T000824Z", + "generated_at": "2026-07-06T00:13:41Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -559,8 +559,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -958,8 +958,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -1279,8 +1279,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -1677,7 +1677,7 @@ "issue:41093|issue:44805", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "eb98ddb412226332da075c77328f1d0e9b852e1fdb794d5e41257306c6e41296", + "prepared_review_unit_hash": "2b30019da8f6eb5ac8732f144cd0e728678100cf4909fadc79ca654517e83e01", "component_budget": { "node_count": 510, "item_count": 510, @@ -1699,186 +1699,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model-loading, tokenizer, and training regressions from different code paths. There is one clear duplicate-style pair around the training-loss double-shift bug (CohereASR vs Florence2), but most other soft edges are only broad semantic similarity, not the same underlying bug.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella for several v5 remote-code/model-loading regressions, but the cluster is not a single duplicate set.", + "summary": "This cluster is a mix of several unrelated issue families, but a few soft edges are true duplicates: docs about removed pipelines, the `_is_hf_initialized` regression, and the training-loss double-shift bug. Most other suggested pairs are only loosely related by subsystem or model family and should stay separate.", + "confidence": 0.73, + "canonical_issue_reason": "issue:46894 is the best overall issue anchor: it describes a concrete, recurring bug pattern, is broad enough to cover the model-specific duplicate, and appears to be the most central report among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 best represents the largest shared theme in the cluster (recent v5 model-loading / remote-code breakage), even though many items are separate bugs.", + "best_issue_reason": "issue:46894 has the clearest high-level bug framing and likely serves as the most representative report for its duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failure modes and subsystems: MPS int histogram on MoE vs device-map forward mismatch on Gemma4." + "reason": "Different failures in different code paths: MPS histogram/int handling vs device-map forward mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both involve attention/tokenizer-related errors, but one is a tokenizer regex crash and the other is flash-attn fallback gating; not the same bug." + "reason": "Tokenizer regex crash and flash-attn fallback gating are unrelated." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad overlap in v5 regressions, but these are different concrete bugs: remote_code loading vs Gemma4 device placement." + "reason": "Broad remote-code breakage vs a Gemma4 device mismatch; not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Issue 44661 is a tokenizer-mapping edge case; 45020 is a generic remote_code compatibility regression. Related area, not duplicate." + "reason": "Different remote-code/model-registration failures; too broad to merge." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different problems: autocast dtype mismatch in Phi MoE vs device_map auto mismatch in Gemma4." + "reason": "Autocast dtype mismatch and device-map mismatch are distinct runtime problems." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model-loading failures, but for different models and different root causes (glm-4v-9b vs missing all_tied_weights_keys)." + "reason": "GLM-4V loading failure and Molmo tied-weights attribute error are separate model issues." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3 and tie-word-embedding warnings, but one is a LoRA/hf4.x vs hf5.x incompatibility and the other is a warning about config cleanliness, not the same bug." + "reason": "Both involve Qwen3 LoRA/tie-word-embeddings, but the reported failures are not the same concrete bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/model regressions, but 45356 is a specific Kimi-K2.5 codec/mistral-regex regression, not the same as 45020." + "reason": "Remote-code regressions and Kimi tokenizer codec/regex regression are different defects." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different code paths and fixes." + "reason": "Both are tokenizer performance regressions, but they hit different methods and code paths." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes init-arg incompatibility and YOLO multi-GPU device-map failure are unrelated." + "reason": "_is_hf_initialized/bitsandbytes incompatibility is unrelated to YOLO device-map failure." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Different failure classes: composite config unwrapping vs remote-code model_class missing config_class." + "reason": "Different AutoModel failures: unwrapping composite configs vs missing config_class on remote-code models." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Related to HF init/empty-weights compatibility, but one is bitsandbytes Int8Params and the other is model loading with init_empty_weights; not the same concrete bug." + "accept": true, + "reason": "Same underlying regression around the unexpected `_is_hf_initialized` keyword breaking model initialization/loading." }, { "left": "issue:43827", "right": "issue:44509", - "accept": false, - "reason": "Same documentation cleanup theme, but separate doc pages and duplicate task references are not a single bug." + "accept": true, + "reason": "Both report the same docs regression: removed pipeline tasks are still referenced." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer behavior for DeepSeek-family models, but one is ByteLevel pre-tokenizer override and the other is incorrect tokenizer output for DeepSeek-Coder; not enough to treat as the same bug." + "reason": "Both affect DeepSeek tokenizers, but the symptoms and fixes are different enough to keep separate." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Both mention loading/tied weights, but one is lm_head tying in Mistral3 and the other is silent corruption of non-persistent buffers; different root causes." + "reason": "Weight-tying bug in one model class vs non-persistent buffer corruption in from_pretrained are different issues." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "These are the same training-loss double-shift bug pattern reported for two model families, so they plausibly collapse to one fix." + "reason": "Same training-loss double-shift bug, just reported for different models." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both are remote-code/model-loading regressions, but the specific breakage differs: broad remote_code failures vs missing config_class on AutoModel.from_pretrained." + "reason": "Both mention remote-code, but one is a broad regression and the other is a specific config_class attribute error." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Different audio-loading failures: Whisper model run failure vs _torch_extract_fbank_features issue." + "reason": "Whisper model load failure and fbank feature extraction issue are not the same defect." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve Qwen/DeepSpeed, but one is weight conversion on load and the other is gradient averaging under GAS; separate bugs." + "reason": "Both involve DeepSpeed/Qwen, but one is weight loading and the other is gradient averaging." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both reference gradient-checkpointing-related configuration, but one is LoRA checkpointing effectiveness and the other is a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Gradient checkpointing ineffective in PEFT LoRA is different from a missing supports_gradient_checkpointing flag." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Both are runtime shape/argument issues in training, but one is a Trainer API signature change and the other is a mask/tensor shape mismatch." + "reason": "Unrelated trainer API break vs tensor mask shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen3.x DeepSpeed weight-loading problems, but one is Qwen3-Next ZeRO-3 all-params-missing and the other is Qwen3.5 language_model loading failure." + "reason": "Both are ZeRO-3 weight-loading failures, but the models and failure modes are too different to merge confidently." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different loading failures (GLM-4.7-Flash unit tests vs NemotronH checkpoint loading)." + "reason": "Different model-loading failures for different architectures/checkpoints." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading related, but one is a bad error message for Voxtral and the other is a v5 tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "One is an error-message quality bug; the other is an actual tokenizer loading regression." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different numerical issues: RLHF NaN from position_ids/SDPA fallback vs flash_attention integration crashing on s_aux=None." + "reason": "RLHF NaNs from position_ids/SDPA behavior are unrelated to the flash_attention s_aux=None crash." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-input regressions, but they affect different model families and likely different preprocessing paths." + "reason": "Both are video-input regressions, but they are not clearly the same concrete bug path." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same error shape family, but different incidents and likely different model/data paths; not enough to treat as one bug." + "accept": true, + "reason": "Same generic mask-shape mismatch IndexError; these look like duplicate reports of the same underlying off-by-one bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training DeepSpeed weight-shape error and segmentation-map processing failure are unrelated." + "reason": "DeepSpeed training weight-shape error vs image-processor void-segmentation failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as heterogeneous, selects 45020 as a broad umbrella rather than a strict duplicate anchor, and only accepts the one pair that clearly shares the same bug pattern. The rejected soft edges are mostly framed as related-but-distinct failures, which matches the available evidence." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft edges are well-supported by the titles: the `_is_hf_initialized` TypeError pair, the removed-pipeline docs pair, and the training-loss double-shift pair. The rejections also avoid overclaiming when the packet only shows loose subsystem/model similarity." }, "evaluator_used": true, "retried": false, @@ -1894,8 +1894,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -2226,8 +2226,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -2547,8 +2547,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -2956,7 +2956,7 @@ "issue:43596|issue:44683", "issue:43632|issue:47050" ], - "prepared_review_unit_hash": "83078bbd84288a2dfda769854bb95b52b75ecb80ae70cdd5f11e87b76e066290", + "prepared_review_unit_hash": "b35f1c392ffec104173d8ac3819337a1c69c4a833f2ba8e24d0d9de4a6e20fc5", "component_budget": { "node_count": 510, "item_count": 510, @@ -2978,204 +2978,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These artifacts mostly share high-level themes (tokenizers, model loading, multimodal regressions), but the paired items describe distinct concrete bugs, so I would not collapse any of the soft pairs.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a clear, user-visible v4\u2192v5 regression with broad impact across all Granite models and a specific failure mode (wrong token IDs).", + "summary": "This set is mostly a loose collection of transformer v5 regression reports, especially tokenizer/model-loading issues, but the soft pairs are not true duplicates. The clearest representative issue is the Granite tokenizer regression.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45812 is the strongest cluster anchor because it describes a concrete, high-impact v4\u2192v5 tokenizer regression affecting an entire model family with a clear symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best representative issue because it is concrete, broadly scoped, and directly tied to a specific regression rather than a vague symptom cluster.", + "best_issue_reason": "issue:45812 is the most useful representative overall: specific, testable, and broadly applicable compared with the more generic loading/docs reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Same general training-loss pattern, but different models and no evidence of the same underlying code path." + "reason": "Both describe training-loss double-shift symptoms, but they are for different models and no shared code path is shown; too model-specific to merge." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is a version-compatibility complaint; the other is an autocast dtype mismatch in a specific model." + "reason": "One is Torch 2.10 incompatibility in general; the other is a torch.autocast dtype mismatch in a specific model. Related theme, not the same bug." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: one is performance in convert_tokens_to_ids, the other is a leading-space round-trip bug." + "reason": "Performance regression in convert_tokens_to_ids vs a CodeLlama round-trip spacing bug; different failure modes and likely different fixes." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizers, but one is wrong token IDs for Granite models and the other is a speed regression for slow tokenizers." + "reason": "Tokenizer correctness regression vs tokenizer performance regression; same area, but not the same underlying bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Different symptoms and code paths: Whisper pipeline language return vs a general tokenization change regression." + "reason": "Whisper pipeline return_language regression is not the same as a broad tokenization change report; different concrete behavior." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "These are unrelated failures in different subsystems: PagedAttentionCache vs template compilation." + "reason": "PagedAttentionCache linear_attention crash and a template compilation TypeError are different code paths and symptoms." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both mention model initialization, but one is about base_model_prefix loading and the other about custom models in Jupyter notebooks." + "reason": "Both involve model loading in v5, but one is base_model_prefix handling and the other is notebook-defined custom models; not the same bug." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Different problems: torch version incompatibility versus a YOLO multi-GPU device-map failure." + "reason": "Torch incompatibility is unrelated to YOLO multi-GPU device_map auto failure; too broad to treat as duplicate." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "One is a torch version issue with compiled flex_attention; the other is a Gemma4 forward device-mismatch bug." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are separate issues with different triggers and fix areas." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Both touch model/pipeline usage, but the actual bugs differ: Whisper language return vs from_pretrained inside classes." + "reason": "Whisper pipeline regression and from_pretrained inside Python classes are different loading/pipeline behaviors." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "No shared underlying bug: torch 2.10 incompatibility is unrelated to Mistral-3 image-preprocessor dtype mismatch." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Different failure modes and models; only a broad 'version broke things' similarity exists." + "reason": "Generic Torch 2.10 incompatibility is not the same as a Mistral-3 image dtype mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are multimodal regressions, but the concrete failures differ: video-input regression vs mask/index shape mismatch." + "reason": "Video-input regression for specific Qwen VL variants is unrelated to a generic mask shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "These are distinct errors with no shared code path indicated: Float8 storage lookup vs non-template-node compilation." + "reason": "Float8 storage lookup failure and template-node compilation failure are distinct errors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they refer to different removed/changed pipeline APIs and would not be merged as one fix." + "reason": "Both are docs-related, but one is stale return_all_scores wording and the other is removed pipeline-task documentation; different documentation fixes." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Different bugs: incorrect SigLIP2 outputs versus ModelOutput key assignment when a field was previously None." + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment logic are different problems." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "No concrete overlap beyond being open/closed issues; the reproduction issue and the PagedAttentionCache crash are unrelated." + "reason": "Isolated reproduction of a past issue is not the same bug as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Different areas: quantized save/load corruption versus a tokenizer-specific continue_final_message bug." + "reason": "Quantization save/load breakage and continue_final_message behavior on mistral_common tokenizers are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Both involve loading, but one is a T5 tokenizer method conflict and the other is a gguf_file loading breakage." + "reason": "T5 tokenizer attribute conflict and gguf_file breakage in from_pretrained are different tokenizer/loading failures." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different regression classes: torch.export support via torch_compilable_check versus Perceiver interpolation failure." + "reason": "torch.export.export failing for torch_compilable_check models is not the same as Perceiver non-default-resolution classification failure." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "These address different APIs and failures: extra_state serialization versus unwrapping text_config for composite configs." + "reason": "extra_state save/load handling and composite config text_config unwrapping are separate model serialization/loading bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "The isolated reproduction and the mistral_common tokenizer bug are not the same underlying defect." + "reason": "A reproduction of a prior issue does not match the mistral_common continue_final_message regression." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language and MXFP4 quantization fallback are unrelated regressions." + "reason": "Whisper return_language failure is unrelated to MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Different model families and different symptoms: CamemBERT prediction regression versus tokenizer loading failure." + "reason": "CamemBERT masked-LM prediction errors and est-roberta tokenizer loading failures are different model families and symptoms." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading issues, but they affect different tokenizers and different failure points." + "reason": "Both involve tokenizer loading, but one is an EST-RoBERTa loader regression and the other is a Mistral regex patch crash; not the same issue." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Different Gemma4 bugs: device placement mismatch versus unsafe dtype casting in multimodal embedders." + "reason": "Gemma4 device placement mismatch and Gemma4 multimodal quantization dtype casting are distinct bugs in different execution paths." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Both are loss-related, but they concern different tasks and model families with no shared implementation evidence." + "reason": "Zero-loss single-label classification bug is not the same as a training-loss double-shift regression." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "One is a Qwen3 MoE memory-efficiency issue; the other is a platform-specific mmap/OOM mitigation." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/resource issues." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a broad MoE loading breakage and the other is a specific weight-shape mismatch." + "reason": "Both mention Qwen3-VL loading, but one is a general v5 dev regression and the other is a specific weight-shape mismatch; not enough to merge." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Completely different problems: serialization extra_state versus a TimesFM window_size attribute error." + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated failures." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "An IndexError in deepspeed zero3/BertModel is unrelated to flex_attention compilation on newer torch." + "reason": "DeepSpeed zero3/BertModel index error is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Different failure modes: _is_hf_initialized flag behavior versus fp16 ONNX attention dtype mismatch." + "reason": "_is_hf_initialized flag regression and CanineModel ONNX fp16 attention dtype mismatch are different bugs." } ] }, @@ -3194,8 +3188,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -3509,8 +3503,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -3821,8 +3815,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -4142,8 +4136,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -4456,8 +4450,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -4767,8 +4761,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -5065,8 +5059,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -5369,8 +5363,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -5677,8 +5671,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -6003,8 +5997,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -6286,8 +6280,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -6577,8 +6571,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -6875,8 +6869,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -7166,8 +7160,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -7466,8 +7460,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -7756,8 +7750,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -8054,8 +8048,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -8373,8 +8367,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -8655,8 +8649,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -9024,7 +9018,7 @@ "issue:43824|issue:43975", "issue:43278|issue:43856" ], - "prepared_review_unit_hash": "161fc6728fea88e83e827d06cc944ff1d5a03b63c3ad6f196f74b1620394b404", + "prepared_review_unit_hash": "18bc28e82477d8ceae54fec1894979f839f3e35043b980487cd2305b11d20fc4", "component_budget": { "node_count": 510, "item_count": 510, @@ -9046,192 +9040,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are thematically loose but do not form a true duplicate cluster; the soft pairs mostly share only broad subsystem keywords (tokenizers, processors, multimodal, quantization) without the same concrete failure mode.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, generation, multimodal processor, attention, import, and quantization bugs. I do not see any soft-edge pair that looks like the same underlying bug/change, so no duplicate merge is justified.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items do not describe one common problem; they are mostly unrelated regressions across different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest activity signals (discussion and inbound references) and is the best single representative of the set, though the overall group is heterogeneous.", + "best_issue_reason": "No issue is a good global representative of the cluster because the themes are too diverse and do not form one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Different failure modes: missing processor tokenizer attribute vs rope-validation TypeError on a JSON-loaded list." + "reason": "Different failures: Gemma4 processor attribute access vs. RoPE validation TypeError." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both involve processors, but one is a tokenizer/processor attribute regression and the other is a batched video-shape bug." + "reason": "Custom processor/tokenizer regression is unrelated to batched video output shape handling." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Unrelated code paths: flash-attention sinkless-model crash vs AutoModel text_config unwrapping for composite multimodal configs." + "reason": "Flash-attention sinkless-model crash is unrelated to AutoModel config unwrapping for multimodal Qwen." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different models and bugs: bfloat16 dtype mismatches in inference vs save_pretrained/tokenization failure." + "reason": "CI dtype mismatch is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Both are multimodal-related, but one is a Qwen video-processing ValueError and the other is a Gemma4 text-only mm_token_type_ids default issue." + "reason": "Video input processing in Qwen3OmniMoe is different from Gemma4 mm_token_type_ids defaults." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "One is a processor API regression; the other is quantization/offloading behavior, not the same bug." + "reason": "Processor/tokenizer regression does not match quantization offloading behavior." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Config fields differ completely: missing pad_token_idx vs TimesFM window_size AttributeError." + "reason": "StableLmConfig missing pad_token_idx is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Both touch tokenizers, but one crashes on NER padding/truncation while the other silently ignores return_tensors with text_kwargs." + "reason": "LayoutLMv2 tokenizer crashes are not the same as return_tensors being ignored with text_kwargs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Different subsystems: Gemma4 device_map forward mismatch vs keyword-handling in processor/tokenizer argument forwarding." + "reason": "Gemma4 device-map PLE mismatch is unrelated to kwargs precedence in processors." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor-related, but the first is a missing tokenizer attribute and the second is an image-size mismatch for OmDet-Turbo." + "reason": "Processor/tokenizer access regression is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Unrelated training/runtime issues: torch.compile with SDPA vs ZeRO-3 gradient inflation." + "reason": "torch.compile SDPA failure is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backend lookup errors, but they affect different symbols and different mapping layers." + "reason": "Python 3.13 flash_attn import KeyError is not the same as backend mapping validation." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, different concrete bugs: default mm_token_type_ids vs device placement under device_map=auto." + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Generation-time decoder mask bug is unrelated to Flash Attention 2 test failures." + "reason": "BART generate decoder mask bug is unrelated to Flash Attention 2 test failures." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "A missing config attribute is not the same as a versioned model-loading failure." + "reason": "StableLmConfig pad_token_idx regression is unrelated to loading physical-intelligence/fast." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor shape handling and tensor-parallel OOM are different failure classes." + "reason": "Batched video output shape issue is unrelated to tensor-parallel OOM on Qwen2-57B." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules." + "reason": "Importing a flash-attention helper is unrelated to missing Qwen2_5_VL symbol exports." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync issue is unrelated to the Qwen3.5 hidden-states bug." + "reason": "Generation kwargs update after sync_gpus is unrelated to output_hidden_states behavior in Qwen3.5." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warnings and SigLIP2 implementation discrepancies are unrelated." + "reason": "Path-with-trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is assistant_mask generation and the other is a crash with tool-call messages." + "reason": "All-zero assistant masks for multimodal inputs is a different bug from tool-call assistant-message crashes." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation/model-processor mismatch and quantization example failures do not match a return_tensors forwarding bug." + "reason": "SigLIP2 documentation example errors are unrelated to return_tensors precedence." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Attention correctness on MPS and Kimi tokenizer codec handling are unrelated." + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer regression." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Different multimodal issues: processor API regression vs SigLIP2 parity mismatch with JAX." + "reason": "Processor/tokenizer access regression is not the same as SigLIP2 implementation mismatch." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Video position-id bug for Qwen2.5-VL is unrelated to FP8 inference on B200." + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FP8 inference on B200." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different model families and different import/runtime failures." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a Qwen2.5-VL import error." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is inconsistent serialization and the other is LoRA merge collapse after vocab extension." + "reason": "Serialization of tied lm_head weights is not the same as LoRA merge collapse after vocab extension." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize." + "reason": "Added-token spacing bug is unrelated to post_init reinitializing output embeddings." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU placement in XLNet positional encoding is unrelated to the CohereASR training-loss double-shift bug." + "reason": "XLNet CPU positional encoding issue is unrelated to CohereASR double-shift training loss." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing a missing model class and incorrect detokenization are different bugs." + "reason": "Qwen2_5_VL import failure is unrelated to DeepSeek coder detokenization regression." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory inefficiency are different issues." + "reason": "BF16-to-FP32 eval dtype change is unrelated to Qwen3 MoE memory inefficiency." } ] }, @@ -9250,8 +9244,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -9554,8 +9548,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -9869,8 +9863,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -10152,8 +10146,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -10443,8 +10437,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -10796,8 +10790,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -11079,8 +11073,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -11464,7 +11458,7 @@ "issue:44190|issue:44964", "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "3f073f8d6bd43196b49599f972e7f6ff48cd79c4fba686a1262c9009b51fe7f9", + "prepared_review_unit_hash": "a73d7ab4c944cb2bb4e8209c76595c30ec29e4fe7aeb8e252a88775c871e96a0", "component_budget": { "node_count": 510, "item_count": 510, @@ -11486,162 +11480,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated models, loaders, processors, cache behavior, and training bugs. None of the proposed soft edges look like the same underlying bug/change, so all should be rejected. The strongest representative issue is the high-activity `from_pretrained`/`save_pretrained` custom-module loading bug.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45698 is the most central and broadly impactful report here, with the highest discussion and reference activity around a core model-loading path.", + "summary": "This is not a true duplicate cluster: the items span many unrelated Transformers subsystems (model config/loading, multimodal processors, Flash Attention, caching, training, etc.). The soft edges are mostly superficial text-similarity matches and should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the paired items do not describe one shared underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best representative issue because it has the strongest signal and affects a common `from_pretrained` workflow.", + "best_issue_reason": "No issue is a good global representative: the set is too diverse, so choosing any one issue would be misleading as a canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "Different subsystems and failures: ESM2 model behavior vs a janus image-generation test case." + "reason": "ESM2 model breakage is unrelated to a failed janus image-generation test; different models, symptoms, and code paths." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Unrelated bugs: Fuyu tensor conversion exception handling vs importing Trainer with datasets installed." + "reason": "Bare except in Fuyu tensor conversion is unrelated to a Trainer import error caused by datasets; different failure modes and layers." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different Mistral/Nemotron-style model issues: weight tying vs FlashAttention support." + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures are distinct model-specific issues, not the same bug." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: OmDet-Turbo image size mismatch vs Sam3-lite text memory overflow." + "reason": "OmDet-Turbo input size mismatch is unrelated to Sam3-LiteText memory overflow." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both involve losses, but they target different models and different loss computation bugs." + "reason": "Load-balancing loss gating in MoE models is a different training-loss bug than CohereASR's double-shift issue." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is a local path collision and the other is cache-length handling for quantized cache." + "reason": "A trust_remote_code cache-path collision is unrelated to max_cache_length behavior in cache config." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different multimodal processor failures with different APIs and crash conditions." + "reason": "Qwen3OmniMoe video-input validation and Qwen2_5_VL batched chat-template padding are different preprocessing bugs." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Different SAM 3 issues: a dummy layer concern vs GPU OOM during video inference." + "reason": "Sam3PixelDecoder's dummy Conv2d and Sam3Video OOM are different problems; one is architecture shimming, the other is memory usage." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Both are optional-dependency/import related, but they concern different backend checks and different missing symbols." + "reason": "TensorFlow backend import handling and a missing falcon_mamba availability symbol are unrelated import-utils issues." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "No clear relation: a vague data request vs a Gemma pipeline roundtrip bug." + "reason": "A placeholder 'ADD THE DATA' issue is not the same as a Gemma tokenizer roundtrip failure." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Different config/backend errors; one is a missing config field, the other is a backend mapping import issue." + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping are unrelated compatibility bugs." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different platforms and root causes: Fuyu exception handling vs Windows/ROCm distributed dependency import failure." + "reason": "Fuyu exception handling has nothing to do with Windows/ROCm torch.distributed import errors." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "One is a janus test failure, the other is auto-mapping references to removed Sam3LiteText configs." + "reason": "A janus model test failure is unrelated to stale Sam3LiteText entries in auto_mappings.py." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both are loading-related, but one is a legacy preset-field issue and the other is wrong custom-module resolution after saving." + "reason": "Beit legacy-field loading and wrong custom-module loading after save_pretrained are both loading-related but not the same concrete bug." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: janus test generation vs Qwen3.5 flash-attention generation problems." + "reason": "Janus image generation test failure and Qwen3.5 flash-attention generation problems are separate model/runtime issues." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different behaviors: LoRA/extended-vocab collapse with tied embeddings vs missing mm_token_type_ids defaulting." + "reason": "LoRA merge with extended vocab on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Not enough evidence of the same concrete bug; one is a specific model lacking FA2 support, the other is a generic flash-attention issue." + "reason": "NemotronH FlashAttention 2 support error and a generic Flash Attention 2 issue are not enough to conclude the same code-path bug." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different pipelines and errors: video-classification processor mismatch vs SAM 3 vision encoder attribute error." + "reason": "Video-classification pipeline processor mismatch and missing fpn_position_embeddings in Sam3VisionEncoderOutput are different processor/model API issues." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training/eval bugs: gather_for_metrics label truncation vs auxiliary-loss normalization." + "reason": "Metric gathering drops label elements, while the other is auxiliary-loss normalization in MoE models; unrelated training logic." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Unrelated config attribute error vs sliding-window behavior in a different model family." + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config/model bugs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both concern cache/state, but the underlying mechanisms and failure modes are different." + "reason": "GenerationMixin cache missing during chunked prefill is not the same as Qwen3 modular recurrent states resetting with cache." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Different problems: generic v5 buffer initialization bug vs GPTNeoX config reload behavior." + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload regression are unrelated state/config persistence issues." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Completely different concerns: embedding reinitialization vs import warnings for local paths ending with a slash." + "reason": "Embedding reinitialization after resize and local-path import warnings are entirely different code paths." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading failures: local dataset loading in an example script vs loading a specific multimodal model." + "reason": "Local dataset loading in an example script is unrelated to loading Phi-4 multimodal models." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different serve-time crashes: KV-cache continuation indexing vs missing processor tokenizer attribute." + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." } ] }, @@ -11660,8 +11654,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -11965,8 +11959,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -12236,8 +12230,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -12547,8 +12541,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -12837,8 +12831,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -13135,8 +13129,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -13521,7 +13515,7 @@ "issue:42199|issue:46851", "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "d0d243734424de78b2d8bd5a3841919389063c021867e50642ca4709b700d048", + "prepared_review_unit_hash": "4bdcff21c1a0bf6b0b0d30ec6674ae6f6162ffbea653b6accca3e71adaf36c3c", "component_budget": { "node_count": 510, "item_count": 510, @@ -13543,168 +13537,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are distinct model-, processor-, config-, or training-path bugs rather than true duplicates. I rejected every soft edge because the paired reports do not point to the same underlying defect closely enough to merge safely.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical issue stands out as a duplicate target; the candidates span unrelated subsystems and failure modes.", + "summary": "This cluster is mostly a collection of unrelated transformer issues; none of the soft pairs look like the same underlying bug/change. The most broadly representative issue is the multi-model regression report in issue:44479, but there is no strong canonical duplicate set here.", + "confidence": 0.44, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items span unrelated subsystems and models; if one must be chosen, issue:44479 is the broadest regression report with the clearest multi-model scope.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue:45003 is the best anchor because it is a concrete, cross-cutting core-library bug in modeling_utils rather than a niche model-specific regression.", + "best_issue_reason": "issue:44479 is the best overall representative issue because it describes a concrete regression affecting several related model families and is clearer/more general than the more narrow one-off bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline/image-processor lookup is unrelated to the fbank feature-extraction issue; different code paths and symptoms." + "reason": "Different failures in different paths: video-classification processor routing vs audio feature extraction." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both mention video, but Qwen3OmniMoe input validation and SmolVLM padding math are different model-specific bugs." + "reason": "Both involve video inputs, but the model and likely root cause differ; not the same concrete bug." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "One is an unrecognized-model/config loading failure, the other is unsafe sys.modules access in modeling_utils; not the same defect." + "reason": "Unrecognized model loading and unsafe sys.modules access are unrelated issues." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and import-time slowness are different subsystems with no shared root cause." + "reason": "Audio chat-template sampling-rate default bug vs import-time slowness; no shared underlying defect." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but the regression in qwen2_5_vl/qwen3_vl family is not the same as SmolVLM padding calculation." + "reason": "Both are video-related regressions, but they affect different model families and appear to stem from different code paths." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Config-field dropping in Qwen3.5MoeVisionConfig and text_config unwrapping in AutoModelForCausalLM are separate composite-config bugs." + "reason": "Both are Qwen multimodal config issues, but one is strict-field dropping and the other is text_config unwrapping; not the same bug." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Core import-path/sys.modules access and a pytest-xdist file-race in testing utils are unrelated." + "reason": "Unsafe sys.modules access and xdist file-write race are unrelated implementation bugs." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-family regressions." + "reason": "ESM2 breakage is unrelated to Gemma 4 token-id defaults." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer handling and a transformers upgrade performance regression do not share the same underlying bug." + "reason": "Position_ids buffer access error is unrelated to the reported post-upgrade slowdown." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Same model family, but CPU-offload incompatibility and missing decorator registration for apply_rotary_pos_emb are different code-path failures." + "reason": "Both are Qwen3.5 issues, but one is CPU offload compatibility and the other is kernel registration; different defects." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Embedding resize propagation and RTDetr loss infeasibility are unrelated issues in different model components." + "reason": "Token embedding resize mismatch and RTDetr cost-matrix infeasibility are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and stale Sam3LiteText auto_mappings references are different classes of failures." + "reason": "DeepSpeed deque underflow and broken auto_mappings references are unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "An import error for Qwen2_5_VLImageProcessor is unrelated to the BertModel/ZeRO3 index error." + "reason": "Missing Qwen2.5 VL image processor import and BertModel ZeRO3 index error are unrelated." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Custom processor/tokenizer regression and resize_token_embeddings propagation are separate bugs, even if both touch model wrappers." + "reason": "Processor/tokenizer regression and resize_token_embeddings output-embedding mismatch are different bugs." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Sam3VisionEncoderOutput missing an attribute and SAM3 LiteText memory overflow are not the same underlying issue." + "reason": "SAM 3 video attribute error and SAM 3 LiteText memory overflow are different failure modes." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Tied-weight serialization inconsistency and t5gemma embedding resize propagation are different bugs." + "reason": "Serialization of tied weights vs decoder embedding resize propagation are separate issues." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing processor.save_pretrained files and AutoProcessor backend-missing messaging are not duplicate defects." + "reason": "Missing files on save_pretrained and unrecognized image processor on missing backend are not the same bug." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict-config loading for granite_speech and silently dropped Qwen3.5MoeVisionConfig fields are different model/config problems." + "reason": "Both involve config loading, but they concern different models and different strict-field problems." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Router-logit gating of load-balancing loss and LwDetrImageLoss AMP crashes are distinct training-loss bugs." + "reason": "MoE router loss omission and LwDetr float16 crash are unrelated training issues." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT Fast label reduction returning one label and Florence2 training-loss double-shift are different preprocessing vs loss-shift bugs." + "reason": "BeitImageProcessorFast label reduction bug and Florence2 training-loss double-shift bug are unrelated." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated model-specific issues." + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Physical-intelligence/fast load failure and protobuf-related tokenizer error masking are different failure modes." + "reason": "Physical-intelligence model loading failure and tokenizer error masking with missing protobuf are unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug and MLFlow not reporting failed jobs are entirely unrelated." + "reason": "BART generate() UnboundLocalError and MLFlow job-status reporting are unrelated." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "BEiT label reduction bug and CohereASR training-loss double-shift bug are not the same code-path problem." + "reason": "Label-array truncation and CohereASR double-shift training loss are different bugs." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model families and root causes." + "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "NemotronHForCausalLM lacking FA2 support is a specific model capability issue, not the same as the generic Flash Attention 2.0 topic." + "reason": "A model not supporting Flash Attention 2.0 and a generic Flash Attention issue are not the same concrete bug." } ] }, @@ -13723,8 +13717,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -14034,8 +14028,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -14324,8 +14318,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -14632,8 +14626,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -14937,8 +14931,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -15249,8 +15243,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -15561,8 +15555,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -15866,8 +15860,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -16163,8 +16157,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -16543,7 +16537,7 @@ "issue:43208|issue:46894", "issue:43097|issue:44493" ], - "prepared_review_unit_hash": "22c4fb921f477d3c37d5f9819147e036839ed31dd8cbeedbca03e948fd9d78c7", + "prepared_review_unit_hash": "b2e11aba7968931808463999f4090ff8657ddf20a4f176ba6f6c4ec72d05d56c", "component_budget": { "node_count": 510, "item_count": 510, @@ -16565,174 +16559,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad themes like imports, tokenizers, configs, or model loading, but not the same concrete underlying bug. I rejected all soft edges.", + "summary": "This is not a true duplicate cluster: the items span many unrelated bugs (imports, tokenization, model loading, testing utilities, training, and performance). The soft pairs are only broadly similar and do not point to the same concrete underlying defect, so none should be merged.", "confidence": 0.94, - "canonical_issue_reason": "No single issue is a true canonical duplicate target; the items span unrelated regressions across tokenizers, model loading, configs, optimizers, and utilities.", + "canonical_issue_reason": "Issue #45278 is the best umbrella-style representative because it is a broad import-regression report and overlaps with several other import-related titles, but it still should not be treated as a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (multiple import errors after upgrade), but even it does not actually match the other reports closely enough to serve as a true duplicate canonical.", + "best_issue_reason": "#45278 is the most generally representative issue in this set, but only as a broad regression bucket rather than a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Both mention utilities, but one is a testing_utils bug and the other is a SequenceFeatureExtractor.pad performance issue; different code paths and symptoms." + "reason": "Both mention utilities, but one is a small testing_utils bug and the other is a SequenceFeatureExtractor.pad performance issue; different code paths and failures." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Both are API/type-related regressions, but one is about PretrainedConfig type checking while the other is dtype handling in from_config; not the same bug." + "reason": "Both involve config behavior, but one is a type-checking regression and the other is stale dtype metadata after from_config; distinct bugs." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both involve testing_utils.py, but one is a generic bug and the other is an xdist race on captured_info.txt; distinct failures." + "reason": "Shared testing_utils context, but one is a generic bug and the other is a pytest-xdist race on captured_info.txt; not the same defect." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Both concern loading/caching behavior, but one is a cache-path collision for local models and the other is repeated 429 retries in AutoProcessor.from_pretrained; different issues." + "reason": "Both touch remote/model loading, but one is a cache-path collision for local trust_remote_code models and the other is repeated HTTP 429 retries in AutoProcessor.from_pretrained; different failure modes." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Different regressions: one is degenerate training with flash_attention_3, the other is incorrect checkpoint saving for Qwen3.5 since 5.4.0." + "reason": "One is FA3 training degeneration, the other is a save_pretrained regression for Qwen3.5; unrelated code paths." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Both are model-loading reports, but they concern different models and different failure modes (type warning vs KeyError)." + "reason": "Both are model-loading complaints, but they concern different models and different problems (type mismatch warning vs key error)." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer loading bugs, but one is a mapping lookup returning None and the other is a Mistral regex patch crash; not the same concrete path." + "reason": "Both are tokenizer-related, but one is a mapping-name None bug in from_pretrained and the other is a Mistral regex patch crash on backend_tokenizer; not the same bug." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "One is about running 3d_parallel.py and the other is a testing_utils.py bug; unrelated problems." + "reason": "No meaningful overlap beyond general bug reports; one is a 3d_parallel.py runtime issue and the other is a testing_utils bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "Both are import errors, but they are for different missing symbols in different modules; too broad to merge as one fix." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenization regression vs noisy logging; no shared underlying bug." + "reason": "One is a tokenizer behavior change across versions, the other is just a noisy logging message; unrelated." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Different problems: Qwen3.5-35B chat crash versus SequenceFeatureExtractor.pad inefficiency." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Different subsystems and symptoms: vitpose model breakage vs BACKENDS_MAPPING validation error." + "reason": "Both involve backend/model support, but one is broken vitpose models and the other is a tensorflow_text backend-mapping error; different fixes." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config-loading strictness and a documentation parameter-name mismatch are unrelated." + "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch in set_training()." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset_mapping bug and FP8 inference failure on B200 are different problems." + "reason": "Token offset mapping bug versus FP8 inference failure on B200; different subsystems and symptoms." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior settings and MLA rms_norm_eps precision issues are unrelated." + "reason": "TF32 API migration warning is unrelated to MLA q_a_layernorm precision/config epsilon handling." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained sharding threshold question vs Qwen3.5 MoE from_pretrained error; different code paths." + "reason": "Save_pretrained shard-size discussion is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Different model/config loading failures: invalid GenerationConfig vs unrecognized model type in config.json." + "reason": "Both are loading/configuration issues, but one is an invalid GenerationConfig and the other is an unrecognized model/config.json problem; different root causes." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical behavior, but one is a missing config epsilon and the other is a Minimax attention correctness mismatch; not the same bug." + "reason": "Both are numerical issues, but one is a config epsilon mismatch and the other is a substantial attention implementation discrepancy; not the same bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError in configuration_utils vs torch_extract_fbank_features issue; unrelated." + "reason": "ImportError for a missing symbol versus a fbank feature extraction bug; unrelated." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "One specific missing import from image_utils, the other a broader upgrade-related import-error report; too general to call the same bug." + "reason": "Both are import-related, but one is a specific nonexistent import from image_utils while the other is a broad version-update import regression; not the same concrete issue." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both involve optimizer behavior, but one is ignored SGD args and the other is double optimizer steps under deepspeed; different defects." + "reason": "Both mention optimizers, but one is about unused SGD args and the other is optimizer step being called twice with deepspeed; distinct bugs." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Qwen3Next missing projections in layer 0 vs Qwen3.5 MoE from_pretrained error; different model families/issues." + "reason": "Different model-specific issues: missing projections in qwen3next layer 0 versus Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 setting warning and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "TF32 API warning has nothing to do with a trust_remote_code cache FileNotFoundError." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return-value bug in one model component vs GLM-5 RoPE implementation discussion; not the same concrete issue." + "reason": "Torch.split return-value issue versus GLM-5 RoPE implementation discussion; different code paths." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both touch tokenizer behavior across v5, but one is decoder type selection and the other is tokenization output differences; different failures." + "reason": "Both relate to tokenizer changes in v5, but one is decoder type selection and the other is a tokenization-output difference; not enough evidence for the same bug." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Distinct model-specific training bugs in xLSTM vs CohereASR; no shared underlying defect." + "reason": "Different training bugs in different models; the latter explicitly references a double-shift pattern, so it is not the same as the xLSTM issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API vs unexpected position-id keys; different regression classes." + "reason": "Removed tie_embeddings setting versus unexpected position-id keys; unrelated regression causes." } ] }, @@ -16751,8 +16745,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -17083,8 +17077,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -17416,8 +17410,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -17756,8 +17750,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -18061,8 +18055,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -18428,8 +18422,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -18900,7 +18894,7 @@ "issue:44230|issue:45310", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "34f4352037576005fd5a9a527c6fa47c8e65011ccf286c5068d654f4d80058b8", + "prepared_review_unit_hash": "526916a82e15bc2ec97743cab287f44b7b7218a517e8464aa88d451604a2617a", "component_budget": { "node_count": 510, "item_count": 510, @@ -18922,258 +18916,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with only broad theme overlap around v5 regressions, loading/import problems, and model-specific support gaps. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. The broadest umbrella-style issue is the best representative.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report here; it captures the general 'v5 breaks many models' regression theme that several other issues vaguely resemble, even though it is not a true duplicate of them.", + "summary": "This cluster is very heterogeneous; most pairs are only weakly text-similar and do not look like true duplicates. No soft edge is strong enough to merge, and the best anchor issue is the concrete from_pretrained loading/performance report.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 31515 is the most concrete and most centrally connected loading-related report among a set of otherwise unrelated issues, so it is the best available anchor for this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best cluster representative because its scope is widest and it sits closest to the recurring v5 regression/loading breakage pattern in this set.", + "best_issue_reason": "31515 is the strongest representative of the apparent loading/performance subtheme, even though the overall cluster does not form a clean duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor-related bugs, but one is Qwen3VL timestamp calculation and the other is SmolVLM video padding; different code paths and different failure modes." + "reason": "Different processor bugs: timestamp calculation vs padding calculation." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Unrelated subsystems: DSA indexer/ReLU vs Gemma-4 audio positional encoding. No shared concrete bug." + "reason": "Unrelated model internals: DSA ReLU omission vs Gemma audio positional encoding." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated issues." + "reason": "Lazy-loading behavior and scheduler kwargs are different subsystems." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "'Bug report' is too generic to tie to the Qwen3.5 MoE from_pretrained error; no evidence they describe the same defect." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are different model-specific bugs." + "reason": "Different model processor bug vs GLM-5 RoPE implementation." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shifting are separate model/training problems." + "reason": "Gemma-4 audio encoding vs CohereASR training-loss shifting are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken `transformers env` command and Qwen3_5 import failure are unrelated." + "reason": "CLI env command breakage and model import failure are different issues." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both involve saving-related code paths, but one is pipeline save_pretrained and the other is tied-weight key handling; not the same bug." + "reason": "Saving pipelines and tied-weight key extraction are separate code paths." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in a processor vs scheduler kwargs handling are unrelated." + "reason": "Processor timestamp math is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and VRAM leak in Qwen3ForCausalLM are completely different issues." + "reason": "Import-star cleanup and VRAM leak are not the same bug." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in forward signatures vs a model-loading regression for Llama 3.2 Vision are different problems." + "reason": "Documentation confusion about forward args vs a model loading regression." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are model-architecture topics, but GLM-5 RoPE and Gemma-4 audio positional encoding are not the same bug." + "reason": "GLM-5 RoPE and Gemma-4 audio encoding are unrelated model implementations." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-V4, but one is gating/shared-expert behavior and the other is a tensor transpose/dtype bug; not the same fix." + "reason": "Shared-expert gating and tensor transpose behavior are different defects." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." + "reason": "Local-files-only network leakage is unrelated to timestamp calculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration guidance and a VRAM leak bug do not describe the same issue." + "reason": "TF32 API settings and a Qwen3 VRAM leak are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 breakage complaint is not the same concrete bug as a Qwen3_5 import failure." + "reason": "Broad v5 breakages and a specific module import error are not the same issue." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and processor.save_pretrained file omission are different processor bugs." + "reason": "Processor timestamp math and missing save_pretrained files are different bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer split behavior is unrelated to Gemma-4 audio encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a separate precision/config bug, not the same as Gemma-4 audio positional encoding." + "reason": "RMS norm epsilon mismatch and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are different topics." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different models and different failure modes: timestamp calculation vs VRAM leak." + "reason": "Processor timestamp calculation is unrelated to a Qwen3 VRAM leak." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronHForCausalLM and Qwen3_5 import failure are unrelated." + "reason": "Flash Attention support for one model and an import failure for another are different problems." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import failures, but for different symbols/modules and likely different root causes." + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is generic behavior drift while the other is a specific decoder-type issue; not enough to treat as the same bug." + "reason": "Both mention tokenizer v5 behavior, but the reported failures are not the same concrete bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight-key AttributeError and a cli completion error from huggingface_hub are unrelated." + "reason": "Tied-weight key crash and CLI completion attribute error are unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is a generic title with no evidence it targets the same model or code path." + "reason": "Specific GPT2 support request vs a generic Flash Attention 2.0 topic is too broad to merge." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated 'Unemployment' report do not match." + "reason": "Scheduler kwargs bug and a noise issue are unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is unrelated to the generic non-technical issue." + "reason": "Typo in cache strategies is unrelated to the noise issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Generic placeholder report vs broad v5 regression complaint; no duplicate evidence." + "reason": "Noise title vs broad version-breakage report; not the same bug." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the generic placeholder issue." + "reason": "CLIPOutput attentions regression is unrelated to the noise issue." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the noise issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight handling and chat-template tool-call crash are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError for `layer_type_validation` are different failure types." + "reason": "Slow checkpoint loading and an ImportError are different failure modes." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig and a tied-weight-key crash are unrelated." + "reason": "Missing pad_token_idx and tied-weight-key crash are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing processor save files are different issues." + "reason": "FP8 inference support and missing processor save files are not the same issue." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2.0-related, but they target different models and appear to be separate support requests." + "reason": "Both mention Flash Attention 2.0, but they are model-specific support requests for different code paths." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder mask bug and slow from_pretrained checkpoint loading are unrelated." + "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 failed training and slow checkpoint loading are unrelated." + "reason": "MLflow job-state reporting and checkpoint loading performance are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow loading and tensor-parallel training bug are different problem areas." + "reason": "Model loading slowness and tensor-parallel training are different subsystems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Performance complaint during from_pretrained and documentation confusion in forward signatures are not the same bug." + "reason": "Loading performance and forward-pass documentation confusion are not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained error are related by model family only, not by the same code-path failure." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching for audio models and Qwen fp8 inference support are different topics." + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different issues." } ] }, @@ -19192,8 +19192,8 @@ "review_unit_count": 62, "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-10000-510", "nodes": [ @@ -19339,8 +19339,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19417,8 +19417,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19488,8 +19488,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19551,8 +19551,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -19820,8 +19820,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-21", "nodes": [ @@ -20213,8 +20213,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -20276,8 +20276,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -20339,8 +20339,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -20402,8 +20402,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20465,8 +20465,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -20528,8 +20528,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -20631,8 +20631,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -20775,8 +20775,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -20895,8 +20895,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -20958,8 +20958,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -21021,8 +21021,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -21084,8 +21084,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -21202,8 +21202,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -21265,8 +21265,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -21331,8 +21331,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -21394,8 +21394,8 @@ "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": [ @@ -21457,8 +21457,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46906-9", "nodes": [ @@ -21727,8 +21727,8 @@ "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-46983-2", "nodes": [ @@ -21793,8 +21793,8 @@ "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-47007-2", "nodes": [ @@ -21859,7 +21859,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-53", + "cluster_id": "cluster-40546-54", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -21867,7 +21867,6 @@ "pull_request:46266", "pull_request:46658", "pull_request:46707", - "pull_request:46836", "pull_request:46903", "pull_request:46907", "pull_request:46908", @@ -21908,10 +21907,12 @@ "pull_request:47082", "pull_request:47083", "pull_request:47088", - "pull_request:47089" + "pull_request:47089", + "pull_request:47090" ], "soft_pairs": [ "pull_request:47083|pull_request:47088", + "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", "pull_request:46950|pull_request:46951", "pull_request:46950|pull_request:47057", @@ -21946,9 +21947,9 @@ "pull_request:46958|pull_request:46974", "pull_request:46954|pull_request:46971", "pull_request:46971|pull_request:46974", - "pull_request:46958|pull_request:46968", "pull_request:46968|pull_request:46974", "pull_request:46961|pull_request:46968", + "pull_request:46958|pull_request:46968", "pull_request:46961|pull_request:46971", "pull_request:46949|pull_request:46968", "pull_request:47072|pull_request:47089", @@ -21980,188 +21981,198 @@ "pull_request:46912|pull_request:47078", "pull_request:46965|pull_request:47062", "pull_request:47035|pull_request:47089", - "pull_request:43451|pull_request:46995", - "pull_request:46836|pull_request:46995", - "pull_request:46196|pull_request:47025" + "pull_request:43451|pull_request:46995" ], - "prepared_review_unit_hash": "b26fb324649ee41bcef51eb241085b97901fb9616d3f8e01dffa6027591a3d7f", + "prepared_review_unit_hash": "9d7fd3dd3a3589f62752bc5617fac89300fcfc91527fbd2a4716dc8a898cf281", "component_budget": { - "node_count": 53, - "item_count": 53, - "soft_pair_count": 170, - "serialized_chars": 191265, - "estimated_input_tokens": 47817, - "estimated_eval_tokens": 95890 + "node_count": 54, + "item_count": 54, + "soft_pair_count": 172, + "serialized_chars": 194776, + "estimated_input_tokens": 48694, + "estimated_eval_tokens": 97644 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 72, - "serialized_chars": 132702, - "estimated_input_tokens": 33176, - "estimated_eval_tokens": 66608 + "soft_pair_count": 71, + "serialized_chars": 131624, + "estimated_input_tokens": 32906, + "estimated_eval_tokens": 66068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with a few clear duplicate/near-duplicate PR pairs around the same concrete code path, but most other pairs are unrelated cross-model or docs/test changes and should stay separate.", - "confidence": 0.74, + "summary": "This cluster is mostly a grab bag of unrelated open PRs. The only clearly duplicate pair is the CANINE fp16 attention-mask fix; everything else is just same-subsystem or same-topic similarity without the same concrete code change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single duplicate family dominates the set, but PR 46957 is the most central/broad representative here: it has the widest code impact and multiple soft similarities to nearby optimization/fix PRs.", + "canonical_pr_reason": "pull_request:47088 is the cleanest canonical PR for the only true duplicate pair: it is a focused one-line code fix for CANINE fp16 attention-mask dtype mismatch. pull_request:47083 appears to be the same underlying change but framed as an ONNX-export failure fix and includes extra test content, so 47088 is the better representative.", "best_issue_reason": null, - "best_pr_reason": "PR 46957 is the strongest global representative for this cluster because it is the broadest technical change, touches core generation/integration code, and sits near several of the softer similarity links.", + "best_pr_reason": "pull_request:47088 is the best single PR to anchor the cluster because it most directly describes the concrete code-path bug being fixed and avoids the extra framing/noise present in 47083.", "soft_edge_verdicts": [ { "left": "pull_request:47083", "right": "pull_request:47088", "accept": true, - "reason": "Same Canine attention-mask fp16 dtype bug in the same file; one PR is just a slightly broader variant of the other." + "reason": "Same underlying CANINE bug and same model file; both patch the attention-mask dtype cast in the same code path, so they are duplicates of the same fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": false, + "reason": "Both touch CohereASR training loss, but the implementations differ materially (loss_function with shift_labels vs direct CrossEntropyLoss), so they are not the same concrete change." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": true, - "reason": "Both fix the same CohereASR training-loss double-shift in the same code path; 46903 just bundles an additional model fix." + "accept": false, + "reason": "Same model area and same issue theme, but the loss fixes are different enough that they should not be merged as duplicates." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Different bugs in different subsystems: Mamba2 OOM/runtime behavior vs PEFT loading mismatch handling." + "reason": "Both are integration-fix PRs, but one is a Mamba2 OOM test/load tweak and the other is a PEFT loading adjustment; unrelated concrete bugs." }, { "left": "pull_request:46950", "right": "pull_request:47057", "accept": false, - "reason": "Different models and failure modes; Mamba2 kernel behavior is unrelated to DeepSeekV3.2 load/offload test fixes." + "reason": "Both target integration-test failures, but the fixes address different failure modes and different code/tests, so they are not duplicates." }, { "left": "pull_request:46927", "right": "pull_request:47054", "accept": false, - "reason": "Unrelated model fixes: GLM46V input handling vs MiniMax-M3-VL load/offload test adjustment." + "reason": "Both are GLM46V integration fixes, but the actual edits differ and the PRs address separate failure variants rather than the same underlying bug." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "No shared underlying bug; GLM46V input dtype handling is unrelated to PEFT checkpoint loading." + "reason": "Unrelated models and fixes; only superficial similarity from being small test/integration patches." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "PEFT loading mismatch and Mamba2 test dtype/OOM fixes are unrelated." + "reason": "Same broad Mamba2/other-failure cluster, but one changes PEFT loading and the other changes Mamba2 test loading arguments; not the same bug." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper/audioflamingo3 cache handling is unrelated to Mamba2 test changes." + "reason": "Different models and different failure modes; no same underlying bug or code path." }, { "left": "pull_request:46951", "right": "pull_request:47057", "accept": false, - "reason": "Different code paths and symptoms; PEFT loading changes do not overlap with DeepSeekV3.2 integration-test load fixes." + "reason": "Different targets: PEFT integration loading versus DeepSeekV3.2 load_error tests." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Both are test-failure cleanup PRs, but they address different models and distinct root causes." + "reason": "Both are large integration-fix PRs, but they address different model changes and different bug patterns across different files." }, { "left": "pull_request:47056", "right": "pull_request:47058", "accept": false, - "reason": "Whisper cache-state initialization is unrelated to Mamba2 OOM/load behavior." + "reason": "Whisper vs Mamba2; both are small test/runtime fixes, but they are clearly different concrete bugs and should stay separate." }, { "left": "pull_request:47006", "right": "pull_request:47058", "accept": false, - "reason": "Gemma3 generation behavior and Mamba2 test/OOM fixes are different bugs." + "reason": "Different models and different fixes; similarity is only that both are integration-failure patches." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "DeepSeekV3.2 load_error and Gemma3 output_mismatch are unrelated." + "reason": "Different models and failure classes; no shared concrete change." }, { "left": "pull_request:46927", "right": "pull_request:47055", "accept": false, - "reason": "GLM46V input handling and EdgeTam processor-kwarg cleanup are unrelated." + "reason": "Same general GLM46V/EdgeTam test-fix wave, but not the same code-path problem." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "DeepSeekV3.2 load_error test fixes and BLIP-2 tokenizer registry changes are unrelated." + "reason": "Different models and different test-only fixes; not duplicates." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "EdgeTam processor-kwarg cleanup and MiniMax-M3-VL offload test fixes are unrelated." + "reason": "EdgeTam test/import-or-config vs MiniMax-M3-VL load_error; unrelated fixes." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "GLM46V input handling and GLM-OCR output mismatch fixes are different problems." + "reason": "Different model families and different failure modes; no duplicate relationship." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "MiniMax-M3-VL load_error and BLIP-2 tokenizer changes are unrelated." + "reason": "Different models and different fixes; only generic integration-test similarity." }, { "left": "pull_request:46928", "right": "pull_request:47057", "accept": false, - "reason": "BLIP-2 tokenizer registration and DeepSeekV3.2 load_error are unrelated." + "reason": "BLIP-2 tokenizer mapping vs DeepSeekV3.2 load_error; unrelated." }, { "left": "pull_request:46986", "right": "pull_request:47058", "accept": false, - "reason": "GLM-OCR model output mismatch and Mamba2 OOM are unrelated." + "reason": "Both are test-fix PRs, but they touch different models and different bugs." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "MiniMax-M3-VL load_error and DAC output-mismatch fixes are unrelated." + "reason": "Different models and different fixes; not the same underlying issue." }, { "left": "pull_request:46908", "right": "pull_request:47058", "accept": false, - "reason": "DeepSeekV3.2 load_error and Mamba2 OOM fixes are unrelated." + "reason": "Different model bugs and different code changes." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47058", + "accept": false, + "reason": "Different models and different fixes." }, { "left": "pull_request:46928", "right": "pull_request:47054", "accept": false, - "reason": "BLIP-2 tokenizer changes do not match MiniMax-M3-VL loading fixes." + "reason": "Different models and different bug fixes; only similar failure labeling." }, { "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "DAC output-mismatch and GLM-OCR output-mismatch are different model bugs." + "reason": "Different model families and distinct runtime/test fixes." }, { "left": "pull_request:46954", "right": "pull_request:46961", "accept": false, - "reason": "Pytest compatibility changes for GlmASR are unrelated to the Serge normalization workflow PR." + "reason": "Pytest-v9 compatibility cleanup versus Serge normalization workflow; unrelated changes." }, { "left": "pull_request:46958", @@ -22173,151 +22184,199 @@ "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "GlmASR pytest fix and docs autolink cleanup are unrelated." + "reason": "Pytest-v9 compatibility fix versus docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "One is a Pytest-v9 module-level strictness tweak; the other is a CohereASR loss bug fix." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Normalization workflow and Musicgen generate typo fix are unrelated." + "reason": "Workflow automation and MusicGen generate typo fix are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss logic and Musicgen cache-length typo are unrelated." + "reason": "Different model/code paths and different bugs." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46971", + "accept": false, + "reason": "Pytest compatibility vs Mamba2 OOM test changes; not duplicates." + }, + { + "left": "pull_request:46971", + "right": "pull_request:46974", + "accept": false, + "reason": "Mamba2 test loading changes versus MusicGen generate bug; unrelated." }, { "left": "pull_request:46968", "right": "pull_request:46974", "accept": false, - "reason": "Docs autolink cleanup and Musicgen generation fix are unrelated." + "reason": "Docs autolink cleanup and MusicGen generate typo fix are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Different areas entirely: workflow automation vs documentation link cleanup." + "reason": "Workflow automation vs documentation autolink cleanup; not the same change." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46968", + "accept": false, + "reason": "CohereASR loss fix and docs autolink cleanup are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46971", "accept": false, - "reason": "Workflow automation and Mamba2 test adjustments are unrelated." + "reason": "Workflow automation and Mamba2 test fix are unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46968", "accept": false, - "reason": "Whisper/audioflamingo3 cache handling and docs autolink cleanup are unrelated." + "reason": "Whisper/audioflamingo test fix vs docs autolink cleanup; not the same underlying change." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Chat-schema extraction and AqlmConfig validation-message fixes are unrelated." + "reason": "Chat-template JSON schema handling and AQLM config error-message wording are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both touch Japanese docs, but they address different content changes and are not the same underlying change." + "reason": "Both are Japanese docs edits, but they address different docs content and different scope; not the same change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Modernizing DINO backbones and fine-grained FP8 generation optimizations are unrelated." + "reason": "Both are broad model-standardization style PRs, but they target different subsystems and different concrete code paths." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Qwen3 TTS addition and RoMa keypoint matcher addition are distinct features." + "reason": "Both add model docs/auto wiring, but for different models (Qwen3-TTS vs RoMa) and different concrete additions." }, { "left": "pull_request:47019", "right": "pull_request:47025", "accept": false, - "reason": "Masking-utils contract fix and DiffusionGemma test cleanup are unrelated." + "reason": "Masking-utils regression fix and Diffusion Gemma test skip are unrelated." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Related to Neuron training, but one is an experimental script bundle while the other only changes compile-backend defaults; not the same concrete change." + "reason": "Neural/E2E training scripts versus torch-compile backend default; different change types and bug targets." }, { "left": "pull_request:47062", "right": "pull_request:47077", "accept": false, - "reason": "IMDb link correction and Japanese DistilBERT doc translation are unrelated docs changes." + "reason": "Different language docs updates; similar category but not the same content or bug." }, { "left": "pull_request:47019", "right": "pull_request:47069", "accept": false, - "reason": "Masking-utils correctness guard and num_labels typing/None behavior are unrelated." + "reason": "Masking utilities fix and num_labels return-type/doc change are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch support and flash-linear-attention MLU availability are different feature gates." + "reason": "Wav2vec2 SDPA dispatch and flash-linear-attention availability are different feature areas and different code paths." }, { "left": "pull_request:47069", "right": "pull_request:47089", "accept": false, - "reason": "num_labels None typing and AqlmConfig error text fixes are unrelated." + "reason": "Num_labels None handling and AQLM config validation messages are unrelated." }, { "left": "pull_request:47019", "right": "pull_request:47088", "accept": false, - "reason": "Masking-utils XPU guard and Canine attention-mask dtype fix are unrelated." + "reason": "Masking-utils fix and CANINE attention-mask dtype fix are different models and different bugs." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Finegrained FP8 generation changes and DeepSeek V4 use_cache=False support are unrelated." + "reason": "These both touch generation behavior, but one is finegrained FP8 routing/kernel optimization while the other is DeepSeekV4 use_cache support; not duplicates." }, { "left": "pull_request:46266", "right": "pull_request:46707", "accept": false, - "reason": "DINO modernization and native FSDP2 module/migration are unrelated infrastructure/model changes." + "reason": "DINO conversion-mapping work and native FSDP2 module migration are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:46961", "accept": false, - "reason": "FSDP2 migration work and Serge normalization workflow are unrelated." + "reason": "FSDP2 migration and Serge branch-normalization workflow are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:47019", "accept": false, - "reason": "Docs autolinks cleanup and masking-utils correctness fixes are unrelated." + "reason": "Docs autolink cleanup and masking-utils regression fix are unrelated." }, { - "left": "pull_request:46912", + "left": "pull_request:47019", "right": "pull_request:47082", "accept": false, - "reason": "RoPE test coverage and RoMa model addition are unrelated." + "reason": "Masking-utils fix and RoMa model addition are unrelated." }, { "left": "pull_request:46707", - "right": "pull_request:47019", + "right": "pull_request:46968", "accept": false, - "reason": "Native FSDP2 migration and masking-utils correctness guard are unrelated." + "reason": "FSDP2 migration and docs autolink cleanup are unrelated." }, { - "left": "pull_request:46196", + "left": "pull_request:46912", "right": "pull_request:47025", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch and DiffusionGemma test cleanup are unrelated." + "reason": "Both touch tests/model correctness, but one is RoPE behavior changes across many models and the other is a diffusion_gemma test adjustment; not the same bug." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46957", + "accept": false, + "reason": "FSDP2 migration and finegrained FP8 decode optimization are different features and code paths." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47089", + "accept": false, + "reason": "RoMa model addition and AQLM config validation are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47089", + "accept": false, + "reason": "Torch-compile backend selection and AQLM config validation are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46995", + "accept": false, + "reason": "Molmo2 model addition and flash-linear-attention availability are unrelated." } ] }, @@ -22339,7 +22398,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-53", + "cluster_id": "cluster-40546-54", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22383,9 +22442,12 @@ "pull_request:47079", "pull_request:47082", "pull_request:47088", - "pull_request:47089" + "pull_request:47089", + "pull_request:47090" ], "soft_pairs": [ + "pull_request:46836|pull_request:46995", + "pull_request:46196|pull_request:47025", "pull_request:46707|pull_request:47025", "pull_request:46266|pull_request:47034", "pull_request:45694|pull_request:47069", @@ -22401,8 +22463,8 @@ "pull_request:46707|pull_request:47077", "pull_request:43451|pull_request:46266", "pull_request:46196|pull_request:46961", - "pull_request:46266|pull_request:47003", "pull_request:47069|pull_request:47082", + "pull_request:46266|pull_request:47003", "pull_request:46658|pull_request:46965", "pull_request:45694|pull_request:47035", "pull_request:43451|pull_request:47078", @@ -22431,9 +22493,10 @@ "pull_request:43451|pull_request:46895", "pull_request:45694|pull_request:47003", "pull_request:46895|pull_request:47003", - "pull_request:46836|pull_request:46895", "pull_request:46968|pull_request:47003", + "pull_request:46895|pull_request:47090", "pull_request:46895|pull_request:46958", + "pull_request:46958|pull_request:47090", "pull_request:46907|pull_request:47055", "pull_request:46950|pull_request:46971", "pull_request:46949|pull_request:47056", @@ -22454,423 +22517,384 @@ "pull_request:47054|pull_request:47055", "pull_request:46970|pull_request:47006", "pull_request:46970|pull_request:46986", - "pull_request:47057|pull_request:47058", - "pull_request:46907|pull_request:47054", - "pull_request:47055|pull_request:47056", - "pull_request:46907|pull_request:47056" + "pull_request:47057|pull_request:47058" ], - "prepared_review_unit_hash": "2e5560061e33c1cca91e7af0683e8f826171985b8baf6805de7418b25ab462f4", + "prepared_review_unit_hash": "9757ad0ef34f133010c023c1fd84a0f5d933c8eec759a867f4e3ba103d490887", "component_budget": { - "node_count": 53, - "item_count": 53, - "soft_pair_count": 170, - "serialized_chars": 191265, - "estimated_input_tokens": 47817, - "estimated_eval_tokens": 95890 + "node_count": 54, + "item_count": 54, + "soft_pair_count": 172, + "serialized_chars": 194776, + "estimated_input_tokens": 48694, + "estimated_eval_tokens": 97644 }, "budget": { - "node_count": 43, - "item_count": 43, + "node_count": 44, + "item_count": 44, "soft_pair_count": 72, - "serialized_chars": 121164, - "estimated_input_tokens": 30291, - "estimated_eval_tokens": 60838 + "serialized_chars": 123754, + "estimated_input_tokens": 30939, + "estimated_eval_tokens": 62134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many PRs are unrelated docs, model-addition, or infra changes that only look similar at the surface. The true duplicate pairs are the narrowly-scoped bugfix twins around CohereASR, EdgeTam, Whisper, DeepSeekV3.2, MiniMax-M3-VL, and the Mamba2 test-only OOM workaround.", - "confidence": 0.9, + "summary": "This cluster is mostly a mix of unrelated PRs, with several real duplicate/follow-up pairs concentrated around the same model bugfixes: CohereASR loss double-shift, EdgeTam processor kwarg cleanup, DeepSeekV3.2 load_error test workaround, and the Whisper/Minimax/Mamba2 integration-test retries. Most other soft edges are just broad thematic similarity and should not be merged.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single issue spans the whole cluster. 46895 is the cleanest canonical PR because it has an explicit issue target and a narrowly scoped, self-contained fix in the same concrete code path as its twin.", + "canonical_pr_reason": "PR 46895 is the cleanest canonical representative: it has an explicit issue target (46894), fixes a concrete CohereASR training-loss double-shift in the actual model code, and includes test coverage. The later CohereASR PRs are near-rewrites of the same fix.", "best_issue_reason": null, - "best_pr_reason": "46895 is the best representative PR in this set: it is a focused bugfix with direct issue linkage, unlike the many unrelated or broad-scoped PRs in the cluster.", + "best_pr_reason": "PR 46895 is the strongest overall representative because it is the most concrete, self-contained, and explicitly tracked bugfix among the duplicate-like candidates.", "soft_edge_verdicts": [ + { + "left": "pull_request:46836", + "right": "pull_request:46995", + "accept": false, + "reason": "Different features: Unlimited OCR support vs MLU availability check for flash linear attention." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47025", + "accept": false, + "reason": "Unrelated PRs: wav2vec2 SDPA dispatch vs Diffusion Gemma test cleanup." + }, { "left": "pull_request:46707", "right": "pull_request:47025", "accept": false, - "reason": "Different subsystems: native FSDP2 infrastructure vs DiffusionGemma test skips/annotations." + "reason": "Different areas and fixes: native FSDP2 migration vs Diffusion Gemma test changes." }, { "left": "pull_request:46266", "right": "pull_request:47034", "accept": false, - "reason": "DINO conversion/mapping work is unrelated to the Neuron SFT experiment scripts and trainer changes." + "reason": "Unrelated: DINO conversion/modernization work vs a Neuron finetuning experiment." }, { "left": "pull_request:45694", "right": "pull_request:47069", "accept": false, - "reason": "One fixes split_batches behavior in TrainingArguments; the other only changes the num_labels property docs/type." + "reason": "Different bugs: split-batches batch-size behavior vs num_labels returning None." }, { "left": "pull_request:43451", "right": "pull_request:47079", "accept": false, - "reason": "Molmo2 model addition is unrelated to AltCLIP embedding-resize behavior." + "reason": "Unrelated: Molmo2 model addition vs AltCLIP embedding-resize fix." }, { "left": "pull_request:46836", "right": "pull_request:46965", "accept": false, - "reason": "Unlimited OCR model addition and DeepSeek V4 cache handling are unrelated changes." + "reason": "Different code paths: Unlimited OCR model support vs DeepSeek V4 use_cache handling." }, { "left": "pull_request:47035", "right": "pull_request:47069", "accept": false, - "reason": "Torch-compile backend defaulting to neuron is unrelated to num_labels returning None." + "reason": "Neural backend compile default vs configuration num_labels typing are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46961", "accept": false, - "reason": "Unlimited OCR model addition and Serge patch normalization workflow are unrelated." + "reason": "Model support PR vs branch-normalization workflow; not the same bug or change." }, { "left": "pull_request:46995", "right": "pull_request:47003", "accept": false, - "reason": "Flash-attention availability and OpenVINO exporter support are unrelated changes." + "reason": "Flash-linear-attention availability and OpenVINO exporter are unrelated infrastructure changes." }, { "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "Finegrained FP8 generation changes are unrelated to Serge branch normalization workflow." + "reason": "Finegrained FP8 decode-path work vs workflow hygiene; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47035", "accept": false, - "reason": "Workflow normalization and torch-compile backend defaults are unrelated." + "reason": "Workflow normalization and torch compile backend default are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47025", "accept": false, - "reason": "Molmo2 model addition is unrelated to DiffusionGemma test case fixes." + "reason": "Molmo2 model addition vs Diffusion Gemma test adjustments; different artifacts." }, { "left": "pull_request:46912", "right": "pull_request:47077", "accept": false, - "reason": "RoPE test/model work is unrelated to the Japanese DistilBERT docs translation." + "reason": "RoPE testing work and Japanese doc translation are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:47077", "accept": false, - "reason": "FSDP2 infra changes are unrelated to Japanese docs translation work." + "reason": "FSDP2 migration and Japanese docs translation do not target the same bug/change." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 model addition and DINO conversion mapping are unrelated." + "reason": "Different model additions/modernization efforts; not duplicates." }, { "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "Wav2vec2 SDPA dispatch support is unrelated to Serge branch normalization workflow." + "reason": "SDPA dispatch and workflow normalization are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47003", + "left": "pull_request:47069", + "right": "pull_request:47082", "accept": false, - "reason": "DINO conversion mapping and OpenVINO exporter support are unrelated." + "reason": "Configuration typing change vs RoMa model addition; unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47082", + "left": "pull_request:46266", + "right": "pull_request:47003", "accept": false, - "reason": "A config property type/doc change is unrelated to adding the RoMa model." + "reason": "Different subsystems: DINO modernization vs OpenVINO exporter introduction." }, { "left": "pull_request:46658", "right": "pull_request:46965", "accept": false, - "reason": "Step 3.7 Flash model/script work is unrelated to DeepSeek V4 cache handling." + "reason": "Step 3.7 Flash bootstrap work vs DeepSeek V4 cache support; unrelated." }, { "left": "pull_request:45694", "right": "pull_request:47035", "accept": false, - "reason": "TrainingArguments formatting/split-batch fix and torch-compile backend defaulting are different issues." + "reason": "Batch-size/split-batches fix vs compile-backend default are different changes." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Molmo2 model addition is unrelated to Japanese wording/doc translation cleanup." + "reason": "Molmo2 model addition vs Japanese wording cleanup; not the same change." }, { "left": "pull_request:47003", "right": "pull_request:47078", "accept": false, - "reason": "OpenVINO exporter support and Japanese doc wording changes are unrelated." + "reason": "OpenVINO exporter and Japanese translation edits are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46961", "accept": false, - "reason": "Step 3.7 Flash work is unrelated to Serge workflow normalization." + "reason": "Step 3.7 Flash model scaffolding vs branch normalization workflow; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46965", "accept": false, - "reason": "Workflow normalization is unrelated to DeepSeek V4 use_cache support." - }, - { - "left": "pull_request:43451", - "right": "pull_request:44517", - "accept": false, - "reason": "Molmo2 and Qwen3-TTS are separate model additions, not the same change." - }, - { - "left": "pull_request:45694", - "right": "pull_request:46707", - "accept": false, - "reason": "TrainingArguments batch-size fix and FSDP2 module migration are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:47088", - "accept": false, - "reason": "Serge workflow normalization is unrelated to CANINE fp16 attention-mask fixes." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47078", - "accept": false, - "reason": "Unlimited OCR and Japanese wording/docs edits are unrelated." - }, - { - "left": "pull_request:44517", - "right": "pull_request:46836", - "accept": false, - "reason": "Qwen3-TTS and Unlimited OCR are separate model additions." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47088", - "accept": false, - "reason": "Step 3.7 Flash work is unrelated to CANINE attention-mask dtype fixes." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47088", - "accept": false, - "reason": "Molmo2 model addition is unrelated to CANINE attention-mask fixes." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47003", - "accept": false, - "reason": "Qwen3-TTS and OpenVINO exporter support are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46957", - "accept": false, - "reason": "Molmo2 model addition is unrelated to finegrained FP8/generation infrastructure." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46961", - "accept": false, - "reason": "Molmo2 model addition and Serge normalization workflow are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:47003", - "accept": false, - "reason": "Workflow normalization is unrelated to OpenVINO exporter support." + "reason": "Workflow normalization and DeepSeek V4 cache fix are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47034", "accept": false, - "reason": "Workflow normalization is unrelated to the Neuron SFT experiment work." + "reason": "Branch normalization workflow vs Neuron finetuning experiment; unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:46912", + "left": "pull_request:46912", + "right": "pull_request:46961", "accept": false, - "reason": "Workflow normalization is unrelated to the RoPE tests/model changes." + "reason": "RoPE testing improvements and workflow normalization are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47088", "accept": false, - "reason": "Unlimited OCR and CANINE attention-mask fixes are unrelated." + "reason": "Unlimited OCR support vs CANINE fp16 attention-mask dtype fix; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46895", "accept": false, - "reason": "Step 3.7 Flash work is unrelated to CohereASR loss shifting." + "reason": "Step 3.7 Flash work and CohereASR loss-shift fix are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47089", "accept": false, - "reason": "Molmo2 model addition is unrelated to AqlmConfig error-message cleanup." + "reason": "Molmo2 addition vs AqlmConfig error-message cleanup; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47089", "accept": false, - "reason": "OpenVINO exporter support is unrelated to AqlmConfig validation messages." + "reason": "OpenVINO exporter and AqlmConfig message fix are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47077", "accept": false, - "reason": "Qwen3-TTS model/docs work is unrelated to Japanese DistilBERT docs translation." + "reason": "Qwen3-TTS addition vs Japanese docs translation; not the same artifact." }, { "left": "pull_request:43451", "right": "pull_request:45694", "accept": false, - "reason": "Molmo2 model addition is unrelated to TrainingArguments split-batch behavior." + "reason": "Molmo2 model addition vs split-batches training-args fix; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46895", "accept": false, - "reason": "Molmo2 model addition is unrelated to CohereASR loss-shift behavior." + "reason": "Molmo2 model addition and CohereASR loss fix are unrelated." }, { "left": "pull_request:45694", "right": "pull_request:47003", "accept": false, - "reason": "TrainingArguments split-batch fix and OpenVINO exporter support are unrelated." + "reason": "TrainingArguments split-batches fix vs OpenVINO exporter; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47003", "accept": false, - "reason": "CohereASR loss fix and OpenVINO exporter support are unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46895", - "accept": false, - "reason": "Unlimited OCR model addition and CohereASR loss fix are unrelated." + "reason": "CohereASR loss-shift fix and OpenVINO exporter are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:47003", "accept": false, - "reason": "Autolink doc cleanup is unrelated to OpenVINO exporter support." + "reason": "Docs autolink cleanup vs OpenVINO exporter introduction; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift bug and same model/test files; 47090 is a near-duplicate rewrite of 46895." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug; both patch the forward loss path, with only the loss implementation differing." + "reason": "Same CohereASR loss double-shift fix on the same code path and files." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug; these are duplicate reworkings of the same fix." }, { "left": "pull_request:46907", "right": "pull_request:47055", "accept": true, - "reason": "Same EdgeTam bug: both remove post-processing-only kwargs before calling the backbone." + "reason": "Same EdgeTam processor-kwargs bug in the same model forward path; 47055 is a broader version of the same fix." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "46950 changes Mamba2 runtime behavior to avoid OOM; 46971 only tweaks the integration test loading call." + "reason": "Mamba2 model OOM fix vs test-only dtype/offload changes; related symptom, but not the same concrete code-path fix." }, { - "left": "pull_request:46949", - "right": "pull_request:47056", + "left": "pull_request:46926", + "right": "pull_request:47054", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error test workaround in the same test file and setup path." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47057", + "accept": true, + "reason": "Same DeepSeekV3.2 load_error workaround in the same integration test file." + }, + { + "left": "pull_request:46949", + "right": "pull_request:47056", "accept": true, - "reason": "Same Whisper attention-state initialization fix; 46949 also bundles an AudioFlamingo3 tweak, but the Whisper change is the same bug." + "reason": "Same Whisper cache-init/integration-test fix in the same model code path." }, { "left": "pull_request:46950", "right": "pull_request:47058", "accept": false, - "reason": "Model-kernel OOM fix vs test-only loader/cache adjustments are different underlying problems." + "reason": "Both relate to Mamba2 OOM, but one changes model code and the other changes test harness behavior; not the same concrete fix." }, { "left": "pull_request:46971", "right": "pull_request:47058", - "accept": true, - "reason": "Both are the same Mamba2 integration-test OOM workaround, just with slightly different test-environment tweaks." + "accept": false, + "reason": "Both are Mamba2 test-side OOM mitigations, but they are different changes rather than one identical fix." }, { - "left": "pull_request:46926", + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Whisper cache fix and Mamba2 OOM fix are unrelated model bugs." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup vs GLM46V input-id dtype handling are unrelated." + }, + { + "left": "pull_request:46908", "right": "pull_request:47054", "accept": true, - "reason": "Same MiniMax-M3-VL load_error test fix: both add an offload folder to the same loader path." + "reason": "Same DeepSeekV3.2 integration-test load_error fix; 47054 is the same workaround with the same target file." }, { - "left": "pull_request:46908", + "left": "pull_request:46926", "right": "pull_request:47057", "accept": true, - "reason": "Same DeepSeekV3.2 load_error test fix: both add a temporary offload folder to the same loading calls." + "reason": "Same MiniMax-M3-VL load_error test workaround applied to the same test path." }, { - "left": "pull_request:46949", - "right": "pull_request:46950", + "left": "pull_request:46927", + "right": "pull_request:46971", "accept": false, - "reason": "Whisper/AudioFlamingo3 cache-state init and Mamba2 OOM behavior are unrelated bugs." + "reason": "GLM46V input-id dtype fix and Mamba2 OOM test changes are unrelated." }, { - "left": "pull_request:46907", - "right": "pull_request:47054", - "accept": true, - "reason": "Same EdgeTam kwarg-cleanup bug; 47054 is just a slightly expanded version of the same fix." + "left": "pull_request:46912", + "right": "pull_request:46961", + "accept": false, + "reason": "RoPE testing and workflow normalization are unrelated." }, { "left": "pull_request:46986", "right": "pull_request:47006", "accept": false, - "reason": "These target different models and different failures: glm_ocr output mismatch vs gemma3 generation behavior." + "reason": "GLM OCR output-mismatch test fixes and Gemma3 generation-cache behavior are unrelated." }, { "left": "pull_request:47054", "right": "pull_request:47055", - "accept": true, - "reason": "Same EdgeTam post-processing-kwargs bug; both patches clean the backbone call site." + "accept": false, + "reason": "MiniMax-M3-VL test workaround and EdgeTam import_or_config fix are unrelated." }, { "left": "pull_request:46970", "right": "pull_request:47006", "accept": false, - "reason": "MusicGen Melody output-mismatch fixes and Gemma3 generation-utils changes are unrelated." + "reason": "MusicGen Melody integration fix vs Gemma3 generation behavior are unrelated." }, { "left": "pull_request:46970", "right": "pull_request:46986", "accept": false, - "reason": "MusicGen Melody and glm_ocr are different model/test failures, not the same change." + "reason": "MusicGen Melody and GLM OCR target different models and bugs." }, { "left": "pull_request:47057", "right": "pull_request:47058", "accept": false, - "reason": "DeepSeekV3.2 load_error tests and Mamba2 OOM test fixes are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47003", - "accept": false, - "reason": "Finegrained FP8/generation changes are unrelated to OpenVINO exporter support." - }, - { - "left": "pull_request:47055", - "right": "pull_request:47056", - "accept": false, - "reason": "EdgeTam kwarg cleanup and Whisper attention-state init are different model bugs." + "reason": "DeepSeekV3.2 load_error workaround and Mamba2 OOM changes are unrelated." } ] }, @@ -22892,7 +22916,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-53", + "cluster_id": "cluster-40546-54", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -22917,6 +22941,9 @@ "pull_request:47077" ], "soft_pairs": [ + "pull_request:46907|pull_request:47054", + "pull_request:47055|pull_request:47056", + "pull_request:46907|pull_request:47056", "pull_request:47054|pull_request:47056", "pull_request:47054|pull_request:47058", "pull_request:47055|pull_request:47057", @@ -22944,184 +22971,202 @@ "pull_request:46912|pull_request:47003", "pull_request:43451|pull_request:46707" ], - "prepared_review_unit_hash": "d625a770c19e21290858b4df8231996f712efa30830d045e5cbe55fea4ed6aad", + "prepared_review_unit_hash": "6b62fe9e79e2797ddc88b6622cb031b04123713fc1c15e259debf9d91e241949", "component_budget": { - "node_count": 53, - "item_count": 53, - "soft_pair_count": 170, - "serialized_chars": 191265, - "estimated_input_tokens": 47817, - "estimated_eval_tokens": 95890 + "node_count": 54, + "item_count": 54, + "soft_pair_count": 172, + "serialized_chars": 194776, + "estimated_input_tokens": 48694, + "estimated_eval_tokens": 97644 }, "budget": { "node_count": 21, "item_count": 21, - "soft_pair_count": 26, - "serialized_chars": 62026, - "estimated_input_tokens": 15507, - "estimated_eval_tokens": 31270 + "soft_pair_count": 29, + "serialized_chars": 62966, + "estimated_input_tokens": 15742, + "estimated_eval_tokens": 31740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are mostly unrelated model additions, docs updates, exporter work, and test-specific fixes that only share broad lexical similarity. None of the soft edges looks like the same concrete bug/change.", - "confidence": 0.98, + "summary": "This cluster is highly heterogeneous: it mixes unrelated model additions, exporter/runtime infrastructure work, docs-only fixes, and separate integration-test bugfixes. The soft similarity signal is not enough to treat any of the listed pairs as duplicate-style matches.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 is the most central hub in the similarity graph, but the cluster is heterogeneous and not a true duplicate set; it is only the broadest model-addition representative.", + "canonical_pr_reason": "No single PR is a true duplicate representative here; the closest thing to a hub is 43451 because it shares broad model-registration/doc patterns with several others, but it is still unrelated in concrete change intent.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the most connected representative by overlap with several other model-addition PRs, but it should not be treated as a duplicate anchor because the paired PRs address different models and changes.", + "best_pr_reason": "43451 is the broadest and most centrally connected PR in the set, but it is not a suitable global canonical duplicate target because the cluster is not one underlying change.", "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:47054", + "accept": false, + "reason": "Different models and different failure modes: EdgeTam import_or_config cleanup vs MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47055", + "right": "pull_request:47056", + "accept": false, + "reason": "Unrelated model fixes: EdgeTam post-processing kwargs cleanup vs Whisper attention state handling." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47056", + "accept": false, + "reason": "Different code paths and models; no shared underlying bug." + }, { "left": "pull_request:47054", "right": "pull_request:47056", "accept": false, - "reason": "Different models and failures: MiniMax-M3-VL load_error vs Whisper output mismatch." + "reason": "Separate integration-test fixes for different models and symptoms." }, { "left": "pull_request:47054", "right": "pull_request:47058", "accept": false, - "reason": "Different models and root causes: MiniMax-M3-VL load_error vs Mamba2 OOM." + "reason": "Both mention OOM-like test failures, but they are for different models and likely different causes." }, { "left": "pull_request:47055", "right": "pull_request:47057", "accept": false, - "reason": "Different models and test failures: EdgeTam import_or_config vs DeepSeekV32 load_error." + "reason": "EdgeTam kwargs filtering and DeepSeek-V3.2 load_error are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "EdgeTam test import fix is unrelated to Gemma3 generation/cache behavior." + "reason": "Different models and different output-mismatch fixes; not the same bug." }, { "left": "pull_request:46907", "right": "pull_request:46970", "accept": false, - "reason": "EdgeTam processor-kwarg cleanup is unrelated to MusicGen-Melody output mismatch." + "reason": "EdgeTam test/import fix is unrelated to MusicGen-Melody output mismatch." }, { "left": "pull_request:46970", "right": "pull_request:47055", "accept": false, - "reason": "MusicGen-Melody output mismatch and EdgeTam import_or_config are different issues." + "reason": "Different models and symptoms; no mergeable common fix." }, { "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "EdgeTam post-processing kwarg handling is unrelated to GLM-OCR list-output mismatch." + "reason": "EdgeTam import_or_config issue is unrelated to GLM-OCR output mismatch." }, { "left": "pull_request:46707", "right": "pull_request:47034", "accept": false, - "reason": "FSDP2 migration work and Neuron SFT scripts are different feature areas despite both touching trainer code." + "reason": "Both touch training/distributed areas, but one is native FSDP2 migration and the other is a Neuron SFT experiment script/backend tweak." }, { "left": "pull_request:46836", "right": "pull_request:47062", "accept": false, - "reason": "Unlimited OCR model integration is unrelated to an IMDb documentation link fix." + "reason": "Unlimited OCR model addition and an IMDb docs-link correction are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7 Flash conversion/model work is unrelated to Unlimited OCR integration." + "reason": "Step-3.7 Flash model support and Unlimited OCR model support are different model additions." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model integrations with different codepaths." + "reason": "Molmo2 addition and Unlimited OCR addition are separate model integrations." }, { "left": "pull_request:43451", "right": "pull_request:47077", "accept": false, - "reason": "Molmo2 integration is unrelated to Japanese DistilBERT documentation translation." + "reason": "Molmo2 model implementation is unrelated to Japanese DistilBERT docs translation." }, { "left": "pull_request:46836", "right": "pull_request:47003", "accept": false, - "reason": "Unlimited OCR integration and OpenVINO exporter support are different changes." + "reason": "Unlimited OCR model work and OpenVINO exporter support are different changes." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are distinct model additions with no shared bug or change." + "reason": "VibeVoice and Molmo2 are different model additions with no shared concrete bug/change." }, { "left": "pull_request:43451", "right": "pull_request:46196", "accept": false, - "reason": "Molmo2 integration and wav2vec2 SDPA dispatch are unrelated model changes." + "reason": "Molmo2 integration and wav2vec2 SDPA dispatch are unrelated model work." }, { - "left": "pull_request:43451", - "right": "pull_request:46658", + "left": "pull_request:46196", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 integration is unrelated to Step-3.7 Flash conversion/model scaffolding." + "reason": "SDPA dispatch for audio models and OpenVINO exporter support are not the same underlying change." }, { - "left": "pull_request:46658", - "right": "pull_request:47003", + "left": "pull_request:43451", + "right": "pull_request:46658", "accept": false, - "reason": "Step-3.7 Flash model conversion and OpenVINO exporter work are unrelated." + "reason": "Molmo2 and Step-3.7 Flash are distinct model integrations." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model integration is unrelated to OpenVINO exporter support." + "reason": "Model addition vs exporter infrastructure; different code paths and intent." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model integration is unrelated to Neuron SFT training scripts." + "reason": "Molmo2 model support is unrelated to Neuron SFT experiment/training backend work." }, { "left": "pull_request:43451", "right": "pull_request:47035", "accept": false, - "reason": "Molmo2 integration is unrelated to the torch-compile Neuron backend default." + "reason": "Molmo2 model integration and torch-compile Neuron backend default are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Molmo2 model integration is unrelated to RoPE test coverage changes." + "reason": "Molmo2 addition and RoPE test expansion are different changes." }, { "left": "pull_request:47003", "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter support and Neuron SFT work are unrelated." + "reason": "OpenVINO exporter work is unrelated to Neuron training script/backend changes." }, { "left": "pull_request:47003", "right": "pull_request:47035", "accept": false, - "reason": "OpenVINO exporter support is unrelated to torch-compile Neuron backend selection." + "reason": "Exporter support and torch_compile backend defaulting are different problems." }, { "left": "pull_request:46912", "right": "pull_request:47003", "accept": false, - "reason": "RoPE tests and OpenVINO exporter support are unrelated changes." + "reason": "RoPE test updates do not overlap with OpenVINO exporter implementation." }, { "left": "pull_request:43451", "right": "pull_request:46707", "accept": false, - "reason": "Molmo2 integration is unrelated to native FSDP2 migration work." + "reason": "Molmo2 model integration and native FSDP2 migration are unrelated." } ] }, @@ -23151,7 +23196,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "8e69a6a80f8b67bb2d588c96ca1d30baf6b89778ea15cf37a0b0c266b74212d6", + "prepared_review_unit_hash": "540c02d14bf088748655e0717c72dc219237e716ad4b902f3e6d26ffb55be91d", "component_budget": { "node_count": 2, "item_count": 2, @@ -23173,18 +23218,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different subsystems, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different model families, different code paths, and different user-facing capabilities.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the cluster: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#41224 is the more self-contained PR, with a narrowly scoped model capability addition and focused file changes.", + "best_pr_reason": "pull_request:41224 is the narrower, more self-contained PR, but there is no true duplicate relationship here; it is only a weaker representative of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and code paths: TimesFM covariate regression versus DINOv3 image classification. They are not the same underlying change." + "reason": "Different models and features (TimesFM covariates vs DINOv3 classification); no shared underlying bug or change." } ] }, @@ -23305,148 +23350,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "3aea998798abf6206fbe55d75be9b589db6fdf3ab6c36578764a4ae70ef4e96d", + "prepared_review_unit_hash": "c6b66e4e3edfdcba0e5e70c9a9b24f755048b05ab623a18263ca379902824f41", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34784, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34784, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs grouped by soft similarity only; the only true duplicate-like pair is the fixed_cross_entropy kwargs change (43251/43254).", - "confidence": 0.91, + "summary": "One true duplicate-like pair exists: the two `fixed_cross_entropy` PRs are alternate implementations of the same kwargs passthrough fix. The rest are unrelated model, processor, docs, or test changes and should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative is needed, 43254 is the cleanest exemplar of the only real duplicate pair; otherwise the cluster is too heterogeneous to have a single canonical PR.", + "canonical_pr_reason": "No issue artifact is present. Among the PRs, #43251 is the best canonical representative because it directly targets issue 43240 and contains the clearest end-to-end fix to `fixed_cross_entropy`.", "best_issue_reason": null, - "best_pr_reason": "43254 is the best overall representative because it cleanly captures the concrete fixed_cross_entropy kwargs fix, while the other PRs are about unrelated subsystems.", + "best_pr_reason": "#43251 is the strongest representative of the cluster\u2019s only genuine overlap: it directly fixes the `cross_entropy` kwargs problem with an explicit tracking issue and a complete implementation.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions vs Executorch dynamic-shape export tests; unrelated changes." + "reason": "Different problems: missing Mistral tokenizer methods vs ExecuTorch dynamic-shape export coverage." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer API additions vs adding MobileLLM; different models and code paths." + "reason": "Tokenizer API gaps are unrelated to adding a new MobileLLM model." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs new MobileLLM model support; not the same bug or change." + "reason": "Processor preload robustness changes are unrelated to introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug in `fixed_cross_entropy` kwargs handling; both change the same code path and could be merged into one PR." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs forwarding vs adding MobileLLM; unrelated functionality." + "reason": "Cross-entropy loss kwargs fix is unrelated to model addition work." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs handling vs Mistral4 test fixes; different concrete problems." + "reason": "Loss helper kwargs fix is unrelated to Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test coverage vs Mistral4 test fixes; not duplicate work." + "reason": "ExecuTorch export dynamic-shape test is unrelated to Mistral4 fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape test vs MobileLLM model addition; unrelated." + "reason": "Different areas: exportability testing vs MobileLLM model scaffolding." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support vs config resolution order fix; different code paths." + "reason": "New model support is unrelated to `cls.config` resolution order." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM vs Falcon output-interface refactor; not the same change." + "reason": "MobileLLM addition does not overlap with Falcon output-collection refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs model-creation skill/doc tooling; unrelated." + "reason": "Falcon refactor and model-creation-skill PR address entirely different code paths." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor vs Mistral4 test fixes; different model code." + "reason": "Falcon interface refactor is unrelated to Mistral4 test fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model wiring vs layrnorm->layernorm rename across CLIP-like models; separate issues." + "reason": "Mistral4 fixes are unrelated to the `layrnorm` rename conversion patch." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes vs chat parsing/serve updates; unrelated subsystems." + "reason": "Mistral4 test/model changes are unrelated to serve chat parsing updates." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs TDT loss kernel integration; different concrete code paths." + "reason": "Mistral4 fixes are unrelated to the TDT loss kernel integration." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs config resolution order fix; unrelated." + "reason": "Mistral4 test/model work is unrelated to config resolution order in `modeling_utils`." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes vs new-model skill scaffolding; not a duplicate." + "reason": "The shared file path is only the auto-model registry; one PR adds a model and the other is a model-creation skill, not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill/docs; the latter is tooling, not the same feature." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Both patch the same fixed_cross_entropy path to support kwargs (weight/label_smoothing) and target the same underlying issue 43240; they are plausibly mergeable into one PR." + "reason": "MobileLLM model addition and model-creation skill PR are not the same underlying code change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only mergeable duplicate-like pair is indeed 43251/43254: both touch src/transformers/loss/loss_utils.py, share issue target 43240, and make the same fixed_cross_entropy kwargs change. The remaining pairwise rejections are supported by the differing files/titles and do not overclaim duplication." + "feedback": "The summary is grounded in the packet and the conservative verdicts are appropriate. The only accepted pair, `pull_request:43251` and `pull_request:43254`, does look mergeable into a single PR for the same `fixed_cross_entropy` kwargs bugfix. The other pairs are reasonably treated as unrelated based on their titles and file paths." }, "evaluator_used": true, "retried": false, @@ -23473,7 +23518,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "60601cb7e7101e7c657ff26ff580304d64077359925772feac58e667dcfa780e", + "prepared_review_unit_hash": "5f61b295c3c1e1ca9cc6ed3495015f1e53fe75d681b3126f807ce44d544dad15", "component_budget": { "node_count": 2, "item_count": 2, @@ -23495,18 +23540,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-dependency upgrade PRs overlap in files but address different action families and different upgrade goals; they should not be treated as duplicates.", - "confidence": 0.82, + "summary": "Both PRs are workflow dependency bumps, but they target different action families and different maintenance goals: #42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action and related workflow actions to newer versions. They are related, but not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:42975 is the better canonical representative because it is the broader workflow-actions compatibility upgrade focused on Node 24, while pull_request:42976 is a narrower Docker action version bump.", + "canonical_pr_reason": "PR #42975 is the broader, more explicit workflow-action compatibility upgrade across many files, so it is the better canonical anchor if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "pull_request:42975 is the strongest overall representative of the cluster\u2019s theme due to its wider scope across many workflow files and clearer compatibility-driven intent.", + "best_pr_reason": "PR #42975 is the best representative of the cluster because it spans more workflows and has a clearer single-purpose maintenance intent.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are CI/workflow dependency bumps, but they touch different actions and different problems: Node 24 compatibility for GitHub actions versus upgrading docker/build-push-action and related workflow versions. Shared workflow files alone is not enough to treat them as the same underlying change." + "reason": "Different code paths and dependency families: #42975 focuses on core GitHub Actions runtime compatibility (checkout/cache/upload-artifact), while #42976 updates docker/build-push-action in build workflows. Similar maintenance theme, but not mergeable as one duplicate PR." } ] }, @@ -23541,7 +23586,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "3a2a222d1004a1143572b48b5c7db28cc76ff12522a70d934cba75114ad239ca", + "prepared_review_unit_hash": "2fa989cb05e20d1de9b4d0885a7f8c85b6e703ab9e590bba1954b44aeee3b4e6", "component_budget": { "node_count": 4, "item_count": 4, @@ -23563,36 +23608,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four artifacts are separate model-addition PRs for different architectures, not duplicates. The similarity is mostly from shared framework files like auto-mappings, docs TOC, and repo checks, which is expected for new model integrations.", + "summary": "All four items are separate model-addition PRs, not duplicate fixes: they share repository boilerplate like docs, auto-registry, and test scaffolding, but each targets a different model family and codepath.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for deduplication: each PR introduces a different model family and fixes/implements different code paths, so they should not be merged as one change.", + "canonical_pr_reason": "No true canonical duplicate PR here; if one must be chosen as the most representative, PR 45490 is the broadest new-model addition with the highest review activity and the most substantial model/registry coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 45490 is the closest representative only in the sense that it is a substantial standalone model addition with broad integration work, but it is not a duplicate of the others.", + "best_pr_reason": "PR 45490 is the best representative of the cluster because it is a fully scoped model-addition PR with broad integration changes and strong review activity, making it the most informative anchor for the group.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are unrelated model implementations; overlap is limited to shared scaffolding in auto/docs files, not the same code-path change." + "reason": "Different models (ViT NEPA vs Molmo); overlap is only generic new-model scaffolding and docs/auto-registry updates." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM add different models for different tasks; shared auto-registration files are expected and do not indicate the same bug or fix." + "reason": "Different model families and tasks (vision vs time series); shared files are standard model-registration boilerplate, not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model additions with different filenames, configs, and tests; they are not plausibly a single merged PR." + "reason": "Molmo and CTSM are unrelated additions with distinct implementations; similarity is limited to common model onboarding patterns." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 touch some of the same auto/docs infrastructure, but they implement different models and do not share a concrete underlying change." + "reason": "Both are model introductions, but CTSM and Step3p7 affect different concrete codepaths and cannot plausibly be merged as one PR." } ] }, @@ -23641,134 +23686,131 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "2bbb71e87183a5d0301c9e48631e127e0243db7ab98278018c58fad5d16ddcbe", + "prepared_review_unit_hash": "9db716c4321d3e3d470f693f3e0b28f883e50d73b21d192b3ac8c1cdf780bd9a", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19594, - "estimated_input_tokens": 4899, - "estimated_eval_tokens": 10054 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19594, - "estimated_input_tokens": 4899, - "estimated_eval_tokens": 10054 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not duplicate-heavy: most PRs are unrelated test, infra, or subsystem fixes. The only clear overlap is the YOLOS device-mismatch pair (#46886/#46922).", - "confidence": 0.84, + "summary": "This cluster is mostly a set of unrelated PRs that only share very weak soft similarity. The only near-match is the two YOLOS PRs, but they fix different parts of the device-mismatch story and are not a safe duplicate merge.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46922 is the best representative of the only true duplicate pair: it directly fixes the YOLOS device-mismatch path and includes the supporting model-splitting change, whereas the rest of the cluster is unrelated.", + "canonical_pr_reason": "46922 is the most concrete and representative PR here: it is explicitly tied to the YOLOS device-mismatch issue and contains the most complete fix in the pair.", "best_issue_reason": null, - "best_pr_reason": "PR #46922 is the strongest standalone PR here: it is focused, has an explicit issue target, and fixes a concrete runtime bug in YOLOS rather than test or infrastructure noise.", + "best_pr_reason": "46922 is the strongest representative PR because it is issue-linked and includes the most complete YOLOS device-mismatch patch.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-only PRs, but they target different models and different test failures; no shared underlying bug or code path." + "reason": "Both are test-focused, but they touch different model tests and different failures; not the same underlying change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test cleanup and FP8 dequant loading changes are unrelated changes to different subsystems." + "reason": "Whisper tokenizer/test cleanup is unrelated to the FP8 dequantization fix." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decode/test work does not match generation-config watermark validation; different bug classes and code paths." + "reason": "Whisper test changes do not match the generation-config watermarking fix." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenization/tests and YOLOS device-mismatch fixes are unrelated model-specific changes." + "reason": "Whisper test changes and a YOLOS device-mismatch fix are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Dummy model test edits are not the same as the Phimoe CI memory/device-map integration fix." + "reason": "Model test edits are unrelated to CI/runtime integration changes for Phimoe." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These touch unrelated areas: model test scaffolding versus FP8 quantization/dequantization internals." + "reason": "CLIP/ViT test failures are unrelated to the FP8 dequant fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test edits are not the same underlying issue as generation config watermark conversion." + "reason": "Different subsystems and different bugs: model tests vs generation watermarking validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Test-only changes for CLIP/ViT are unrelated to YOLOS runtime device placement." + "reason": "Test-only PR for CLIP/ViT is unrelated to the YOLOS code-path fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization fixes and Phimoe CI runner-memory setup address different failure modes." + "reason": "FP8 kernel/model-loading fixes are unrelated to Phimoe CI memory/device-map changes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "One is FP8 kernel/loading logic, the other is generation-config validation; no same concrete bug." + "reason": "These address different bugs: FP8 dequantization vs generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequantization and YOLOS device mismatch are separate model/runtime issues." + "reason": "FP8 dequantization and YOLOS device mismatch are different concrete code-path problems." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermark-config validation and Phimoe CI environment fixes are unrelated." + "reason": "Generation-config watermarking conversion is unrelated to the Phimoe CI integration fix." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config dict conversion is not the same underlying problem as YOLOS tensor device placement." + "reason": "Watermarking validation and YOLOS device placement are different bugs." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory-limit adjustments for Phimoe do not fix the YOLOS model device mismatch." + "reason": "CI memory/device-map patch for Phimoe is unrelated to YOLOS runtime device placement." }, { "left": "pull_request:46886", "right": "pull_request:46922", - "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch issue in the same file and can plausibly be merged into one change; #46922 subsumes the more minimal #46886." + "accept": false, + "reason": "Same broad YOLOS device-mismatch area, but not the same concrete fix: 46886 only changes no_split_modules, while 46922 also fixes a tensor-to-device mismatch in forward; too different to merge as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most PRs are indeed heterogeneous test/infra/subsystem changes, and the only clearly mergeable duplicate-looking pair is 46886/46922 on the same YOLOS device-mismatch fix. The soft-edge verdicts are conservative rather than overstated, and the accepted YOLOS pair looks mergeable into a single bugfix PR." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -23794,52 +23836,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "914a2f9153dfeb38026ca290d53aa804ccaef7dd28dd0945ddef989f3e45f865", + "prepared_review_unit_hash": "1bfe692971849a35f9c96d53baedf4b606c27d82b9c0648a67b86983163353df", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three are similarly titled test/placeholder PRs, but the actual changes are different: repo-bot/version/dependency tweaks, workflow/test harness edits, and a security-gate workflow trigger change. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "All three items are unrelated \"[don't merge]\" test PRs that touch different code paths: packaging/dependency metadata, several CI/commenting/notification workflows, and the PR security-gate workflow. They are only superficially similar and should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "Pull request 46747 is the most self-contained and concrete change in the set: a single workflow file switching the security gate from pull_request_target to pull_request.", + "canonical_pr_reason": "PR 46747 is the most self-contained and concrete change (one workflow file), so it is the cleanest representative of the group, but it is not actually a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46747 is the best representative because it has the narrowest, clearest code change and the least noisy test/dummy scaffolding compared with the other two.", + "best_pr_reason": "PR 46747 is the best representative because it is narrow and easy to understand, though the cluster does not contain true duplicate PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different underlying changes: 43488 edits setup/versioning and test dependencies, while 46747 only changes the PR security-gate workflow trigger." + "reason": "Different changes: setup/versioning and test dependency tweaks versus a PR security-gate workflow edit. Same \"don't merge\" style, but not the same underlying fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Not the same fix or code path: 43488 is about setup.py/dependency/version changes, whereas 43532 rewrites several CI/workflow and testing files." + "reason": "Both are test-oriented, but one changes packaging metadata while the other changes CI/workflow and notification code. No shared bug or mergeable code-path problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "These touch different workflow logic and goals; 43532 is a broad CI/test harness change, while 46747 is a focused security-gate trigger adjustment." + "reason": "Both touch workflows, but they change different jobs and different behavior. They are not the same concrete CI issue and would not be merged into one PR." } ] }, @@ -23869,7 +23911,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "abfc2e391d3aa89915fc6aeeccf43da6e763ef72c632c33d3a38a46670301e78", + "prepared_review_unit_hash": "7389dbe974cbf0449cc91e706d47242e3eed458aad54f0240c111fd5ac87e404", "component_budget": { "node_count": 2, "item_count": 2, @@ -23891,18 +23933,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate pipeline-addition PRs for different segmentation tasks: promptable concept segmentation vs promptable visual segmentation. They share scaffolding files and docs patterns, but they target different underlying model/code paths and should not be merged as duplicates.", - "confidence": 0.96, + "summary": "These are related but not duplicates: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation/registry scaffolding, but they target different concrete features, model integrations, and test surfaces.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader representative in this cluster: it adds the promptable visual segmentation pipeline with more model/test coverage and a larger implementation surface.", + "canonical_pr_reason": "No canonical PR: the two pull requests implement different pipelines for different segmentation tasks, so they should not be collapsed into one duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best representative because it is the more substantial and fully fleshed-out pipeline addition, with wider model support and more associated tests/docs.", + "best_pr_reason": "Neither PR is a better duplicate representative because they are separate feature additions; if forced, 43613 is the broader segmentation pipeline, but it is not a substitute for 43612.", "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 shared docs/registry plumbing is generic, but the pipeline implementations and supported model families differ, so they are not the same change." + "reason": "Different underlying change: concept segmentation vs visual segmentation, with different model backends and test files. Shared docs/registry updates are not enough to treat them as the same PR." } ] }, @@ -23932,7 +23974,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "91d5caab0b9c2a5173f4fd07229d0d92320b712ab874368adb73e2d899d756ae", + "prepared_review_unit_hash": "f40f0585085a00d8b44c45f96798c2a0791fefa333c489cb2cc8ae49b1da6c2b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23954,18 +23996,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `trainer.py`, but they address different trainer extension points: `43651` changes gradient-accumulation loss scaling, while `43663` refactors signature-column filtering for custom trainers. Same subsystem, different underlying changes.", - "confidence": 0.93, + "summary": "These two PRs both touch `trainer.py`, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster here: the two PRs are unrelated changes. If forced to pick a representative, `43651` is the more concrete bug fix, but it should not be merged with `43663` as a duplicate.", + "canonical_pr_reason": "No canonical PR duplicate pair here; if one must be chosen as the cluster representative, `#43651` is the more self-contained behavioral fix and the clearer standalone change.", "best_issue_reason": null, - "best_pr_reason": "`43651` is the stronger standalone representative because it fixes a specific training-step loss-scaling behavior, whereas `43663` is a separate refactor for column filtering extensibility.", + "best_pr_reason": "`#43651` is the stronger standalone PR for this cluster because it changes an existing training-step bug/behavior directly, whereas `#43663` is a separate trainer extensibility refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: GA loss scaling vs. signature column filtering. Shared file/subsystem alone is not enough to treat them as the same change." + "reason": "Shared file only; one fixes gradient accumulation loss scaling and the other adds an overridable signature-columns helper. Different underlying problems, not mergeable as one PR." } ] }, @@ -23995,7 +24037,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "1ac980e3e540a216ad373060508138caf036fc318be9f0f8b9f53918c8a372f0", + "prepared_review_unit_hash": "1da9ba340ed265c9ebf3d631dd95c96890db64a15a78e3706913c7a34fa21069", "component_budget": { "node_count": 2, "item_count": 2, @@ -24017,27 +24059,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related because they touch the same module and both involve TypeAdapter/annotation handling, but they are not clearly the same single fix. PR 43656 also introduces `from __future__ import annotations` and broader annotation cleanup, while PR 43842 is a narrower `TYPE_CHECKING`/quoted-annotation fix for a different runtime-import edge case.", - "confidence": 0.89, + "summary": "These are two separate CLI typing/annotation fixes in the same file, not duplicates of the same bug. One targets a TypeAdapter NameError via annotation/import handling; the other is a broader future-annotations/type-hint cleanup. ", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most focused representative: it directly fixes the TypeAdapter NameError path with a minimal `TYPE_CHECKING` import/quoted annotation change, without broader annotation refactoring.", + "canonical_pr_reason": "PR 43842 is the more specific and self-contained fix: it explicitly addresses the TypeAdapter NameError when pydantic is absent by moving the import under TYPE_CHECKING and quoting the annotation.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because it targets the concrete runtime failure more narrowly than 43656, making it the clearest standalone bugfix in the cluster.", + "best_pr_reason": "PR 43842 is the best representative of its change because the problem statement is concrete and the patch is narrowly scoped to the runtime NameError path. PR 43656 is broader typing cleanup and appears to fix a different annotation-evaluation issue.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Related but not clearly the same mergeable change set: 43656 adds future-annotations and wider cleanup, while 43842 is a narrower TypeAdapter import/annotation fix. The evidence does not show one underlying bugfix that would safely collapse into a single PR." + "reason": "Same file, but different root causes: 43656 is a general future-annotations/type-hint refactor, while 43842 specifically fixes TypeAdapter NameError when pydantic is not installed. They are not the same underlying bug and would not plausibly be merged as one PR." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary overstates the relationship between the PRs. The packet only shows both touch `src/transformers/cli/serve.py` and both mention `TypeAdapter`, but PR 43656 also adds `from __future__ import annotations` and broad annotation cleanup, while PR 43842 is a narrower `TYPE_CHECKING`/quoted-annotation fix. That makes them related, but not clearly the same single bugfix or safely mergeable as one change set on the evidence shown. The soft-pair verdict should be more conservative." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -24224,388 +24263,430 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "993e3b3852e5b3a67b4481d25d8395e90d63061947bac99e4f8a96ab7f92ed29", + "prepared_review_unit_hash": "6a36bda5efe79aaab73b5f235f2b6c6a6d3531405d82fc6e494b8c1e8616dda6", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84111, - "estimated_input_tokens": 21028, - "estimated_eval_tokens": 42312 + "serialized_chars": 84113, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76932, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 76935, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific PRs for a standardized output-tracing migration. The only clear duplicate families are the GPT-J/CodeGen refactors and the GPT-Neo refactors; the rest share the same theme but touch different models and should not be merged.", - "confidence": 0.92, + "summary": "This cluster is mostly a themed rollout of standardized output-tracing refactors across many different models. Most pairs are not true duplicates because they touch different model code paths; only a few same-model/same-file pairs look mergeable as one PR.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the clearest representative of the main duplicate family: it targets the same GPT-J/CodeGen output-tracing refactor with explicit issue linkage and overlapping files.", + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen duplicate subset: it is the latest, most complete refactor in the same concrete code path and explicitly aligns with the shared tracing work.", "best_issue_reason": null, - "best_pr_reason": "Best global PR representative for triage; it cleanly captures the shared GPT-J refactor while remaining specific enough to stand in for the near-duplicates.", + "best_pr_reason": "PR 44722 is the strongest single PR to keep for this cluster because it covers the concrete GPT-J/CodeGen tracing refactor most completely and is the clearest representative of the duplicate set.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (FNet/CVT vs GPT-J); same migration theme only." + "reason": "Different models and code paths; same tracking issue is not enough to merge." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; both are output-tracing refactors, but not the same code change." + "reason": "Different model families; these are parallel refactors, not the same fix." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor; 44066 just adds CodeGen, so the overlapping GPT-J change is the same underlying fix." + "reason": "Same GPT-J output-tracing refactor in the same model file set; could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families (ResNet/RegNet/RT-DETR vs EfficientNet); same pattern, not the same change." + "reason": "Different backbones and different implementations; only the refactor theme overlaps." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families; both standardize outputs, but they are separate refactors." + "reason": "Different models; both are standardized-output refactors but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; no shared concrete code-path change." + "reason": "Different model code paths; broad initiative overlap only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTaV2; only the refactor pattern is shared." + "reason": "Different architectures and forward paths; not a duplicate change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; different model implementations and code paths." + "reason": "Different model code paths; same refactor pattern only." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same migration style, different model code." + "reason": "Different model families; not the same concrete bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model/file family, with overlapping tests and code changes." + "reason": "Both are GPT-Neo output-tracing refactors on the same model file/tests, so they look like the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; separate model refactors." + "reason": "GPT-J/CodeGen versus GPT-Neo; shared refactor theme only." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models (GPT-Neo vs GPT-J/CodeGen); same broad initiative only." + "reason": "Different model code paths; same umbrella initiative only." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; unrelated model-specific changes." + "reason": "ResNet versus GPT-J/CodeGen; not the same fix." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; same output-tracing theme but different code paths." + "reason": "Different models and outputs; not mergeable as one concrete change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; not the same underlying bug/change." + "reason": "Different backbones; only the output-tracing migration is shared." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; different model refactors." + "reason": "Different model implementations; not a duplicate." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; only the migration pattern matches." + "reason": "Different code paths and model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; separate refactors." + "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor trend, not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; different model code paths." + "reason": "Different model families; no shared concrete fix." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; same theme, different implementation." + "reason": "Different models and code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; not the same change." + "reason": "Different model implementations; too broad to treat as duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; different model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo vs MGP-STR; no shared concrete code-path problem." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT vs GPT-J; same refactor style only." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo vs MGP-STR; unrelated implementations." + "reason": "Different model families; not the same underlying change." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; only the output-tracing pattern is shared." + "reason": "GPT-J versus MGP-STR; only the decorator pattern overlaps." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; different model code paths." + "reason": "GPT-2 versus MGP-STR; different concrete code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; separate model refactors." + "reason": "ViLT versus Flaubert/XLM; same refactor style, different models." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; both are output-tracing changes, but not the same model change." + "reason": "GPT-2 versus GPT-J/CodeGen; not the same fix." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "SegFormer vs GPT-Neo; different model families." + "reason": "GPT-Neo versus MPT; different model paths." }, { "left": "pull_request:44017", - "right": "pull_request:44071", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs MPT; same refactor theme, different code paths." + "reason": "SegFormer and LongT5 are unrelated concrete code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; unrelated model implementations." + "reason": "VisualBert versus Flaubert/XLM; not a duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; same initiative, different model code." + "reason": "MPNet versus LongT5; only the output-tracing theme matches." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; separate refactors." + "reason": "RegNet versus GPT-Neo; different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; no shared concrete bug/change." + "reason": "RegNet versus LongT5; different models and fixes." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPT vs ImageGPT; different model-specific changes." + "reason": "TextNet versus LongT5; unrelated implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet vs LongT5; only a shared modernization pattern." + "reason": "SqueezeBert versus MPT; not the same concrete bug/change." }, { - "left": "pull_request:44056", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet vs SegFormer; different model families." + "reason": "GPT-Neo versus SpeechT5; different code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "FNet/CVT vs LongT5; same migration style only." + "reason": "MPNet versus Flaubert/XLM; same refactor pattern only." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "FNet/CVT vs SegFormer; unrelated model refactors." + "reason": "RegNet and MPNet are separate model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBERT vs MPT; not the same underlying change." + "reason": "SegFormer versus TextNet; not mergeable as one PR." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBERT vs VisualBert; separate model code paths." + "reason": "GPT-2 versus MGP-STR; different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen; only the refactor pattern matches." + "reason": "Flaubert/XLM versus LongT5; only the refactor theme overlaps." }, { - "left": "pull_request:44010", + "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT vs GPT-Neo; different model families." + "reason": "RegNet versus GPT-Neo; not the same fix." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44059", + "right": "pull_request:44066", "accept": false, - "reason": "SqueezeBERT vs DeBERTaV2; same kind of refactor, not the same fix." + "reason": "GPT-2 versus GPT-J/CodeGen; different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTaV2 vs TextNet; unrelated model implementations." + "reason": "MPT versus ImageGPT; unrelated concrete code paths." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "FocalNet vs ImageGPT; both standardize output handling, but they are distinct model refactors." + "reason": "TextNet versus Flaubert/XLM; different model implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44074", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBert vs TextNet; different code paths." + "reason": "MPNet versus LongT5; not the same change." }, { - "left": "pull_request:44066", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-J/CodeGen vs SpeechT5; no shared concrete bug/change." + "reason": "RegNet versus GPT-Neo; different fixes." }, { - "left": "pull_request:44068", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo vs SpeechT5; different model-specific refactors." + "reason": "RegNet versus LongT5; same umbrella refactor only." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo vs GPT2; similar modernization, but separate model changes." + "reason": "TextNet versus LongT5; not a duplicate." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; not the same underlying code-path problem." + "reason": "SqueezeBert versus GPT-Neo; different code paths." }, { - "left": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT versus SpeechT5; unrelated concrete changes." + }, + { + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM vs LongT5; separate model refactors." + "reason": "CVT/FNet versus LongT5; different models." }, { - "left": "pull_request:43997", + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert versus DeBERTa; not the same underlying change." + }, + { + "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "RegNet vs TextNet; different model code paths." + "reason": "DeBERTa versus TextNet; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen tracing refactor on the same concrete files; this looks like the same change in a later PR." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor; the title mismatch does not change the file-level overlap and code change." + "reason": "Both are GPT-J output-tracing refactors touching the same underlying code path, so they are mergeable as one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus ResNet/RegNet; same refactor initiative only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and fixes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 vs SpeechT5; same migration theme only." + "reason": "DeBERTa versus SpeechT5; not the same change." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 vs Vits; different model implementations." + "reason": "DeBERTa versus ViT-S; different code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT; same standardized-output theme, but not the same change." + "reason": "FocalNet versus ImageGPT; same decorator migration, different concrete models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert versus Flaubert/XLM; not duplicates." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert versus LongT5; different implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR versus GPT-J/CodeGen; unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor style only." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet: it correctly separates the GPT-J/CodeGen and GPT-Neo duplicate families from the many model-specific output-tracing refactors. The accepted soft-edge pairs are conservative enough and look mergeable as single bugfix PRs based on overlapping files and shared issue/theme evidence. No obvious overstatement found." + "feedback": "The summary is grounded in the packet: most PRs are model-specific output-tracing refactors, and the accepted soft pairs are limited to clear same-model/same-file overlaps (GPT-J/CodeGen and GPT-Neo). The rejections are appropriately conservative and do not overclaim duplicates across unrelated model families." }, "evaluator_used": true, "retried": false, @@ -24639,58 +24720,58 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "34157acf7062f1f28ac148e04297713fdee59b8ce4ba3d6be14cf105623ce337", + "prepared_review_unit_hash": "b3b6a4c57e63147d20dcfe8284ba282ba127423c41305b918ff596f09fcb0105", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84111, - "estimated_input_tokens": 21028, - "estimated_eval_tokens": 42312 + "serialized_chars": 84113, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12757, - "estimated_input_tokens": 3190, - "estimated_eval_tokens": 6636 + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all apply the same broad output-tracing refactor pattern, but they target different model implementations and code paths, so they are not duplicates of one another.", - "confidence": 0.94, + "summary": "These PRs are all model-specific migrations to standardized output capture/tracing, but they touch different model implementations and code paths. They are thematically similar, not true duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster: it explicitly introduces `capture_outputs` and `_can_record_outputs` for a model-specific standardized output tracing refactor, matching the shared theme most directly.", + "canonical_pr_reason": "44129 is the most representative single PR here because it has an explicit tracking issue and a focused standardized-output refactor, but it remains specific to SpeechT5 rather than duplicating the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best thematic representative, but only as a cluster exemplar; the other PRs are related refactors, not duplicate fixes.", + "best_pr_reason": "44129 is the strongest standalone candidate: clear title, explicit issue linkage, and a concrete output-tracing migration in one model, making it the most actionable representative of the set.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same refactor pattern, but different models and code paths (MPNet vs VisualBert). This is not the same underlying change and would not be one plausible merged PR without broadening scope too far." + "reason": "Same refactor theme, but MPNet and VisualBert are different model code paths; not the same underlying change and not mergeable as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output tracing, but they touch different model implementations (MPNet vs TextNet) with distinct forward paths and tests. Related, not duplicate." + "reason": "Both migrate output tracing, but they affect different models and files; this is broad similarity, not a duplicate bug/fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Both are standardized output-tracing updates, but RegNet and SqueezeBert are separate model code paths. Same theme is not enough for duplicate triage." + "reason": "RegNet vs SqueezeBert are separate model implementations with separate output-tracing migrations; too different to treat as one change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 have different model internals and different refactor shapes. They share a pattern, not the same concrete bug or change." + "reason": "They share the standardized output-capture pattern, but SqueezeBert and SpeechT5 are distinct model-specific refactors with different concrete code paths." } ] }, @@ -24770,268 +24851,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "f0c307b40ff6f60d5ed4b199f18150bf083103075e15adcec84aa8b509cd1f3a", + "prepared_review_unit_hash": "5cd76a104e4e8a669c08b0f6e144a2b15aa4181fcdd44762705a073644b6a136", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40181, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40181, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are model-specific PRs that all apply the same broad output-tracing/refactor pattern, but they do not fix the same concrete code-path problem. None of the soft pairs should be merged as duplicates.", - "confidence": 0.97, + "summary": "These are all separate PRs in the same broad theme of output-tracing refactors, but they target different model implementations and code paths. I did not find any pair that is clearly the same underlying bug/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the clearest representative of the cluster: it applies the refactor across a closely related model pair (`depth_anything` and `prompt_depth_anything`) with a concrete, self-contained change.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the set, spanning two Mamba-family files and introducing the shared output-capturing/refactor pattern. It is a good cluster exemplar, though not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best standalone representative because it shows the output-tracing refactor in a clean, well-scoped model family change rather than a broader or more incidental update.", + "best_pr_reason": "PR 44003 is the most central representative here because it is a larger output-tracing refactor with shared helper plumbing across related files, making it the best single PR to anchor the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files; same refactor theme, not the same concrete change." + "reason": "Different model code paths (`timm_backbone` vs `upernet`); same refactor theme, but not the same bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models/subsystems; only share the general output-tracing refactor pattern." + "reason": "Different architectures and implementations; both are output-tracing refactors only in a broad thematic sense." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations; no shared bug or code path to merge." + "reason": "Unrelated model implementations (`timm_backbone` vs `univnet`); too broad to treat as one duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Related theme, but `timm_backbone` and `falcon_mamba/mamba` are separate code paths." + "reason": "Both are output-tracing cleanup, but they touch different model families and concrete forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and files; not the same underlying change." + "reason": "Different subsystems (`timm_backbone` vs `rwkv`); same pattern, not same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; similar refactor style is not enough for duplication." + "reason": "`mobilenet_v1` and `univnet` are unrelated model paths; no shared concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate models and behaviors; no shared concrete fix." + "reason": "Different models and different forward logic; only a generic refactor similarity." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; both touch output tracing, but not the same code path." + "reason": "`mobilenet_v1` vs `depth_anything` are separate model implementations, not one bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder-decoder and image model implementations; not duplicates." + "reason": "Different code paths and model families; the similarity is only in the refactor style." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model stacks and files; same broad refactor only." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated targets for the same refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model families; only the refactor motif matches." + "reason": "`vision_text_dual_encoder` and `univnet` are distinct models; not the same underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different concrete implementations; no evidence of one shared bug/change." + "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`) with no shared concrete code-path bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths; too broad to treat as duplicates." + "reason": "Same high-level refactor theme, but these PRs modify different model implementations and forward signatures." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and responsibilities; not mergeable as one fix." + "reason": "Different models and changes; not a single mergeable duplicate PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Separate audio/image-segmentation style models; same refactor language only." + "reason": "`univnet` and `upernet` are unrelated implementations; generic similarity only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model architectures; no single concrete bug/change." + "reason": "Different model families and code paths; insufficient to call them the same change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; similar API cleanup, not the same fix." + "reason": "Different concrete targets (`univnet` vs `depth_anything`); no duplicate bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; output-tracing refactor is the only commonality." + "reason": "`upernet` and `rwkv` are unrelated code paths; same refactor category, not same fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate model implementations; not the same underlying problem." + "reason": "Different model families and different implementation details; not one underlying PR." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different families (`mamba`/`falcon_mamba` vs `superpoint`); only theme overlaps." + "reason": "`mamba`-family output tracing vs `superpoint` is too broad to merge as a duplicate." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths and outputs; not a duplicate fix." + "reason": "`mamba`-family changes and `codegen` changes address different forward paths and outputs." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and files; no shared concrete issue." + "reason": "Different model implementations (`timm_backbone` vs `codegen`); only broadly similar refactoring." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Separate model families; same refactor style but not same bug/change." + "reason": "`univnet` and `codegen` are unrelated model paths with different output semantics." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths; not plausibly one merged PR." + "reason": "Different subsystems and forward contracts; not the same concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different code paths; no duplicate evidence beyond a shared theme." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are output-tracing refactors, but for different model families and code paths." + "reason": "`depth_anything` and `vision_encoder_decoder` are separate models; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder/decoder stacks; no shared concrete fix." + "reason": "Different model families and different forward implementations; not one underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and outputs; same theme only." + "reason": "`depth_anything` vs `superpoint` are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures; not the same underlying code-path problem." + "reason": "Different models (`depth_anything` vs `rwkv`) with no shared concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and behaviors; not duplicate PRs." + "reason": "`depth_anything` and `dpr` are different implementations; not a duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Separate encoder-decoder model families; same refactor pattern is insufficient." + "reason": "Both are encoder-decoder wrappers, but vision and speech variants have distinct code paths and forward logic." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths; no common concrete bug/change." + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated; same generic refactor theme only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; not a single fix." + "reason": "Different models and forward behavior; not the same underlying issue." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different families and functionality; only broad similarity." + "reason": "`vision_encoder_decoder` and `dpr` target different model contracts and code paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; not duplicates." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Separate models and outputs; same refactor motif only." + "reason": "Different model families; no shared concrete bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different concrete implementations; no shared bug." + "reason": "`speech_encoder_decoder` and `dpr` are distinct code paths with only thematic overlap." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; not the same fix." + "reason": "`superpoint` and `rwkv` are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and output contracts; not mergeable as one PR." + "reason": "Different targets and output contracts; not duplicate PRs." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and code paths; only the refactor theme matches." + "reason": "`rwkv` and `dpr` change different model code paths and are only broadly similar in refactor style." } ] }, @@ -25061,7 +25148,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "44ad7ce46d327c636451c3af500c7b51beeb44c7bc7a38f4a2f6e6ea4433f386", + "prepared_review_unit_hash": "f91121eaa1a861bef072b8187ee341cd797c8ac108e9801f1b45b34ca961fab1", "component_budget": { "node_count": 2, "item_count": 2, @@ -25083,18 +25170,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). Their overlap is just generic Transformers scaffolding and docs/auto-registration, not the same underlying bug or change.", - "confidence": 0.98, + "summary": "These are two unrelated model-addition PRs that share Transformers integration boilerplate but implement different models and code paths: PenguinVL vs Voxtral TTS. The similarity is superficial, so they should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45401 is the clearer representative of the cluster because it has an explicit issue target and a tightly scoped model integration, but it is still not a duplicate of 44662.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45401 is the better single representative if one must be chosen: it is explicitly tied to issue 45027 and has a focused Voxtral TTS implementation. That said, it does not subsume the PenguinVL PR.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations and codepaths; shared files are broad registry/docs plumbing, not evidence of one mergeable fix." + "reason": "Reject: these PRs add different models for different tasks and do not fix the same concrete bug or implement the same change. Shared auto/model registration files are generic integration boilerplate, not evidence of duplication." } ] }, @@ -25124,7 +25211,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "f1de837302d662b161d3b2bab3f202eab74b97211b9a155b6c29d5f4da9fd47c", + "prepared_review_unit_hash": "97bc638adbe6f87b3387b02dc86472abe5812f113cb2131f21847bf7851f5de0", "component_budget": { "node_count": 2, "item_count": 2, @@ -25146,18 +25233,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related around fusion infrastructure, but they are not the same change: PR 44979 adds a general module-fusion API, while PR 45363 wires n-to-1 kernel fusion through KernelConfig and integration points. They could land independently and are not close duplicates.", - "confidence": 0.91, + "summary": "These PRs are related through module fusion, but they are not the same concrete change. #44979 introduces a new generic Module Fusion API, while #45363 applies KernelConfig-based n-to-1 fusion and adds example/integration wiring. They should stay separate.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more user-facing and broader feature PR, adding the KernelConfig-based n-to-1 fusion path across core integration code.", + "canonical_pr_reason": "#44979 is the more canonical PR because it defines the core Module Fusion API and test coverage, which the other PR appears to build on rather than duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the stronger representative of the cluster because it captures the concrete kernel-fusion use case and spans the main integration changes, whereas PR 44979 is just the lower-level API foundation.", + "best_pr_reason": "#44979 is the best representative PR for the cluster because it is the foundational change; #45363 is a narrower downstream application of fusion functionality.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Not the same underlying change: 44979 introduces a generic module-fusion API, while 45363 implements KernelConfig-driven n-to-1 kernel fusion and integration plumbing. The latter depends on/uses the former but they are distinct features, not one mergeable duplicate PR." + "reason": "Related theme, but not the same underlying bug/change: one adds a generic fusion API, the other implements a specific KernelConfig-driven n-to-1 fusion path and example. They would not plausibly be merged as one PR." } ] }, @@ -25187,40 +25274,40 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "e7d4efa364a24afecb9197a1a1c81b317b3421cb3ba8ab1658029be7c5e9e902", + "prepared_review_unit_hash": "979d3d6ba4ba618c80864cd17b1723164e104f0f61d26e64f30adcbb630fa70d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, - "estimated_input_tokens": 1104, - "estimated_eval_tokens": 2464 + "serialized_chars": 4412, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, - "estimated_input_tokens": 1104, - "estimated_eval_tokens": 2464 + "serialized_chars": 4412, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests implement the same Mistral regex patch for the same AttributeError in `_patch_mistral_regex`, with nearly identical code changes; one adds tests, the other appears to be a narrower earlier version of the same fix.", - "confidence": 0.98, + "summary": "Both pull requests address the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex` on the same code path and target the same issue; PR 45317 is the more complete version because it includes test coverage.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix plus test coverage and appears to be the more complete/iterated version of the patch.", + "canonical_pr_reason": "PR 45317 is the stronger representative: same fix as 45086, clearer title, and it adds tests in addition to the code change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the strongest representative of the cluster since it targets the same concrete bug and includes validation in tests, making it the most merge-ready version of the fix.", + "best_pr_reason": "PR 45317 is the best single PR to keep because it covers the bug fix and validation, making it the most complete duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and same file; the diffs are essentially the same change, with #45317 adding tests." + "reason": "Same underlying AttributeError fix in `_patch_mistral_regex` on the same file/code path; the second PR is essentially a stricter, test-backed version of the first." } ] }, @@ -25250,7 +25337,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "184c9aae5fc238e224da90f2c80e9960e0e125f946fa8ae7523a1f72032201cd", + "prepared_review_unit_hash": "79585575ab5b5ee2db66802a716c500ce978e780bb6ba081c7c0be3dd86d7c85", "component_budget": { "node_count": 2, "item_count": 2, @@ -25272,18 +25359,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH, but they target different changes: #45115 is a smaller refactor around inheritance/conversion mapping, while #45569 is a broader split into NemotronH Dense/Sparse models with docs and tests. They are related, not duplicates.", - "confidence": 0.91, + "summary": "These PRs are related NemotronH refactors, but they are not the same underlying change. PR #45115 is mainly a conversion-mapping / inheritance refactor toward GraniteMoeHybrid compatibility, while PR #45569 introduces distinct NemotronH dense/sparse model packages, auto-mapping, docs, and tests.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the stronger representative: it makes the substantive model packaging change, adds the new Dense/Sparse docs and code paths, and includes test coverage. #45115 looks like a narrower supporting refactor.", + "canonical_pr_reason": "PR #45569 is the more complete and user-visible NemotronH change: it defines the dense/sparse model split, updates docs and tests, and wires the new classes into auto-mapping.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best overall artifact because it is the more complete, user-visible implementation and likely subsumes the smaller NemotronH refactor work.", + "best_pr_reason": "PR #45569 is the strongest representative of the cluster because it contains the broader end-to-end model implementation rather than only checkpoint conversion/structural renaming.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They are not the same concrete fix: #45115 refactors NemotronH into GraniteMoeHybrid-compatible conversion/model plumbing, while #45569 introduces separate NemotronH Dense/Sparse variants plus docs/tests. Shared files alone are insufficient for a duplicate merge." + "reason": "Related architecture work, but not duplicate fixes: #45115 targets conversion mappings and inheritance cleanup, whereas #45569 adds separate dense/sparse model implementations plus docs/tests. They could both land independently." } ] }, @@ -25313,7 +25400,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "ad9a0ccb48effc8f323c4eac0b7e96f9b5de4cd0180c6099fd0cf2fa6d79b218", + "prepared_review_unit_hash": "f4ea4bf8b0b1b7bb10b2f79cd7ef5d8e8fea361e4a3916af56395798f8937a6a", "component_budget": { "node_count": 2, "item_count": 2, @@ -25335,18 +25422,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are closely related and share the heterogeneous configuration/docs groundwork, but they are not the same change: 45333 is configuration-only, while 45332 adds the broader end-to-end heterogeneous model support including modeling, cache, masking, and related integrations. I would not deduplicate them.", - "confidence": 0.95, + "summary": "Both PRs are about heterogeneous configuration/model support, but they are not the same change: #45333 is a narrower per-layer configuration PR, while #45332 adds the larger end-to-end heterogeneous model support including modeling, cache, masking, and related utilities. They overlap on shared config/docs files, but the code paths and merge scopes differ enough that they should not be treated as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "45332 is the better canonical representative because it is the broader umbrella PR and includes the shared configuration work plus the rest of the heterogeneous model implementation.", + "canonical_pr_reason": "No clear duplicate PR pair here; #45332 is the broader umbrella change and is the better representative of the cluster if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "45332 is the stronger standalone PR for the cluster because it covers the full feature area rather than only the per-layer config subset.", + "best_pr_reason": "#45332 is the best representative because it covers the full heterogeneous-support feature set, not just configuration plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: 45333 appears to be a narrower config-only follow-up/subset, while 45332 adds substantial modeling and runtime support beyond the shared configuration files. They are related but not the same underlying PR." + "reason": "#45333 appears to be a narrower config-only subset of the broader heterogeneous-model support in #45332, not the same concrete code-path fix/change. They share files, but the PRs target different scopes and would not plausibly be merged as one duplicate PR." } ] }, @@ -25376,7 +25463,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "1b57e69401e26047d0cc46c54a485e258808855cc63e34e5a4e094c4d925c04f", + "prepared_review_unit_hash": "2d5b32b5f00bb7cfd9157c3a743e2809e0510857b893158ac62ee2e23095283c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25398,18 +25485,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related pull requests, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other is a narrower typing cleanup centered on `_typing.py`, `modeling_utils`, and related helpers. They share infrastructure files, but not the same concrete bug or change.", - "confidence": 0.86, + "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad type-checking sweep across many Transformer modules, while #45425 adds specific typing protocols/aliases and targeted fixes for modeling utilities. They should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and representative typing change in this cluster; 45415 is a broader multi-file type-checking sweep rather than the same specific fix.", + "canonical_pr_reason": "#45415 is the broader umbrella typing sweep and better represents the cluster\u2019s overall theme, though it is not a duplicate of #45425.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better standalone candidate because it targets a narrower typing-related area and has clearer scope, whereas 45415 is a large umbrella typing pass.", + "best_pr_reason": "#45415 is the best single representative because it spans the widest set of files and captures the general type-checking effort.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They overlap on typing infrastructure, but 45415 is a broad type-checking rollout across many modules and 45425 is a separate, more focused typing cleanup. Shared files alone are not enough to treat them as the same change." + "reason": "They overlap on typing-related files, but the changes are different: #45415 is a broad annotation/type-checking pass, while #45425 introduces new typing protocols and aliases for specific APIs. Same subsystem, not the same concrete change." } ] }, @@ -25439,7 +25526,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "bcf812ee1a47da19beec4b11b1d11d8ae1f3424b3bc3cb1e08ba0821c4c47470", + "prepared_review_unit_hash": "83ed3fa4a4a40806a9442e5a1bff4a2905e077f487292d601beea8385e30cc97", "component_budget": { "node_count": 2, "item_count": 2, @@ -25461,18 +25548,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch distributed/EP loading paths, but they fix different bugs: one preserves distributed_config for accelerate/ZeRO-3 loading, the other prevents expert tensors from being overwritten during FSDP2/rank-0 broadcast. They are related in subsystem, not the same change.", - "confidence": 0.95, + "summary": "Both items are pull requests around expert parallelism, but they fix different failure modes: one is about loading/serialization with accelerate + ZeRO-3, the other about expert tensors being overwritten during FSDP2/rank-0 broadcast. Not a duplicate pair.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical PR candidate because it targets a concrete distributed loading overwrite bug with a focused, cross-file fix; #45548 is a separate configuration/metadata preservation fix.", + "canonical_pr_reason": "#45662 is the better canonical PR because it addresses a more concrete and code-path-specific EP loading bug, with targeted changes across model loading and MoE/tensor-parallel integration. #45548 is narrower and solves a different accelerate/ZeRO-3 configuration issue.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the stronger representative for this cluster since it addresses a specific failure mode in the model-loading path and includes the more substantial code-path changes. PR #45548 fixes a different, narrower loading/config serialization issue.", + "best_pr_reason": "#45662 is the strongest representative of the cluster: it has the clearer bug report implied by the title, broader but coherent code changes, and a direct fix for a specific expert-parameter overwrite problem.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs: #45548 keeps distributed_config serialized and adds has_ep for accelerate/ZeRO-3 loading, while #45662 changes post-shard handling to stop experts being overwritten by rank-0 broadcast under FSDP2. Same broad area, not the same fix." + "reason": "Shared EP context and one shared file are too broad; the PRs fix different problems and different code paths (accelerate/ZeRO-3 loading vs FSDP2 rank-0 overwrite of experts)." } ] }, @@ -25502,7 +25589,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "8af302dad1ccb96baff569abed90c40ec37545a1cfffeaccaa24d3340752dd31", + "prepared_review_unit_hash": "b67cd0b8dcfa73f6e005b4c9a45a63874b7f6c77a554d190a4dcd9ee4bbd214b", "component_budget": { "node_count": 2, "item_count": 2, @@ -25524,18 +25611,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision problem and share the same touched codepaths/files; one is a code fix and the other extends the fix into CI log collection. They are close enough to treat as duplicates/one change set for triage.", - "confidence": 0.87, + "summary": "Both PRs address the same xdist-related captured_info logging bug around patched testing/debug output. PR 45645 is the broader superset, adding the workflow-side log aggregation needed to handle the new per-worker files.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical representative because it contains the core testing_utils xdist-safe fix plus the workflow/log-preservation follow-up, making it the more complete version of the same change.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file handling change plus the CI workflow update needed to read multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest single PR for the cluster: it addresses the same concrete captured_info artifact collision and also updates CI handling so the debug output remains accessible under xdist.", + "best_pr_reason": "PR 45645 is the strongest overall representative: it fixes the underlying logging collision and also preserves CI debug log collection after the file-splitting change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying xdist collision in captured_info artifacts, touch the same primary files, and one is a natural extension of the other rather than a different bug or subsystem." + "reason": "Same underlying bug: patched testing debug logs colliding under xdist. 45645 is essentially a superset of 45639, adding the workflow change required to consume the new per-worker artifacts, so these could plausibly be merged into one PR." } ] }, @@ -25631,7 +25718,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "21d9663dbe0a931252d5503dd5e8670cb8d85508bc7ad051b292b99469a852e6", + "prepared_review_unit_hash": "9a4bd62824f23724fc8a2c54e8ae1d74bd75a871106eab95e325b97aa072258d", "component_budget": { "node_count": 2, "item_count": 2, @@ -25653,18 +25740,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open pull requests with overlapping test/model areas, but they are not the same underlying change. PR 45932 is a mixed experimental/grafana-related PR with workflow secret plumbing and several unrelated model edits; PR 46100 is a focused test-migration PR adding DDP/kernel tests and updating a few vision tests. They should not be clustered as duplicates.", - "confidence": 0.93, + "summary": "The two pull requests are not duplicates: PR 45932 is a mixed CI/model-change PR for Grafana/testing plumbing, while PR 46100 is a focused test-migration PR adding kernel and vision model tests. They do not fix the same underlying problem and should stay separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the cleaner canonical representative: it is a coherent test-migration change centered on kernel/model testing. PR 45932 is broader and noisier, mixing CI secret changes with multiple model code edits and appears to be a separate experimental branch.", + "canonical_pr_reason": "No clear canonical PR: the cluster contains two unrelated PRs with different goals and code paths, so neither cleanly represents a duplicate set.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the best single representative for this cluster because its scope is narrower and more internally consistent, making it the least ambiguous artifact to anchor the group.", + "best_pr_reason": "PR 46100 is the better standalone representative because it has a single, coherent purpose (test migration) and is less of a mixed-purpose change than PR 45932.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Do not merge: the PRs address different work. 45932 mainly changes CI/workflow secrets and assorted model internals, while 46100 adds kernel/DDP test infrastructure and test cases. They do not appear to fix the same concrete bug or implement one mergeable change set." + "reason": "Reject: 45932 updates workflow secrets and several model files for a Grafana/testing-related change, while 46100 adds DDP/kernel and model tests. They address different problems and would not plausibly be merged into one PR." } ] }, @@ -25694,12 +25781,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "fc00bd0b0495d4fbd6eeee7430cd58c2d27c01d7e40f73989d612963e53ab53a", + "prepared_review_unit_hash": "1a01f23d4a4642fbd230607fb6db1d1c29eb8ed8b0c0687d2aca684a67632013", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25707,7 +25794,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25716,18 +25803,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests in the distributed/parallel-training area, but they are not the same change: #46126 is a focused EP + Trainer integration patch, while #46269 is a broad distributed branch-base sweep spanning many unrelated files and features.", - "confidence": 0.87, + "summary": "Two open PRs in the distributed area, but they are not duplicates: one is a focused EP/Trainer integration, the other is a broad distributed branch base that happens to touch overlapping files.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more canonical PR because it is narrowly scoped to a concrete EP/Trainer integration change with a clear code-path target, whereas #46269 is a large umbrella branch-base PR touching many subsystems and is not a clean duplicate candidate.", + "canonical_pr_reason": "PR #46126 is the more focused, self-contained change set: it targets EP integration through tensor parallel/runtime hooks and Trainer/config plumbing. PR #46269 is a much broader branch-base PR spanning many distributed subsystems, so it is not a good canonical representative of this specific topic.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best PR representative for this cluster since it has the most specific, self-contained change set and the strongest single-change identity.", + "best_pr_reason": "PR #46126 is the best representative of the cluster because it has a narrow, concrete code-path purpose and clearer intent. PR #46269 is too sprawling and mixes many unrelated distributed/FSDP/MoE changes, making it a poor duplicate representative.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they overlap in distributed files, but #46269 is a broad branch-base integration PR, not a focused fix for the same concrete bug/change as #46126. The shared filenames are insufficient to treat them as duplicates or mergeable into one PR." + "reason": "Shared filenames only show overlap in distributed internals; the PRs have different scopes and likely different goals. #46126 is an EP+Trainer integration, while #46269 is a broad distributed branch base touching many other areas, so they are not the same underlying change." } ] }, @@ -25795,220 +25882,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "91fe0658833ca17a77239a4e3b31aa9588c73c952b5f581b6ee85085e5ba3b02", + "prepared_review_unit_hash": "e3c738bf254e12fb294d43a09f10a19bfa7debb3e2dd2c18e0a932370f46604b", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26669, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26687, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26669, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26687, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated workflow-maintenance PRs. There is a loose theme around CI/security hardening, but the concrete changes target different workflows and different failure modes; none are true duplicates. The pr-ci-security-gate updates are the closest group, but they still address separate concerns.", - "confidence": 0.91, + "summary": "This cluster is mostly unrelated workflow-maintenance PRs that only look superficially similar. The only tight grouping is the repeated pr-ci-security-gate.yml edits, but they change different parts of the workflow and are not the same underlying fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive representative because it makes the main functional change in the shared security-gate workflow; the others are either unrelated workflows or narrower follow-up hardening/comment changes.", + "canonical_pr_reason": "PR 46554 is the strongest representative because it makes the main substantive security-gate workflow change; the other PRs in the cluster are smaller or unrelated workflow edits.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best representative PR in this set: it changes concrete gate behavior rather than only tweaking permissions, comments, or unrelated workflow plumbing.", + "best_pr_reason": "PR 46554 is the best single exemplar for the cluster because it contains the most concrete behavioral change and sits at the center of the only exact-file subgroup.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and bugs: stdin quoting for self-comment CI vs security checks in pr-ci-security-gate." + "reason": "Both touch GitHub Actions, but one fixes stdin handling in self-comment-ci while the other changes pr-ci-security-gate logic; different workflows and different problems." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow and change scope; one fixes comment handling, the other hardens PR CI permissions/approval flow." + "reason": "Unrelated workflow changes: self-comment-ci message piping vs pr-ci-security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated changes: self-comment CI input handling vs a comment-only note in PR CI security gate." + "reason": "Different code paths and goals; quoting/stdin handling is not the same change as adjusting reusable workflow secret usage." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different problems: stdin quoting in one workflow vs stripping inherited secrets in another." + "reason": "These are separate workflow fixes in different files; same broad CI area is not enough to merge them as one duplicate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and code paths; comment/stdin handling is not the same as build-ci-docker-image commit-message parsing." + "reason": "Both are shell-safety style edits, but they fix different commands in different workflows and do not target the same bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark workflow dispatch support." + "reason": "Different workflows and behavior: SSH runner hardening vs benchmark trigger condition." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and concerns: SSH runner security vs anti-slop workflow permissions." + "reason": "SSH runner download/token handling is unrelated to anti-slop permissions changes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and behavior; no shared concrete bug." + "reason": "No shared concrete bug; one hardens ssh-runner, the other changes assign-reviewers checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated fixes: SSH runner download/token hardening vs PR CI security-gate logic." + "reason": "Different workflows and different fixes; SSH runner security hardening is not the same as pr-ci-security-gate changes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow hardening tasks in different code paths; not the same bug/change." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "SSH runner hardening is unrelated to a comment-only update in the PR CI security gate." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "Different security concerns in different workflows; not the same underlying change." + "reason": "These are separate workflow modifications with different intents and code paths." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop workflow permissions and benchmark manual dispatch are unrelated changes." + "reason": "Both update workflow files, but anti-slop permissions and benchmark dispatch support are unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and purposes; no shared concrete fix." + "reason": "Different workflow files and different operational fixes; not the same underlying change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and behavior; same broad CI area is too weak for duplication." + "reason": "Anti-slop permission tweaks and shell quoting in build-ci-docker-images are distinct problems." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop and PR CI security-gate are different workflows with different failure modes." + "reason": "Only a broad CI/security theme is shared; the actual workflow logic changes are different." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers base-ref checkout and benchmark workflow dispatch are unrelated." + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark workflow dispatch support." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and fixes; not the same change." + "reason": "Different workflows and different fixes; not the same code-path problem." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout target is unrelated to PR CI security gating." + "reason": "Unrelated workflow behaviors in different files; no duplicate underlying change." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and commit-message parsing are different workflow behaviors." + "reason": "Benchmark dispatch condition and docker-image tag detection are separate workflow issues." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and code paths; not a duplicate." + "reason": "No shared concrete fix; benchmark triggering and PR security gating are different changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-image tag selection from commit message is unrelated to PR CI security checks." + "reason": "Both are workflow updates, but one fixes shell handling for commit messages while the other changes PR security-gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and concerns; same repo/CI theme is insufficient." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Build-image workflow change is unrelated to a PR CI security-gate comment update." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow files and problems; not the same underlying bug." + "reason": "Different workflows and different shell/permissions behavior; not mergeable as one duplicate PR." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different hardening concerns: change detection in security-gate vs permissions/approval condition changes." + "reason": "Same file, but 46554 adds checkout and diff-based checks while 46558 changes permissions and success gating; related but distinct fixes." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One adds actual security checks; the other only adds explanatory comments, so they are not the same change." + "reason": "Both touch the security-gate workflow, but they address different concerns: validation logic vs reusable-workflow comments/secret handling." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both touch PR CI security gating, but one adds diff-based file checks while the other removes inherited secrets; distinct fixes." + "reason": "Secret inheritance change is a different security-gate edit than the checkout/diff-based validation added in 46554." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different modifications to the same workflow file, but not the same bug or code-path change." + "reason": "Both are pr-ci-security-gate.yml edits, but they modify different aspects of the workflow and are not the same bug." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval gating is a different change from replacing inherited secrets with an empty secret set." + "reason": "One adjusts job permissions/guarding; the other removes inherited secrets from the reusable workflow call; distinct changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only review note vs concrete secrets handling change; not duplicates." + "reason": "Both are about the reusable security-gate setup, but one adds explanatory comments while the other changes secrets propagation; not the same fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Shell quoting in build-ci-docker-images is unrelated to reusable-workflow secret handling in pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files, different workflows, different fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Commit-message handling in build-ci-docker-images is unrelated to secrets inheritance in the security-gate workflow." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "No shared concrete bug or change; SSH runner hardening and PR security-gate secret removal are distinct." } ] }, @@ -26101,7 +26188,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "61271f9afbba9d13bf653ee004a3c99f0043e81fd93c547ec86d4b7cca2d14a3", + "prepared_review_unit_hash": "733bf98259e8d3182a53316f2cd6bfa561e82b30c6491e9371ccbfb1384602a2", "component_budget": { "node_count": 2, "item_count": 2, @@ -26123,18 +26210,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related security-hardening PRs, but they fix different model-loading code paths: one blocks traversal in sharded checkpoint file resolution, the other blocks traversal via the `transformers_weights` config field. Similar theme, not the same underlying change.", - "confidence": 0.91, + "summary": "These are not duplicates: both are path-traversal hardening PRs, but they protect different code paths and inputs (`weight_map` shard filenames in `hub.py` vs `transformers_weights` in `modeling_utils.py`).", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46281 is the better canonical PR for this cluster because it is the more direct and self-contained fix for a concrete path-traversal bug in `get_checkpoint_shard_files()` and includes an explicit resolution check plus tests.", + "canonical_pr_reason": "No single canonical PR from a duplicate-triage perspective; if one must be chosen, PR 46281 is the clearest representative of the checkpoint-shard path traversal fix in the loader code path.", "best_issue_reason": null, - "best_pr_reason": "PR #46281 is the best representative because it targets a specific vulnerable code path in `src/transformers/utils/hub.py` with a narrowly scoped fix. PR #46890 addresses a different loading path in `modeling_utils.py`, so it is not a duplicate replacement for the same change.", + "best_pr_reason": "PR 46281 is the stronger standalone fix to use as the representative PR here because it directly addresses untrusted shard paths in the sharded-checkpoint loader with an explicit containment check.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both are path-traversal mitigations, but they act on different inputs and different loaders (`weight_map` shard files vs `transformers_weights`). They are related security fixes, not the same PR-worthy bug or code change." + "reason": "Different bugs in different loaders: one validates sharded checkpoint filenames from `weight_map`, the other validates `transformers_weights` config paths. Same vulnerability class, but not the same underlying change." } ] }, @@ -26164,12 +26251,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "c491b459a1a0e118273bce307cb1517d6c7af45f80a822a2a7a90cfae4d9a939", + "prepared_review_unit_hash": "dd08b37a00a8c4fe9edd813956cbce7e97fefbd0b952fd737210bea7428e7b04", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26177,7 +26264,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26186,18 +26273,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests address different tokenizer problems in different model families and code paths, so they are not duplicates. One fixes CodeLlama decode stripping leading spaces; the other fixes auto-tokenizer selection for specific DeepSeek checkpoints.", + "summary": "These two pull requests are not duplicates: one fixes CodeLlama decode stripping real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading as the wrong tokenizer class. They address different model families and different code paths.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target distinct bugs with different affected files, model families, and fix strategies.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46574 is the more self-contained standalone fix: it directly corrects a concrete decode bug in CodeLlama and includes targeted tests; PR 46580 is a separate model-loading routing change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying issues: CodeLlama decoder stripping leading spaces vs DeepSeek checkpoint-to-tokenizer-class resolution. Different files, model families, and code paths." + "reason": "Different underlying bugs: CodeLlama decoder behavior on decode vs AutoTokenizer class selection for DeepSeek checkpoints; not mergeable into one PR." } ] }, @@ -26229,7 +26316,7 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "47d5e93b1b31c7d6d0a2b620eefef3b09cbe1f4751334d62bcfffc384483bdd9", + "prepared_review_unit_hash": "9c4abfba9b5bc2139bc6165d4018ebf233a709930872b3b5e0648d5ea8f90f86", "component_budget": { "node_count": 3, "item_count": 3, @@ -26251,24 +26338,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs fix three different bugs in different code paths (cache validation, prompt lookup decoding length, and generation input validation). They are not duplicates of one another.", - "confidence": 0.96, + "summary": "These are three separate pull requests touching different generation/cache code paths; none look like duplicates of each other.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the three pull requests address unrelated bugs in different subsystems, so there is no shared underlying change to canonicalize.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46994 is the cleanest standalone fix because it adds a narrowly scoped validation check with a direct error message and test coverage, but it still does not represent the other PRs.", + "best_pr_reason": "46994 is the cleanest standalone fix with a clear validation bug and tight scope; the other PRs address unrelated behaviors in cache handling and prompt lookup decoding.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different problems and code paths: QuantizedCache layer-type validation versus prompt lookup decoding exceeding max_length. They do not appear mergeable into one fix." + "reason": "Different bugs: one adds early rejection for unsupported QuantizedCache layer types, the other fixes prompt lookup decoding length budgeting. No shared concrete code-path problem." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both are generation-related, but one fixes prompt lookup token budgeting while the other validates empty lists in logits processors. These are distinct bugs, not the same underlying change." + "reason": "Different generation features and failure modes: max_length handling in candidate generation versus input validation for bad_words_ids/sequence_bias. They are not mergeable as one fix." } ] }, @@ -26301,52 +26388,52 @@ "pull_request:47016|pull_request:47066", "pull_request:47048|pull_request:47066" ], - "prepared_review_unit_hash": "0ea21d7b07bae1bd67424c1f40f0992acd9946e72bb5b60eb1978e81ed315518", + "prepared_review_unit_hash": "523296bf87c7020168d417bf92de0fdd3e8005acf1b4f18f3147c561cf85d59a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7336, - "estimated_input_tokens": 1834, - "estimated_eval_tokens": 3924 + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7336, - "estimated_input_tokens": 1834, - "estimated_eval_tokens": 3924 + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all address the same failure mode\u2014Hungarian matching crashing on non-finite cost matrices\u2014but they do so in separate model-specific code paths. The cluster is related, but only one PR should serve as the main representative.", - "confidence": 0.67, + "summary": "Three PRs address the same class of Hungarian-matcher failure from non-finite cost matrices, but only the two broader DETR-family fixes are close enough to treat as duplicates; the RT-DETR-only fix is a separate model-path change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47048 is the best cluster representative: it patches the shared object-detection matcher helper plus Grounding DINO, making it the broadest and most central fix in the set.", + "canonical_pr_reason": "PR 47048 is the cleanest representative fix: it patches the shared object-detection matcher path and directly addresses the infeasible cost-matrix crash for multiple models, making it the most canonical of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 47048 most directly represents the underlying bug class and has the broadest scope among the candidates without being overly model-specific.", + "best_pr_reason": "PR 47048 is the best overall candidate because it targets the shared matcher utility rather than only model-specific copies, while still clearly fixing the concrete linear_sum_assignment infeasibility caused by NaN/Inf costs.", "soft_edge_verdicts": [ { "left": "pull_request:47016", "right": "pull_request:47048", "accept": false, - "reason": "Same symptom, but RT-DETR uses a different matcher implementation from DETR/Grounding DINO; this is a related fix, not the same concrete code path." + "reason": "Both are about infeasible Hungarian cost matrices, but they fix different code paths and model families (RT-DETR vs shared DETR/Grounding DINO). They are related, not the same PR-level change." }, { "left": "pull_request:47016", "right": "pull_request:47066", "accept": false, - "reason": "Both guard against infeasible cost matrices, but they patch different model-specific matchers and are not the same underlying code change." + "reason": "RT-DETR-only matcher fix versus Deformable DETR/LW-DETR matcher fix. Same symptom, but distinct implementations and not a single mergeable change." }, { "left": "pull_request:47048", "right": "pull_request:47066", - "accept": false, - "reason": "They address the same broad bug pattern, but in separate matcher implementations for different model families; too different to merge as duplicates." + "accept": true, + "reason": "These are the same underlying bug pattern: non-finite cost matrices causing Hungarian assignment to fail. Both add the same nan_to_num safeguard to closely related object-detection matcher code, and they could plausibly be combined into one broader fix." } ] }, @@ -26376,7 +26463,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "0674d15c013561deeddf97ce16c88307097a8b32a909aeddba881eebd9f818e2", + "prepared_review_unit_hash": "08bc0f0fe85ab91014a703b64c8b3da078d26b7d1a397fbabd151b5c7aac5357", "component_budget": { "node_count": 2, "item_count": 2, @@ -26398,18 +26485,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xLSTM training-path crash in `modeling_xlstm.py`, with the second PR appearing to broaden the same fix to cover `use_cache` as well. They look like closely related duplicate/overlapping fixes rather than distinct changes.", - "confidence": 0.84, + "summary": "Both PRs target the same xLSTM train-mode forward-path crash in src/transformers/models/xlstm/modeling_xlstm.py and share the same issue target; PR 47046 looks like the more complete fix, adding coverage for the related use_cache/return_last_states failure mode.", + "confidence": 0.67, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47046 is the better canonical PR because it is the later, broader fix for the same xLSTM train-mode crash class and includes tests/extra handling beyond the narrower subset in #47026.", + "canonical_pr_reason": "47046 is the broader, more complete train-mode fix and includes tests; it appears to subsume the narrower return_last_states-only patch in 47026.", "best_issue_reason": null, - "best_pr_reason": "PR #47046 is the strongest representative of the change set: it covers the same crash path plus `use_cache`, and appears more complete than the smaller earlier patch.", + "best_pr_reason": "47046 is the best representative because it addresses the same xLSTM train-mode crash class with the wider scope and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", "accept": true, - "reason": "Same underlying xLSTM train-mode forward-path failure in `modeling_xlstm.py`; #47046 looks like an expanded version of the same fix rather than a different bug." + "reason": "Same model file, same forward/train-mode crash area, and same tracking issue; 47046 appears to extend the same fix rather than address a different problem." } ] }, @@ -26451,7 +26538,7 @@ "pull_request:47060|pull_request:47076", "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "5b3a1cb433c43a60deb5e3142cdc943bdaf61d19514fabfcaf2bfd1c8dbae0cf", + "prepared_review_unit_hash": "0a4d5cfdabc1966057d1cbf8fb050e2e024dadcdf4951f64bb8db3291052d93f", "component_budget": { "node_count": 6, "item_count": 6, @@ -26473,66 +26560,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly thematically related multimodal pipeline/processor fixes, but they are not duplicates of one another. The only near match is still too different in concrete code path and change intent to merge as one PR.", - "confidence": 0.93, + "summary": "These PRs are all in the multimodal pipeline/processor area, but they fix different concrete bugs: stop-sequence routing, audio format validation, generation-kwarg forwarding, batched decoding, key normalization, and audio placeholder validation. They do not look like duplicates of one another under a strict code-path standard.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47051 is the broadest multimodal-generation plumbing change and overlaps the most with the shared pipeline surface, so it is the best representative if one PR must be chosen.", + "canonical_pr_reason": "No issue artifact is present; as a PR cluster, #47051 is the best umbrella candidate because it is the broadest multimodal-generation pipeline fix and already spans the two shared pipeline code paths, making it the most representative central change in this set.", "best_issue_reason": null, - "best_pr_reason": "47051 is the most central representative of the cluster\u2019s shared multimodal-pipeline theme, but the set is too heterogeneous to treat it as a true duplicate canonical.", + "best_pr_reason": "#47051 is the strongest representative of the cluster because it addresses the general multimodal pipeline kwarg-routing path across multiple files, whereas the others are narrower model/processor-specific fixes.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47051", "accept": false, - "reason": "Both touch image_text_to_text, but 47032 fixes stop_sequence semantics while 47051 is about forwarding generation kwargs. Related area, different bug/change." + "reason": "Both touch image_text_to_text, but one fixes stop_sequence translation and the other forwards generation kwargs; related area, not the same underlying bug." }, { "left": "pull_request:47032", "right": "pull_request:47045", "accept": false, - "reason": "Image-text pipeline stop-sequence handling and Voxtral audio-format handling are unrelated code paths and bug types." + "reason": "Different subsystems and failure modes: stop-sequence handling in a text-to-text pipeline vs scalar audio format handling in Voxtral transcription." }, { "left": "pull_request:47045", "right": "pull_request:47076", "accept": false, - "reason": "Both validate processor inputs, but one is Voxtral audio encoding formats and the other is Gemma4 placeholder/layout logic. Different concrete fixes." + "reason": "Both involve audio inputs, but one validates Voxtral transcription request formats and the other validates Gemma4 audio placeholders; different code paths and fixes." }, { "left": "pull_request:47045", "right": "pull_request:47074", "accept": false, - "reason": "Voxtral transcription audio-format validation and AnyToAny input-key normalization are unrelated changes." + "reason": "Voxtral audio-array encoding/format validation is unrelated to AnyToAnyPipeline input key normalization." }, { "left": "pull_request:47051", "right": "pull_request:47074", "accept": false, - "reason": "Same file and subsystem, but 47051 routes generation kwargs while 47074 normalizes input keys. These are separate pipeline concerns." + "reason": "Both concern multimodal pipelines, but one forwards generation kwargs and the other normalizes input keys; distinct bugs, not mergeable as one fix." }, { "left": "pull_request:47051", "right": "pull_request:47060", "accept": false, - "reason": "AnyToAny multimodal kwargs plumbing and Qwen Omni batched post-processing fix different stages of different models' pipelines." + "reason": "Shared multimodal context only; one is kwarg forwarding, the other is Qwen Omni batched post-processing." }, { "left": "pull_request:47060", "right": "pull_request:47074", "accept": false, - "reason": "Qwen Omni text post-processing and AnyToAny input normalization are different components and different failure modes." + "reason": "Rejected despite similarity: Qwen Omni batched output decoding and AnyToAny input-key normalization are different concrete issues and code paths." }, { "left": "pull_request:47060", "right": "pull_request:47076", "accept": false, - "reason": "Qwen Omni batched decode behavior is unrelated to Gemma4 audio placeholder validation." + "reason": "One fixes batched text post-processing, the other validates Gemma4 audio placeholder construction; not the same bug." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal preprocessing changes, but one normalizes AnyToAny input keys and the other validates Gemma4 audio placeholders; not the same underlying bug." + "reason": "AnyToAnyPipeline input normalization and Gemma4 processor audio-placeholder validation are separate changes in different components." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 1d411be8b8d62f6c734d2f7a9fba66d3949f8a1c..a8457834a6983d64ac49eee0bcfd2bff43e8fcb7 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260705t180850z", + "analysis_id": "hybrid-model-20260706t000824z", "archived_artifacts": { - "hybrid": "snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-05T18:18:27Z", + "published_at": "2026-07-06T00:13:43Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260705T180850Z", + "snapshot_id": "20260706T000824Z", "variant": "hybrid" } diff --git a/snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.json b/snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..bf15d636720176955124baba10c0e0c05c4a02d0 --- /dev/null +++ b/snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.json @@ -0,0 +1,3144 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260706T000824Z", + "generated_at": "2026-07-06T00:13:41Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 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"cluster-46927-4", + "canonical_pr_number": 46927, + "duplicate_pr_numbers": [ + 46949, + 46951, + 47056 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46927-4 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47013-3", + "canonical_pr_number": 47026, + "duplicate_pr_numbers": [ + 47046 + ], + "target_issue_number": 47013, + "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47048-3", + "canonical_pr_number": 47066, + "duplicate_pr_numbers": [ + 47048 + ], + "target_issue_number": 47065, + "reason": "PRs in cluster-47048-3 are treated as duplicates because they converge on issue #47065 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47050-3", + "canonical_pr_number": 47083, + "duplicate_pr_numbers": [ + 47088 + ], + "target_issue_number": 47050, + "reason": "PRs in cluster-47050-3 are treated as duplicates because they converge on issue #47050 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-5", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 8 inbound references.", + "score": 160.0 + }, + "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/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.llm-reviews.json 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no duplicate relationship." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "DeepSpeed/Bert zero-size index error does not match the generic mask shape mismatch bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video token alignment." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failure modes: mask shape mismatch vs GPT-OSS TP-only behavior." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume/trust-remote-code problem is unrelated to the Nemotron example bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and training-resume remote-code failure are different." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the concrete bugs differ: collective mismatch vs Bert zero-size indexing." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds crash, with nearly identical repro and symptom." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy being called and GPT-OSS TP-only failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and LoRA merge/load inconsistency are different." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code model_class/config_class error are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are different." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Two different DeepSpeed-related runtime errors with different triggers and stack shapes." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as a mask shape indexing error." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MoE MPS histogram limitation and YOLO device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but one is CPU-offload incompatibility and the other is uninitialized-memory on meta-to-empty materialization; too different to merge confidently." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing issue and custom trainer loss signature break are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 zero-size crash and GPT-OSS TP-only failure are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert zero-size index crash is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image preprocessor dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime issue and GPT-OSS AMD GPU failure are not the same bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern/vLLM and Mistral regex patch crash are different model-specific issues." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map mismatch in Gemma4 PLE and expensive reverse embedding lookup are distinct forward-path issues." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report incompatibility around torch 2.4.1; they look like the same version-compatibility problem." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpoint recompute mismatch and Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch 2.10 incompatibility and Qwen NVFP4 runtime error are different compatibility problems." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram_mps limitation are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm torch-dynamo tracing error and Mistral image dtype mismatch are different failures." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; no shared concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error and TRL SFT embedding unpacking failure are different." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram limitation are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral image dtype mismatch and MPS MoE histogram error are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral preprocessor dtype mismatch and Qwen NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL trainer embedding unpacking and GPT-OSS TP-only issue are different code paths." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger cross_entropy behavior and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 zero-size index error and Bert ZeRO-3 zero-size index error are similar in shape but different model-specific bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed topics and should not be merged." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram limitation are different issues." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross_entropy call and autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing issue and GenerationMixin import error are different." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure and RAG docs out-of-date are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy issue and mask shape indexing error are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles, and the rejected soft edges mostly reflect distinct bug reports rather than overclaiming duplicates. The canonical anchor choice for 43596 over 43638 is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "c839bc435211ce466b8848971f62523bfa53aff24e68ff29855ed136b01216b7", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40041, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose similarity set of unrelated model-load, runtime, and docs issues. The only clearly supported duplicate edge is the v5 AutoTokenizer regression pair (issue:45812 \u2194 issue:45920); the ZeRO-3 index errors are similar in shape but not strong enough to call duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broader, multi-model v5 AutoTokenizer regression, and issue:45812 fits as a narrower Granite-specific instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global representative for the actual duplicate cluster: it captures the shared v5 tokenizer regression across multiple model families, not just Granite.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility breakages, but they point to different failure modes and root causes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "A vLLM model-loading failure and a USE_DISTRIBUTED regression are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint and missing loaded weights are distinct model-loading problems." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the models and triggering paths differ enough that this is only a similarity match." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 device-map cuda assert are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Separate documentation issues about different obsolete/removed text." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU runtime failure and table-question-answering crash are different code paths." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior and Qwen video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and RAG docs issue do not share a concrete underlying defect." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device mismatch and Qwen video chat-template mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure is unrelated to Gemma4 device placement." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are distinct problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are broad regressions, but remote-code loading and USE_DISTRIBUTED support are different bug classes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying v5 AutoTokenizer regression causing wrong token IDs across Granite and other models." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and RAG docs issue are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor mismatch is not the same as the PyTorch distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen/Gemma-style config fields, but the failures are different and model-specific." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-related IndexErrors, but the tensor shapes, models, and triggers differ." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure and corrupted checkpoint are not the same root cause." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch incompatibility and pydantic/PretrainedConfig regression are different breakages." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the pydantic config regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a model crash and the other is a streaming API failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "BertModel ZeRO-3 index error and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm failure and YOLO multi-GPU device-map behavior are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime issue and table QA crash do not share a concrete bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 vLLM sliding-window config and Gemma4 auto device-map mismatch are separate model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen streaming inference bug and MPS histogram implementation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 config attribute error are different failures." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm torch-dynamo failure and autocast dtype mismatch are different runtime bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and compile non-template-nodes error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug and corrupted checkpoint report are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are not the same issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but they occur in different model/load paths and do not look like one concrete bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback blocking and remote-code config_class error are separate loading issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device-map mismatch are different bug classes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports the v5 AutoTokenizer regression duplicate (issue:45812 \u2194 issue:45920), but the summary overstates the evidence by calling the ZeRO-3 index errors a true duplicate as well. In the packet, issue:41762 is Gemma3ForConditionalGeneration + ZeRO-3, while issue:43596 is BertModel + ZeRO-3; that is a plausible similarity cluster, but not grounded strongly enough to claim duplicate status. The summary also says there are two true duplicate soft edges even though only one pair is accepted. The conservative false verdicts are mostly fine, but the final cluster summary is not fully grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "a81366efda8aea9446481bb14ac5e79913eda91011805d62e5a4b35b9d21ecd2", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous model-specific bugs and unrelated regressions. I found one plausible duplicate pair around Qwen video input handling; the rest are too semantically loose to merge safely.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44479 is the broader, earlier report of the Qwen video-input regression and best captures the shared underlying bug; 46294 looks like a specific manifestation of the same video feature/token mismatch in apply_chat_template.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best canonical issue because it spans the wider regression surface and can subsume the more specific Qwen3.5-9B failure report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading failure in vLLM vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexErrors, but the triggers differ: generic mask/tensor shape mismatch vs Qwen3.5 embedding unpacking under TRL SFT." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing failure vs tensor-parallel-only failure on GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different model/task: autocast dtype mismatch in Phi-tiny-MoE vs streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention v5/quantization or weights, but one is int4 CUDA memory/OOM and the other is tied weights on translation models." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss architecture support vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: init_empty_weights arg handling vs pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is not the same as the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is mask-length mismatch and the other is zero3/BertModel empty-tensor indexing." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal dtype/input issues, but image preprocessor dtype mismatch and video feature/token mismatch are distinct bugs." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are compatibility reports, but remote_code breakage and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but 'text embedding is worse' and 'nonsensical results with AutoModel/pipeline' are not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression: video features/tokens mismatch in apply_chat_template is a concrete symptom of the broader video-input breakage." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Different areas: Nemotron example breakage vs YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6 internals, but one is from_config text_config unwrapping and the other is rotary embedding materialization memory corruption." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different scenarios: zero3/BertModel index-out-of-bounds vs resume-training with local model and trust_remote_code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "A generic flash-attn2 issue is not the same as the remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/model-loading bugs: image preprocessor dtype mismatch vs TRL embedding unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking in SFT." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model-specific evaluation/perplexity issue vs GLM5 model report." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is a cache-path collision and the other is wrong module loading after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they target different model families and likely different code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied weights on translation models are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely unrelated: DSA indexer/ReLU discussion vs docs mentioning a removed command." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is not the same as tied-weights regressions." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies and stale docs about the run command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to tied weights on translation models." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl SFT embedding unpacking bug is unrelated to GraniteMoEHybrid invalid-method calls." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation-error reports, but the XOR input_ids/inputs_embeds bug is not clearly the same as T5 decoder-input validation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is conservative and well supported by the issue titles: issue:44479 is the broader Qwen video-input regression, while issue:46294 looks like a specific apply_chat_template video-token/feature mismatch within that same area. The remaining rejections are phrased cautiously and do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:41553|issue:43881", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "626ab14723f6cb6a2e487857a1f75d4ffdcb0bee8fd703ccf7ff65914ef1146d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36286, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mainly about two real duplicate groups: the Transformers v5 non-persistent-buffer regression, and the StaticCache get_seq_length regression. Most other pairs are correctly rejected as merely related by model family or subsystem. The SigLIP2 pair 43054/43493 should not be merged on titles/metadata alone; it looks related, but not clearly duplicate.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43950 is the clearest umbrella report for the Transformers v5 non-persistent-buffer corruption bug, and it naturally subsumes the more specific follow-ups like 44534 and 45902.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best representative issue because it names the regression directly, describes the concrete failure mode broadly, and matches the follow-up reports that appear to be the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific failures: DeepSeek-Coder detokenization vs Qwen NVFP4 loading/runtime error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and with different concrete symptoms; not enough evidence for the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs-example model/processor mismatch plus quantization failure is not the same defect as degraded SigLIP2 text embeddings." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 regression: non-persistent buffers are being filled with junk/corrupted values." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer signature breakage and Gemma3 ZeRO-3 loading failure are unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is a different bug from non-persistent buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both touch quantization, but they describe different incompatibilities and different error surfaces." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Explicit duplicate: both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Phi autocast dtype mismatch and Qwen3.5 3D position_ids/SDPA fallback are different underlying problems." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer-id regression overlaps conceptually, but the reports do not clearly point to the same concrete defect." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and a generic transformers tokenization-change report are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but zero probabilities and worse embeddings are not clearly the same failure path." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache regression: get_seq_length returns the wrong type/shape and breaks downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "45902 is a concrete manifestation of the same non-persistent-buffer corruption regression described in 43950." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "They share a SigLIP2 theme, but the titles point to different concrete issues: degraded text embeddings vs HF/JAX implementation discrepancy. That is related, not clearly duplicate enough to merge." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention packed-sequence crash and CPU-offload incompatibility are different Qwen3.5 bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the int4 reserved-memory/OOM regression." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states logic is unrelated to the non-persistent-buffer materialization bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad error messaging for Voxtral and Molmo tied-weights attribute failure are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load noise and a specific ScandiBERT load failure are not the same underlying defect." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimensionality error and early-stopping metric resolution are separate training issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise on load versus a specific model load failure is too broad to merge." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "A broad remote_code regression bucket and a specific AutoConfig field-loss bug are not the same defect." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with no clear shared code path." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing model-class import and bitsandbytes Int8Params constructor incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading and GLM5 are different model-specific issues." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Illegal-memory-access flash-attn crash and CPU-offload rotary embedding incompatibility are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:43856", + "accept": false, + "reason": "Quantization OOM and MoE training memory inefficiency are different performance problems." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the clustering is grounded, but one positive soft-edge verdict is too strong for the evidence in the packet: issue:43054 vs issue:43493 is only clearly a shared SigLIP2 theme, not an explicit or well-supported duplicate. The summary\u2019s claim that this pair is \u2018duplicate enough to merge\u2019 overstates what the titles and metadata alone show. The rest of the conservative pairings look reasonable." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:43881|issue:43883", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "2b30019da8f6eb5ac8732f144cd0e728678100cf4909fadc79ca654517e83e01", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of several unrelated issue families, but a few soft edges are true duplicates: docs about removed pipelines, the `_is_hf_initialized` regression, and the training-loss double-shift bug. Most other suggested pairs are only loosely related by subsystem or model family and should stay separate.", + "confidence": 0.73, + "canonical_issue_reason": "issue:46894 is the best overall issue anchor: it describes a concrete, recurring bug pattern, is broad enough to cover the model-specific duplicate, and appears to be the most central report among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 has the clearest high-level bug framing and likely serves as the most representative report for its duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures in different code paths: MPS histogram/int handling vs device-map forward mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code breakage vs a Gemma4 device mismatch; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different remote-code/model-registration failures; too broad to merge." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device-map mismatch are distinct runtime problems." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V loading failure and Molmo tied-weights attribute error are separate model issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3 LoRA/tie-word-embeddings, but the reported failures are not the same concrete bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code regressions and Kimi tokenizer codec/regex regression are different defects." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different methods and code paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "_is_hf_initialized/bitsandbytes incompatibility is unrelated to YOLO device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different AutoModel failures: unwrapping composite configs vs missing config_class on remote-code models." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying regression around the unexpected `_is_hf_initialized` keyword breaking model initialization/loading." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression: removed pipeline tasks are still referenced." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both affect DeepSeek tokenizers, but the symptoms and fixes are different enough to keep separate." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying bug in one model class vs non-persistent buffer corruption in from_pretrained are different issues." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug, just reported for different models." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both mention remote-code, but one is a broad regression and the other is a specific config_class attribute error." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model load failure and fbank feature extraction issue are not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen, but one is weight loading and the other is gradient averaging." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA is different from a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated trainer API break vs tensor mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but the models and failure modes are too different to merge confidently." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures/checkpoints." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "One is an error-message quality bug; the other is an actual tokenizer loading regression." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaNs from position_ids/SDPA behavior are unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input regressions, but they are not clearly the same concrete bug path." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask-shape mismatch IndexError; these look like duplicate reports of the same underlying off-by-one bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs image-processor void-segmentation failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft edges are well-supported by the titles: the `_is_hf_initialized` TypeError pair, the removed-pipeline docs pair, and the training-loss double-shift pair. The rejections also avoid overclaiming when the packet only shows loose subsystem/model similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 6, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:41553|issue:44488", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:44910|issue:46858", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:45672|issue:46899", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "b729d658005fff5217cd189d6390314f67e731c243119a4221a917c35db49708", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38359, + "estimated_input_tokens": 9590, + "estimated_eval_tokens": 19436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans many unrelated bugs. I only see three likely duplicate pairs: the custom model initialization regression, the Siglip2 wrong-output regression, and the Gemma4 4-bit multimodal dtype-cast regression.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43646 is the broader, cleaner statement of the custom model initialization regression; issue:43645 reads like a notebook-specific instance of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue in the set because it is the most general formulation of a duplicated bug and is less environment-specific than the sibling report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 PagedAttentionCache group-type handling vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different architectures and different root causes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated problems: GGUF architecture support vs a torch.autocast dtype mismatch on a specific MoE model." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading support gaps, but the affected models and symptoms are different enough to treat separately." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen-related features: GGUF gpt-oss support vs a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "BERT/DeepSpeed zero3 index error is unrelated to a generic torch version incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary-embedding bugs in different model families and different code paths." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support and Float8 storage deserialization are unrelated issues." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: track-to-track leakage in batched inference vs empty transcription handling." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is FSDP2 shared_kv_states rebuilding and the other is device placement under device_map=auto." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "One is a zero3/BERT initialization crash; the other is a broad torch 2.4.1 incompatibility report." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs meta-device loading regressions." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import failure for a specific vision-language class is not the same bug as meta-device model loading." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal issues: dtype mismatch in preprocessing vs StopIteration during video embedding." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same custom-model initialization regression; 43645 is the notebook-specific variant of 43646's broader report." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Distinct cache/attention bugs with different triggering conditions and code paths." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video embedding StopIteration and MPS histogram support for Int are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile failures on different models and different mechanisms." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video embedding StopIteration and TRL unpacking failure are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is not the same as a torch 2.4.1 incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map mismatch is a model-specific forward-pass bug, not a generic torch-version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping-name validation and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different index/shape failures in different pipelines." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same Siglip2 model family and same underlying wrong-output regression; the titles describe different manifestations of the same problem." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they involve different models and likely different validation rules." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug: unsafe dtype handling in embedders causing audio/vision failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BERT indexing and tokenizer-mapping validation are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed/BERT zero3 crash does not match the tokenizer-mapping validation issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The three accepted duplicate pairs are plausible from the titles alone: 43645/43646, 38175/43994, and 45672/46899. The rejected soft pairs are mostly well-justified as distinct bugs or at least distinct enough to avoid overclaiming. No obvious unsupported mergeability claim appears." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 7, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:46459|issue:46512", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:42491|issue:45335", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960" + ], + "prepared_review_unit_hash": "3b1123b903f8d925f95ee870e660ce31e0c6d00b7e4be5ec8c77d97a0361b190", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of related-looking but distinct Transformers regressions. No soft pair is strong enough to accept deterministically from the packet alone; the closest matches are only sibling-style similarities, not confirmed duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the strongest issue anchor because it states a broad, concrete Transformers v5 regression and is the most central representative in the cluster, but its nearest neighbor (44534) should be treated as a similar sibling rather than a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best global issue representative: it is broad, clearly stated, and central to the v5 buffer-regression theme, while nearby reports remain only soft matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/offload related, but the titles point to different failure modes and no shared concrete bug is evident." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but zero probabilities and docs/example mistakes plus quantization failure are not the same underlying issue." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": false, + "reason": "The titles are very similar, but the packet only supports a conservative sibling-match, not a confirmed duplicate." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3/MoE, but one is an auto device map CUDA assert and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different bug classes: FP8/MoE failure versus mmap/offload OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Related resize/load behavior, but the issues describe different contexts and models; not enough to merge as one bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention/model-generation symptoms." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but the packet does not show a shared root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel planning are unrelated code paths." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both affect Qwen3.5, but one is ZeRO-3 load failure and the other is incorrect save_pretrained serialization." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is load-time dtype handling and the other is stale config.dtype after from_config." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failures; no shared concrete bug is visible." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the symptoms point to different initialization paths and different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but a broken docs example and nonsensical inference outputs are not clearly the same issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different load-path failures affecting different models and scenarios." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer/load failures, but the models and likely root causes differ." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch memory/quantization themes, but they are distinct regressions with different symptoms." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading bugs; the packet does not indicate a shared underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Related resize_token_embeddings wording, but the reports are not specific enough to collapse into one confirmed bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure, but one is training inefficiency and the other is int4 quantization OOM." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "The titles are thematically close, but this is still only a similar sibling report, not a confirmed duplicate." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math and unused SGD args are unrelated issues." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model/workflow failures; no shared concrete code-path problem is evident." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate serialization/loading bugs." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Similar loss-shift wording, but different models and no shared implementation is shown." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar resize_token_embeddings reports, but the packet does not support a confident same-bug merge." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer behaviors and likely different root causes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated failures." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both hit flash-attention, but the concrete symptoms and code paths differ." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different checkpoints and different loading issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and unrelated bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The high-level cluster summary is mostly grounded, but the analyst is too strong on duplicate claims. In the packet, every soft pair has deterministic_accept=false, so treating issue:43644\u2013issue:44534 and issue:45276\u2013issue:45335 as accepted duplicates overstates the evidence. Also, calling 44534 a \"confirmed\" near-duplicate is not supported by the packet; it is at most a very similar sibling issue. Please downgrade those verdicts to conservative/uncertain language." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:42175|issue:43957", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "3e6c20f248a42600e3d4984b6893460983ffc44d4bb7b415377e5456e250091d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36536, + "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 heterogeneous, but there is a small true duplicate set around `resize_token_embeddings` not propagating updates to model embeddings. Most other pairs are only loosely similar by subsystem or model family, not the same bug.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45292` is the most generic and central report in the resize-token-embeddings subgroup, and it bridges the model-specific variants (`gemma4`, `t5gemma`) that appear to describe the same underlying embedding-update bug.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best issue to keep as the representative issue because its title is broad, concrete, and matches the shared failure mode across the accepted duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: torch 2.10 compatibility vs meta-device model loading regression." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs AudioFlamingo batched inference leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different concrete issues: Gemma4 FSDP2 attention state bug vs Qwen multimodal `text_config` unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated loading/init issue vs Strix Halo mmap/OOM issue." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve `lm_head` tying, but they affect different model families and likely different code paths." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different problems: LoRA gradient checkpointing vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is int4 reserved-memory/OOM." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Generic ModelOutput key assignment bug vs a specific classifier output field mix-up." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma backend issues; one is FSDP2 state handling, the other CPU offload compatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading regressions for different models and quantization formats." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage vs Whisper pipeline `return_language` regression." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both about gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different issues: embedding/token leak in batched inference vs Gemma4 device mismatch during forward." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 memory/OOM regression vs mmap-on-Strix-Halo OOM workaround; not the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading regression and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Gemma4 FSDP2 attention state bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Related model family, but checkpoint loading failure and broken example are not clearly the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug: the resized embeddings are not propagated to output embeddings, with one report being Gemma4-specific and the other generic." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression across Qwen variants vs strict config blocking `granite_speech` loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs RLHF NaN/SDPA math-fallback collapse are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling vs Strix Halo mmap/OOM are different code paths." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs `continue_final_message` behavior in mistral_common are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs Gemma4 FSDP2 attention state bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom models, but one is read-only permission propagation and the other is wrong custom-module resolution." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different save/load regressions for different models; no shared concrete bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` propagation failure, just reported on different model-specific embedding targets (`output_embeddings` vs `decoder.embed_tokens`)." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization breakage vs extra_state save/load failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Backend packaging issue vs meta-device loading regression." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Possible related model-loading symptoms, but the titles do not establish the same underlying tokenizer/vocab bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage type error vs Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage vs resume_from_checkpoint max_steps calculation bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet: the cluster is mostly heterogeneous, and the only clearly supported duplicate set is the resize_token_embeddings trio (45276/45292/45335). The false soft-edge verdicts are conservative, and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 9, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47050" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43299|issue:43931", + "issue:44164|issue:46821", + "issue:43596|issue:44683", + "issue:43632|issue:47050" + ], + "prepared_review_unit_hash": "b35f1c392ffec104173d8ac3819337a1c69c4a833f2ba8e24d0d9de4a6e20fc5", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37511, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of transformer v5 regression reports, especially tokenizer/model-loading issues, but the soft pairs are not true duplicates. The clearest representative issue is the Granite tokenizer regression.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45812 is the strongest cluster anchor because it describes a concrete, high-impact v4\u2192v5 tokenizer regression affecting an entire model family with a clear symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most useful representative overall: specific, testable, and broadly applicable compared with the more generic loading/docs reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both describe training-loss double-shift symptoms, but they are for different models and no shared code path is shown; too model-specific to merge." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is Torch 2.10 incompatibility in general; the other is a torch.autocast dtype mismatch in a specific model. Related theme, not the same bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids vs a CodeLlama round-trip spacing bug; different failure modes and likely different fixes." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer correctness regression vs tokenizer performance regression; same area, but not the same underlying bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is not the same as a broad tokenization change report; different concrete behavior." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and a template compilation TypeError are different code paths and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve model loading in v5, but one is base_model_prefix handling and the other is notebook-defined custom models; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility is unrelated to YOLO multi-GPU device_map auto failure; too broad to treat as duplicate." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are separate issues with different triggers and fix areas." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression and from_pretrained inside Python classes are different loading/pipeline behaviors." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is not the same as a Mistral-3 image dtype mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for specific Qwen VL variants is unrelated to a generic mask shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation failure are distinct errors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is stale return_all_scores wording and the other is removed pipeline-task documentation; different documentation fixes." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment logic are different problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of a past issue is not the same bug as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantization save/load breakage and continue_final_message behavior on mistral_common tokenizers are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer attribute conflict and gguf_file breakage in from_pretrained are different tokenizer/loading failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export.export failing for torch_compilable_check models is not the same as Perceiver non-default-resolution classification failure." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite config text_config unwrapping are separate model serialization/loading bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of a prior issue does not match the mistral_common continue_final_message regression." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language failure is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and est-roberta tokenizer loading failures are different model families and symptoms." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is an EST-RoBERTa loader regression and the other is a Mistral regex patch crash; not the same issue." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device placement mismatch and Gemma4 multimodal quantization dtype casting are distinct bugs in different execution paths." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss single-label classification bug is not the same as a training-loss double-shift regression." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/resource issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but one is a general v5 dev regression and the other is a specific weight-shape mismatch; not enough to merge." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated failures." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3/BertModel index error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag regression and CanineModel ONNX fp16 attention dtype mismatch 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": 26, + "review_unit_index": 10, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897" + ], + "soft_pairs": [ + "issue:45479|issue:46897", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:44737|issue:45859", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "372e918bb2a175250b5a490fb8c7d68c49193e58932371548e20527eff3338c5", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports across tokenizer loading, model init, audio feature extraction, and model-specific regressions. I only see one likely duplicate-style pair, and one other pair that looks close enough on the same loader path to plausibly share a fix; the rest are too broad or model-specific to merge safely.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43452 is the best umbrella issue for the GGUF-loading regression because it names the shared from_pretrained/gguf_file breakage across tokenizer and model loaders, which is broader and more representative than the model-specific follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44206 is the most concrete and implementation-ready report: it identifies the exact failing audio feature-extraction path and the unsupported `center` argument causing the crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different failure modes and model families: zero-loss classification vs Florence2 training loss shift. Similar pattern language is not enough to treat as the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they concern different repositories and likely different tokenizer/model code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "One is a tokenizer load failure for a specific BERT model; the other is a Mistral regex patch crash. Different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "`base_model_prefix` loading regression and junk-filled non-persistent buffers are distinct initialization problems." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer API conflict vs FP8 config failure; no shared code path." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is repo tokenizer.json loading and the other is a DeepSeek-specific correctness gap; not the same concrete bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and SAM3 text-encoder weight loading are separate model-regression reports." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation errors are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language/pipeline behavior and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES registration failure and compiled flex_attention on new torch are different subsystems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from AutoConfig and PagedAttentionCache linear_attention failures are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3Moe and Qwen3.5 PagedAttentionCache crash are separate issues." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but they affect different models and different execution paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but the affected repos and likely root causes differ." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and template compilation error are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and tokenizer post-processor update behavior do not share a concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multimodal iterable-dataset finetuning failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both involve Transformers v5 custom model initialization, but one is non-persistent buffers and the other is general custom-model init; too broad to merge safely." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset failure and Whisper continue_final_message behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package/backend installation issue and BACKENDS_MAPPING validation error are distinct backend-management bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` breakage are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio fbank feature-extraction path; the second is the generic function-level report and the first names the concrete unsupported `center` argument crash." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and notebook-based custom-model initialization failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after token alignment." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe a GGUF/from_pretrained loading regression in Transformers v5; the generic gguf_file breakage plausibly covers the Qwen2.5-GGUF failure in one fix." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different repositories and likely different tokenizer-loading failures; same version range is not enough to merge." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload loading and GGUF loading are different loading paths." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local-checkpoint loading and Whisper continue_final_message are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the soft edges. The two accepted pairs are reasonably supported by the issue titles/path descriptions, and the rejected pairs avoid over-claiming shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 11, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43883|issue:44488", + "issue:43208|issue:47013", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:42915|issue:44291", + "issue:44464|issue:45987", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44008|issue:46899", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:43883|issue:44991", + "issue:43531|issue:44877", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43089|issue:45987", + "issue:43425|issue:44403" + ], + "prepared_review_unit_hash": "d59c649ac437b2f988ebf471341e61d2fc4349f19beefc45bd4223a7e77d42bd", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues across training, tokenizers, multimodal models, generation, and v5 migration regressions. The soft-similarity pairs mostly share broad vocabulary but not the same concrete bug or fixable code path, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs MIMI padding-mask batching bug; different components and failure modes." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but one is about a missing tied-weights attribute and the other about a specific model load regression; not the same code path." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both xLSTM training problems, but one is a bundle of three bugs for small models while the other is a single return_last_states unpacking crash; not the same underlying defect." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper can\u2019t run vs YOLO multi-GPU auto device map failure; unrelated models and symptoms." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash; different issue scope and root cause." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both involve Transformers v5/custom model behavior, but one is custom model initialization and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Jupyter/custom model initialization regression vs remote-code model missing config_class; different initialization paths." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs a template-compilation error; unrelated subsystems." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope/position_ids scaling bug; different model families and code paths." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency vs DAC from_latents/forward mismatch; both audio models but distinct computations and bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 weight tying issue vs device-dependent lm_head serialization inconsistency; related theme but not the same concrete defect." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast load failure vs Mistral tokenizer regex patch crash; different model classes and causes." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection bug vs TrainerState token counter update bug; both trainer-related but unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical AutoModel/pipeline results vs OmDet-Turbo processor size mismatch; different models and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs init_empty_weights unexpected _is_hf_initialized argument; different failing APIs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward vs StaticCache seq-length type contract bug; unrelated generation internals." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading regression for a specific checkpoint vs Mistral regex patch crash; not the same artifact or fix." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict vs MobileLLM key error on load; both load-time errors but different causes." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs Gemma4 unsafe dtype cast in multimodal embedders; different model generations and bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication vs a specific model loading failure; tokenizer construction bug is unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check issue vs processor output-size mismatch; different layers of the stack." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; both quantization-adjacent but not the same root problem." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault on load vs Qwen3OmniMoe video-input ValueError; different model families and symptoms." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized flag regression vs TimesFM window_size AttributeError; both v5-related but unrelated code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on a model class vs tokenizer loading failure for a specific model; different classes of load errors." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict config load failure; unrelated model/config behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression across Qwen VL models vs Qwen2.5-VL rope-index temporal scaling bug; both multimodal/video-related but not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict vs Qwen3 auto device mapping cudaErrorAssert; unrelated tokenizer vs inference/device-map failures." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs StaticCache seq-length return type mismatch; performance issue vs API contract bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility regression vs loading noise; one is an environment compatibility issue, the other is generic UX noise." + } + ] + }, + "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": 26, + "review_unit_index": 12, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:44991|issue:46315", + "issue:43611|issue:44534", + "issue:43716|issue:46899", + "issue:44220|issue:44683", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "a8e15a23c4e4fab3ec5e3817e3416bc156ada9485bde2909b9e7dc7bccdc23ee", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36430, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: many unrelated bug reports across tokenizer, multimodal, vLLM, quantization, and Transformers v5 regressions. Only one soft pair looks like a likely duplicate/follow-up: the Qwen3.5 save_pretrained regressions. No pull requests are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45216 is the cleaner primary report for the Qwen3.5 save_pretrained regression, and issue:45357 reads like a later follow-up about the same serialization bug in the same model family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: broad impact across all Granite models, explicitly labeled as a silent regression, and it has inbound references indicating community uptake.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same model family and same save_pretrained serialization path; 45357 appears to be a later manifestation/follow-up of the same regression." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal/Qwen issues, but one is an IterableDataset multi-image finetuning failure and the other is a rope index scaling regression; different code paths." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load in vLLM versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "One is a tokenizer-loading failure for a specific repo; the other is a performance regression in convert_tokens_to_ids for slow tokenizers." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers v5 breakage, but the concrete bugs differ: base_model_prefix loading versus custom model initialization." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype handling, but they target different bugs/models: image preprocessor mismatch versus unsafe 4-bit cast in embedders." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated subsystems: audio feature extraction versus compiled flex_attention on newer torch." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise/logging behavior is unrelated to a tokenizer loading regression." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing failure is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one affects Granite token IDs broadly while the other is a CodeLlama whitespace round-trip issue." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are different issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is an _is_hf_initialized / Transformers v5 compatibility issue; the other is an mmap OOM workaround." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training and multi-image IterableDataset finetuning are different training problems." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are Transformers v5-related, but one is init_empty_weights argument handling and the other is missing Float8 storage support." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model-loading bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states issues are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to init_empty_weights argument incompatibility." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging/backend, but one is missing TF in the torch extra and the other is an undefined tf backend error with tensorboard-only installs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crash are completely different bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading with Transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk filling are unrelated regressions." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model loading with device_map=auto and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json loading precedence and Granite token ID regression are different tokenizer bugs." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated model-specific issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "This pair is related by Transformers v5, but the concrete failures are different enough that they should not be merged into one bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted soft pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained regression/follow-up, and the rejected pairs are generally separated by model or code path as described. The summary also matches the item set: mostly heterogeneous issues, one likely duplicate/follow-up pair, and no PRs present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 13, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:44265|issue:45072", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:41553|issue:43582", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "d4c85ae7c918bfceb6cb809f26636409864172e03b82669b6b1be25e3844755b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and does not form one duplicate cluster. Only the SigLIP2 pair (43493/43994) looks like the same underlying model-implementation problem; the rest are distinct bugs or docs issues across different models/code paths.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43493 is the best canonical issue for the only clear duplicate-like pair: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy, while 43994 reads like a downstream symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the strongest representative because it states the root cause more directly and is broader/more actionable than the user-facing symptom in 43994.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they target different pages/examples and unrelated content." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batched-vs-single behavior, but they are different models and different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Both look like internal regressions, but one is about non-persistent buffers and the other about ModelOutput key assignment." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and code paths: Video-LLaVA architecture issue vs Sam3 text encoder loading." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is finetuning with multiple images and the other is video position IDs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated bugs: Video-LLaVA temporal-attention/weight sharing vs Qwen3.5 save_pretrained key saving." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation mismatch leading to wrong outputs; one is the root discrepancy report and the other the downstream symptom." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: torch.export with torch_compilable_check vs bfloat16 dtype mismatches." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and bugs: Qwen2.5-VL rope-index scaling vs Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same broad model family, but the failures differ: still-image temporal scaling vs video-input vision_position_ids." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 regression vs single-label-classification zero-loss behavior." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-specific tie failure and the other is device-dependent serialization." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated issues: Voxtral tokenizer error message vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and failures: FineGrainedFP8 config vs GGUF loading in v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading-related, but they stem from different compatibility breaks and different models." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization-version changes are unrelated issues." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video vision position IDs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different models and bugs: perplexity issue on GPT-OSS vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes: Qwen video regression vs Gemma4 device_map forward mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different runtime errors in different models: autocast dtype mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assertion." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and progressive generation inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and device-mapping failures; not the same code-path problem." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export compatibility checks." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Both are model bugs, but one is tied-weight generation and the other is torch.compile/SDPA behavior." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC from_latents/forward mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43493/43994 is the only clearly related pair, and the rest of the listed soft pairs are described conservatively as distinct bugs/docs issues. I didn\u2019t see any overstatement of evidence or any pair that was clearly treated as a duplicate without support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:45823|issue:46821", + "issue:43454|issue:45072", + "issue:46305|issue:46315", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43881|issue:44488", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44877|issue:44991", + "issue:44466|issue:45357", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "faed5f5819e4478882e921fe13857c60563d4cd6e9a23febce5ee7c2565c4f96", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36063, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous but skews toward Transformers loading/offloading/quantization regressions, plus a few unrelated tokenizer, generation, and model-specific bugs. None of the soft pairs look like the same underlying bug/change, so all are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the loading/offloading/quantization area, which is the main theme shared by several nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best representative issue because it has the broadest scope, substantial activity, and sits at the center of the offloading/quantization failure cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate+deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference failure are unrelated bug classes affecting different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenization, but one is add_special_tokens behavior for mdeberta-v3 while the other is wrong token IDs across several models; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask output mismatch is distinct from OmDet-Turbo's image-size mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch during forward and TimesFM window_size AttributeError are unrelated failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight serialization/tied-weights issue is different from dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "An off-by-one sliding-window mask bug is unrelated to a token lookup performance regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model is not the same bug as LoRA gradient checkpointing being ineffective." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in config is separate from composite multimodal config unwrapping in from_config." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder batched-vs-single output mismatch is not the same as Perceiver resolution handling." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading, but one is a specific dequantized-model load failure on gpu+cpu offload while the other is a broader quantized offloading regression; not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight serialization and BitNet packed-weight unpacking are separate loading/serialization bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-specific loading failures with no clear shared code-path or root cause." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault is unrelated to sinq quantized save/load corruption." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next loading segfault are different model/runtime failures." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss keyword mismatch is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization OOM from reserved memory growth is not the same as T5's apex RMSNorm memory leak." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and Qwen3Moe FP8 config failure do not share the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "cudaErrorAssert during auto device mapping is distinct from flash-attention generation problems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is tied-weight lm_head persistence and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and tokenization changes are different subsystems and failures." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to missing text encoder weights in Sam3Model." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping CUDA assert and inability to run 3d_parallel.py are different issues." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resumption epoch-iterator failure is unrelated to early stopping metric resolution." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading failure and mmap OOM on Strix Halo are different memory-management issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/batched padding are unrelated to bfloat16 dtype mismatches in inference." + } + ] + }, + "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": 26, + "review_unit_index": 15, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:43881|issue:44991", + "issue:44451|issue:47020", + "issue:43526|issue:43883", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:44423|issue:45406", + "issue:44734|issue:46858", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44464|issue:46858", + "issue:36331|issue:41720", + "issue:45632|issue:45684", + "issue:44671|issue:44743", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "83247283d48f23841264f1c5c7a63f4b96c554020bcfd793d2dc77aea595ea7e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36263, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only loose theme is transformer runtime/loading regressions across models, but the paired candidates are generally different bugs and should not be merged as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 46858 is the best anchor because it is a concrete low-level runtime regression and the closest thing to a shared root-cause style bug among the cache/compile-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46858 is the most representative and actionable issue for the cluster: it describes a specific, infrastructure-level bug rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache behavior, but 46612 is about missing beam-search cache reorder in specific models, while 46858 is a static-cache slice-arithmetic bug under torch.compile on non-CUDA backends." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems and failure modes: MPS histogram support for Int vs a TimesFM window_size attribute error." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both are runtime failures, but they affect different models and different code paths: SDPA/torch.compile in Bamba vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated bugs: dtype propagation in Blip2 loading versus Trainer max_steps recomputation when resuming from checkpoint." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a regression in processor/tokenizer access, the other is a broader tokenization-version behavior change; not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom model loading/init, but the reported failures are different enough that they do not clearly share one concrete code path." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading issues for different artifacts: a multimodal model load failure versus a tokenizer load failure for a separate model." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer construction problems affecting different models; no shared concrete bug is evident." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label-reduction bug versus missing tied-weights metadata on a causal LM; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are model execution failures, but they involve different models and distinct root causes (compile/SDPA vs CPU offload device mismatch)." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-input bugs, but one is LayoutLMv2 NER/padding handling and the other is OmDet processor/model image-size mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen/Mistral regressions: tied lm_head weights versus incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/offload related at a high level, but they are different models and different failure mechanisms." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image preprocessing resolution, but they are model-specific mismatches with different expected sizes and distinct code paths." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device_map auto failures." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal regressions, but one crashes on a string-to-device conversion and the other is a missing _tokenizer attribute; not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but 44734 is wrong tensor indexing in /v1/responses KV continuation, while 46858 is slice arithmetic with a device tensor under static cache and compile." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: a variable-name collision in Gemma3n forward versus a device mismatch in Gemma4 PLE with auto device mapping." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention device mapping or parallelism, but they concern different model families and different concrete failures." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and missing StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels import/version requirement are separate issues." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both touch compiled generation/caching, but one is inconsistent chunked-generation output and the other is a specific static-cache slice-arithmetic regression." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature change and Qwen3 auto device_map assert are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model-specific regressions: CamemBERT masked LM outputs versus Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer AttributeErrors, but they affect different tokenizers/models and do not obviously share one code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 16, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44913", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:30064|issue:34634", + "issue:29159|issue:36032", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:43531|issue:45759", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:43452|issue:47020", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:43526|issue:43881", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:45357|issue:46402" + ], + "prepared_review_unit_hash": "152f3d7ae76068741d79af5992390e51635eabcafa4ac3910040bc5aeb1399b1", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated or only broadly similar Transformers issues. None of the proposed soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the broadest representative here: it concerns offloading/quantization behavior, has inbound references, and matches the recurring runtime/load-management theme better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall representative for the cluster because it is comparatively general and central to the offloading/quantization class of problems, whereas most other items are narrow model- or API-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems and failures: torch version compatibility vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they affect different models and different serialization behaviors; not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/eval metric handling is unrelated to image processor segmentation-map handling." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different code paths and symptoms." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "One is video input processing in Qwen3OmniMoe; the other is from_pretrained weight_only loading for Qwen3VL." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and Bark voice_preset are unrelated functionality." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency across slow/fast and a T5 add_special_tokens load conflict are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Generic offloading/quantization behavior is not the same as T5's apex FusedRMSNorm memory leak." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen, but one is sliding_window behavior and the other is composite config unwrapping." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization and from_pretrained behavior inside Python classes are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and tokenizer special-token registration in BigBird are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading breaks are not the same as XLMRobertaTokenizer passing a dict to Unigram." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task documentation drift." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert and PEFT adapter local checkpoint loading are different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are distinct problems." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash path import warning and multimodal token-count video-branch bugs are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failures are different serving issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics gathering tuple truncation and SAM3 text/bbox behavior are not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window-related settings, but they are different models and different error conditions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch on CPU offload is not the same as a tokenizer special-token registration bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset and Qwen3 auto device mapping are unrelated model/runtime issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing Float8 storage on load." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite text_config unwrapping and CPU-offload incompatibility in Qwen3_5MoeRotaryEmbedding are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to static-cache seq-length arithmetic under torch.compile." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder save_pretrained keys and missing text encoder weights on load are different multimodal model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 17, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "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:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:47050" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:44464|issue:47050", + "issue:44857|issue:47050" + ], + "prepared_review_unit_hash": "0f35046988142f29950b7b9a230c39313f85af5bf8dcac41b85c5e56fa51ac2b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36668, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a likely duplicate: the two Qwen2_5_VLProcessor batched `apply_chat_template` crash reports. The rest are best treated as related-but-distinct bugs rather than the same underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44514 is the best canonical issue: it is the clearer anchor for the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash, and 44545 appears to be a near-duplicate based on the near-identical title.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the strongest issue anchor in this set because it cleanly names the failing code path and matches the duplicate candidate most closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but they point to different repos and likely different root causes, so they are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different issues: `post_init` handling in patchtsmixer versus `num_labels` propagation in Qwen3.5." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk and inconsistent `from_pretrained` behavior are unrelated failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model load failure, the other is an image-processor dependency regression; same broad area, but not the same concrete bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "A tokenizer constructor TypeError is not the same concrete failure as a model load error for a specific repo." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size handling and bfloat16 dtype mismatches in other models are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification configs, but one is missing propagation and the other is a degenerate zero-loss behavior; not the same fix." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are unrelated training bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are model-specific issues, but SigLIP2 docs/example errors and OmDet-Turbo image-size mismatches are different problems." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` during LoRA fine-tuning is not the same as incorrect visual encoder keys on save/load." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load flows, but PEFT local checkpoint loading and sinq quantization round-tripping are different concrete failures." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to the T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared code path: eval-mode checkpointing restrictions versus a T5 norm implementation leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video-processor padding bugs and FA2 long-context performance regressions are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: unpacking embeddings in TRL SFT versus evaluate-after-train behavior." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenization, but runtime post-processor updates and custom token ID persistence are not the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm leak and missing `supports_gradient_checkpointing` are unrelated model implementation issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline behavior, but cache loading for tokenizers and an unconditional `model_info()` call in a regex patch are different failures." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config unwrapping and a trust-remote-code checkpointing flag are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Likely duplicate/near-duplicate based on near-identical titles and the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash when `padding=False`." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are different problems." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both report bad outputs, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken documentation example while the other is an implementation discrepancy versus JAX." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling and a `GenerationMixin` import error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BigBird tokenizer registration; not the same concrete issue." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness and a T5 error-message bug are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal Qwen bugs: `weight_only=True` loading failure versus incorrect video `vision_position_ids`." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and fp16 ONNX attention dtype mismatch are different execution paths." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype issues, but they occur in different models and contexts, so they are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on 44514/44545 is plausible from the titles, but the writeup overstates what the packet shows: it calls them an \"exact duplicate\" and cites a \"reproducible failure mode\" without body evidence. Keep it more conservative (e.g. \"likely duplicate/near-duplicate based on near-identical titles\"). The rest of the soft-edge rejects are generally conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 18, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "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:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44995|issue:46858", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:45987|issue:46829", + "issue:43596|issue:44220", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:44488|issue:47020", + "issue:43335|issue:43756", + "issue:44008|issue:46858", + "issue:43643|issue:44877", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "9c595eaacce109ced99325c4116d71add6c257beeff051d8f6f6f815a0936d64", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37680, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer-loading regressions, cache/value-shape bugs, model-specific forward-pass failures, and unrelated docs/CI issues. I do not see a true duplicate set; the soft links are mostly same-subsystem similarity rather than the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the items span different models and code paths; they are related by broad transformer/tokenizer similarity, not by one duplicate defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the strongest standalone report to represent the cluster because it has a concrete crash, explicit repro (`fix_mistral_regex=True`), and a well-scoped tokenizer code path. It is still not a duplicate target for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same Mistral/Kimi tokenizer area, but different failures: one is an AttributeError crash in `_patch_mistral_regex`, the other is codec-handling / warning regression. Similar subsystem, not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Post-processor refresh after special-token changes vs LayoutLMv2 NER/padding crash. Different models and different failure modes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression in Kimi-K2.5 vs a GitHub-files API forwarding bug. No shared underlying defect." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is a GlmMoeDsa stale indexer cache issue and the other is StaticCache.get_seq_length returning a tensor on non-CUDA backends. Different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization example errors vs a broad offloading-with-quantization regression. Not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Documentation/example failures for SigLIP2 vs Canine ONNX fp16 dtype mismatch. Unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug vs DAC.from_latents missing STE / forward mismatch. Different models and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs Kosmos2.5 long-OCR index error. Both are input-processing bugs, but not the same underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs BitNet packed-weights loading bug. Distinct components and symptoms." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "One is an output-field assignment issue in VideoPrism; the other is RT-DETR feature-level mismatch in forward. Not duplicates." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs DiaConfig losing token IDs after save/load. Different model families and failure points." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA bug vs MLukeTokenizer AttributeError on tasks. No shared underlying code path." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length contract issue vs VideoPrism hidden_states/output wiring bug. Different subsystems." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 / BertModel empty-index crash vs `_torch_extract_fbank_features()` issue. Unrelated failures." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Canine ONNX dtype mismatch. Different layers of the stack." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues in Qwen models, but they fail at different stages: one is a ValueError in Qwen3OmniMoe video processing, the other is a chat-template token/feature mismatch in Qwen3.5-9B. Same broad area, not same bug." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression. One is correctness, the other is performance." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor argument clash vs loading a specific tokenizer checkpoint. Different root causes." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)`. Not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading models, but one is a `base_model_prefix` regression and the other is inconsistent `from_pretrained` behavior inside Python classes. Different issues." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug vs `add-new-model-like` failing for models in `TOKENIZER_MAPPING_NAMES`. Unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs tokenizer loading failure for EMBEDDIA/est-roberta. Different models and failures." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation maps in image processing vs `CustomTrainer.compute_loss` signature mismatch. No overlap beyond general training/inference tooling." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Perceiver image classification failure with non-default resolution. Different components." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent decoding mismatch. Different subsystems and symptoms." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug vs Gemma4 quantized embedder dtype-casting bug. Not the same underlying change." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attention field regression vs RTDetrV2 output differences. Different model outputs and bug classes." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Loading `cjvt/sleng-bert` vs `XLMRobertaTokenizer.__init__` passing a dict to Unigram. Both are tokenizer-load failures, but not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE layer dropping. Different model configs and logic." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs cache length returning a device tensor. Completely different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "`trust_remote_code=True` missing fields vs strict config blocking granite_speech loading. Related to config loading, but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs DAC.from_latents mismatch. Different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 19, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:47020" + ], + "soft_pairs": [ + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:34634|issue:36010", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:43644|issue:43749", + "issue:44991|issue:47020", + "issue:43606|issue:45072", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:43550|issue:45072", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:44805|issue:44936", + "issue:43716|issue:44008", + "issue:46294|issue:46463" + ], + "prepared_review_unit_hash": "b1857ce043cd0aca6471efed0ef564e83efeab4016a67cc36b117393090b8925", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35270, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a broad mix of unrelated regression reports across tokenizers, multimodal models, training utilities, and runtime environments. The soft pairs are mostly superficial similarity matches rather than true 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:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral tokenizer patching, but one is an offline/network call bug and the other is an AttributeError in a different code path." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: loading AutoImageProcessor from URL versus a template compilation TypeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms; SigLIP2 docs errors are not the same as Kosmos2.5 long-input indexing." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are entirely separate issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both mention v5 behavior changes, but they affect different models and different outputs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal models and different root causes: video input validation versus a variable-name collision." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are different bugs." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load-time segfault and MPS histogram support for Int tensors are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/error-message logic; the other is a loss-computation bug across sequence classifiers." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different mechanisms and failures." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer loading issues, but for different tokenizer families and different concrete failures." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device mismatch with CPU offload is not the same as dtype mismatches during bfloat16 inference." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Shared remote_code context is too broad; these describe different breakages and code paths." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and pipelines import failure with kernels v0.15 are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight_only load error for Qwen3VL is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing update and Whisper batch_decode skip_special_tokens are different behaviors." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in other models." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading bug and Video-LLaVA architecture/weight-sharing issue are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR indexing issue are distinct model-specific failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Incorrect pipeline error messaging is unrelated to SigLIP2 nonsensical outputs." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype-related issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation and Mamba2Mixer cache correctness are unrelated training/runtime bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate failing after train do not share the same root cause." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n forward-name collision are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation messaging 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": 26, + "review_unit_index": 20, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:34634|issue:36331", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:43906|issue:46209", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:36010|issue:36331" + ], + "prepared_review_unit_hash": "4a85939a9e001195c5eb6ad11506619c03abdae7f150d7cb09ccf04f5d4f4819", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36156, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated bugs across tokenizers, model loading, multimodal processors, quantization, and training. None of the soft pairs look like the same concrete underlying bug or change, so all candidate edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate here: the set splits into many unrelated reports rather than one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set, but it still does not represent the other unrelated topics well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen3-VL family loading/shape problems, but one is a model weight-mismatch report and the other is a tensor-parallel plan bug; not the same fix." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different models and different video-processing failures; too little evidence they share one underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is about extra spacing after added tokens and the other is a broader slow/fast inconsistency report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Completely different subsystems: image-size mismatch vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but the concrete failures and code paths differ substantially." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "One is about packed weights not being unpacked during accelerate loading; the other is a dtype mismatch during inference." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model initialization patterns, but they describe different failure modes and code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message regression, the other is documentation drift; not the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated processor vs trainer issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms: masked LM prediction regression vs tokenization changes across versions." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package/dependency install issue vs tokenizer regex crash; no shared concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype-loading issue and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Different Gemma4 issues affecting different components and failure modes." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access bug vs CLIP model structure inconsistency; not the same problem." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-preprocessing boundary bugs, but they affect different models and different calculations." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL issues: weight_only loading error vs temporal position-id scaling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs quantization loading fallback bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "FP8 storage lookup error vs torchvision dependency regression; different code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Model-specific key error vs broad remote_code compatibility regression; not the same underlying issue." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import failure and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "No concrete overlap beyond both being model bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import error for GenerationMixin and Jupyter custom-model regression are different failures." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight-conversion issue and multimodal token counting bug are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error and custom trainer signature mismatch are separate 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": 26, + "review_unit_index": 21, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46291", + "issue:47050" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:45081|issue:45406", + "issue:42175|issue:46291", + "issue:44060|issue:44368", + "issue:43819|issue:43927", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:42915|issue:44821" + ], + "prepared_review_unit_hash": "4c0e312ff06eeabadb6a6903a0484df303b1dd4274fb593b51760cc83cb5593a", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not contain any clearly duplicate issue/PR pairs. One video-related pair is superficially close, but the evidence is still too broad to merge confidently.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45042 is the clearest, most actionable report in the set: it has a precise symptom, version scope, and subsystem, plus inbound references that suggest it is a good anchor issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45042 is the best standalone representative because it is narrowly scoped and concrete, unlike several other reports that are model-specific, broad, or potentially overlapping only at a subsystem level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failures: BeitImageProcessorFast label reduction vs RTDetrV2 output differences." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the affected APIs and likely root causes differ (gguf_file handling vs specific tokenizer compatibility in v5)." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures: a deepspeed zero3 BERT init error versus evaluate() failing after train()." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated subsystems: Qwen3-MoE sliding_window handling vs PIL image processor torchvision dependency." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are loading/runtime errors, but one is a Mistral regex patch crash and the other is a Gemma4Processor attribute error." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Dependency/import issues, but they concern different packages and failure modes (backend extras vs kernels version/revision requirement)." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different concrete bug: wrong tied-weights warning logic vs LoRA fine-tuning config warning." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs in different components: DAC forward/from_latents mismatch vs DiaConfig losing custom token IDs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different code paths: multimodal token counting video branch bug vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated issues: template compilation TypeError vs CLIPTokenizer max_length regression." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete code path." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A local-path import warning is not the same bug as Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7-Flash loading/test failure vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different components: PEFT local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/loading, but one is missing fields with trust_remote_code and the other is unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Completely different areas: CPU offload compatibility in Qwen3_5Moe rotary embedding vs ONNX fp16 dtype mismatch in CanineModel attention." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are model preprocessing issues, but the models and symptoms differ (SigLIP2 zero probabilities vs OmDet-Turbo image-size mismatch)." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/documentation problems: SigLIP2 example issues vs gpt-oss MXFP4 falling back to bf16." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GPT-oss OOM are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio processing bugs: chat-template sampling rate default vs Whisper decode token skipping." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is token counting/undefined helpers and the other is batched output shape; not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading problems: Qwen3 MoE conversion with distributed loading vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different OOM causes and models: int4 quantization memory regression vs Sam3Video OOM." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video/VLMs, but 43329 is a specific undefined-helper bug in multimodal token counting while 44479 is a broader regression report; not enough evidence they are the same fix." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated loading failures: FineGrainedFP8Config on Qwen3Moe vs a key error for MobileLLM-125M." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting and GPT-oss perplexity are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: init_empty_weights/_is_hf_initialized TypeError vs PIL backend torchvision dependency regression." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different failure modes: Qwen3Moe FP8 config vs AutoImageProcessor loading from URL." + } + ] + }, + "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": 26, + "review_unit_index": 22, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43927|issue:44912", + "issue:43425|issue:46291", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:45081|issue:47020", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:44936|issue:46821", + "issue:45538|issue:46869", + "issue:43742|issue:44291" + ], + "prepared_review_unit_hash": "1f7c6b883e468635c99cb62e10e7fcf3e6dbda543d9377d0ab175485ba2727a7", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab-bag of Transformers bug reports across tokenizers, model loading, training, caching, quantization, and multimodal pipelines. The soft pairs mostly share only broad subsystem overlap, not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest standalone report in the set by activity and inbound references, but it is still not a clear duplicate hub for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague data-request issue and an isolated reproduction of an older bug are not the same failure mode." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache behavior, but one is spurious recompilation with chunked prefill and the other is cache length handling; different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention exception handling, but they concern different code paths: tokenizer protobuf decoding vs Fuyu tensor conversion." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count tracking are unrelated subsystems." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are performance/memory reports, but one is FSDP CPU RAM efficient loading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "A missing config attribute in Llama4 is unrelated to pipeline import failure caused by kernels version/revision requirements." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch-not-found import error and Bart generate() UnboundLocalError are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal, but they fail in different model families and different pipeline stages." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model on >=5.1.0 and CLIP tokenizer max length are different issues with no shared code-path bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is missing PyTorch and the other is a Llama 3.2 Vision regression." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token ID loss on save/load and MXFP4 quantization fallback are different model/config bugs." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels import/version requirements are separate dependency issues." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is a weight-tying bug in AyaVision, the other is dtype propagation in Blip2; different underlying problems." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different tokenizers, different regressions, and different fixes." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR failures: AMP/CUDA loss crash vs forward shape/feature-level TypeError." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated model behaviors." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS CLIP bus error and a TrainerState metric update bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Install extras/backends mismatch and missing Qwen2.5-VL import are different packaging/loading problems." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve embeddings/weight tying, but one is a missing tie in Mistral3 and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer construction issues, but they affect different tokenizers and different failure causes." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import failure and LayoutLMv3 box-validation error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "One is a multimodal video-input regression; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure and CLIP tokenizer max_length are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train lifecycle bug and TimesFM window_size attribute error are different code paths." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "A tokenizer max-length quirk and a YOLO device-map loading problem are not duplicates." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key loading error and init_empty_weights argument mismatch are separate model-loading 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": 26, + "review_unit_index": 23, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46512", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:44062|issue:44991", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:43577|issue:46512", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43716|issue:46701", + "issue:45405|issue:45600" + ], + "prepared_review_unit_hash": "5eaeeecb11691b8de04ddc1ff098c3b695f23259e704ccefd7a0e09fa654b3c1", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35532, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers regressions across tokenization, model loading, dtype handling, vision/video, and trainer APIs. Only one soft pair looks like the same underlying bug family (Qwen video-input position-id regression).", + "confidence": 0.39, + "canonical_issue_reason": "Issue 44479 is the broadest concrete regression report in the set and best matches the only likely duplicate pair in the video-input/Qwen family.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the best representative issue here: it has the clearest umbrella scope and the strongest chance of serving as the parent report for a mergeable duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken argument collision and the other is a tokenizer load failure for a specific model; different failure modes and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs FSDP CPU RAM efficient loading breakage; same model ecosystem, but not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden_states bug, the other is a broad tokenizer-version regression; not the same concrete issue." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF/from_pretrained loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape RuntimeError vs slow/fast tokenizer inconsistency; different subsystems and root causes." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta and missing PyTorch import are separate dependency/features issues." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is about BLIP2 submodule dtypes staying float32 while the other is stale config metadata from from_config()." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures, but they affect different model families and describe different code-path errors." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and failure to load a specific model are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These describe the same Qwen video-input regression family; 45381 is a specific manifestation of the broader 44479 bug in qwen2.5-vl positional IDs." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a particular model on transformers>=5.1.0 and list_repo_files not forwarding revision are unrelated API regressions." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and the broader v5.3 video regression are in the same area, but the model families and reported failures differ too much to treat as one bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SIGLIP2 zero-probability outputs and Perceiver non-default resolution failures are distinct vision-model bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting not updating and custom compute_loss signature breakage are different trainer regressions." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights rejecting an unexpected argument and loading AutoImageProcessor from URL are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A failing janus test and inability to load Phi-4 multimodal instruct are different model-specific issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is add_special_tokens/BOS-EOS handling and the other is LlamaTokenizer overriding byte-level pretokenization." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and Smollm3 RoPE layer dropping are unrelated bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication and Mistral regex patch crashing due to missing backend_tokenizer are different tokenizer failures." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend unexpectedly requiring torchvision and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError loading a specific model and missing Float8 storage class are different loading/serialization failures." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE layer omission and Qwen3.5 kernel registration failure are separate model implementation bugs." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE-related logic, but one is a model architecture issue and the other is Qwen2.5-VL video positional scaling; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and DiffusionGemmaGenerationOutput pipeline failure are unrelated multimodal bugs." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "An unreleased peft version pin and stale auto_mappings references are unrelated CI/build issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The chosen representative issue (44479) is a reasonable umbrella for the only clearly overlapping soft pair, and the other soft-edge rejections are appropriately cautious given the differing model families/failure modes. No major overstatement beyond what the titles support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43697|issue:46829", + "issue:28282|issue:32090", + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:45357|issue:45920", + "issue:43697|issue:45216", + "issue:44466|issue:45005", + "issue:43643|issue:45375", + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:44493|issue:46050", + "issue:45200|issue:46463", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "03629da186aa0309f54cd0e28d00607ba61c6f6f8dbffe0b518cd6f1d864c5d6", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35916, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated closed issues. None of the soft pairs are strong enough to treat as the same underlying bug; the closest thematic overlap is the tied-weights reports, but it is still too weak and broad to merge.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly represents the full set: the items span many unrelated bugs, and only a small subset is even thematically adjacent.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the broadest and most umbrella-like report in the set (tied weights on translation models), so it is the best representative issue among the listed items, though it still does not cover the whole collection.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated bugs: XLNet CPU placement/performance vs T5 decoder-input validation messaging." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is an isolated reproduction of an old issue; the other is a FA2 long-context performance regression. Different failure modes." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-mismatch forward bug vs T5 decoder-input validation error; no shared code-path." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: special-token insertion vs CodeLlama leading-space round-trip." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and different logic paths." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the root causes differ: unsafe uint8/finfo casting vs skip-module handling clearing the lm_head exclusion." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Training DeepSpeed weight-shape error vs Bart generate unbound decoder_attention_mask; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Old reproduction issue vs broken Nemotron example; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config problems: num_labels propagation vs strict config rejecting granite_speech fields." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error vs FA2 long-context performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is about gguf_file handling in from_pretrained APIs and the other is a specific model-loading failure; no concrete shared fix path." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model regressions with different symptoms: RTDetrV2 output changes vs VideoPrism hidden_states misreporting." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing-PyTorch ImportError vs Trainer/_gpu_broadcast_one NoneType TypeError; unrelated." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different distributed-training bugs: Gemma4 shared_kv_states construction vs Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is config reload of rotary_pct and the other is a TypeError in convert_rope_params_to_dict." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement bug vs flash_attention crash on s_aux=None; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss behavior; different components and symptoms." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation error message vs Gemma4 multimodal 4-bit dtype-cast bug; unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key serialization bug vs AutoTokenizer token-ID regression; different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference-output regression vs Qwen3.5 checkpoint save_pretrained regression; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a device-dependent lm_head.weight serialization issue and the other is a broader translation-model tied-weights report; not enough evidence of the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but they arise from different mechanisms and different model families." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load-time index error vs trainer.evaluate() failing after train; different failures." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug vs Perceiver interpolate_pos_encoding failure; unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys vs sinq quantized save/load breakage; different serialization bugs." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue vs T5 decoder validation error; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading breakage; different subsystems and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 25, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43531|issue:43742", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:45542|issue:46178", + "issue:43688|issue:45704", + "issue:29159|issue:33357", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43295|issue:45356", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:42898|issue:46491", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43761|issue:47013" + ], + "prepared_review_unit_hash": "c6f3b101218dcd35711c876e56d5f2a9b65722ddf8ddab035cbe20451f68307e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated regressions across tokenizers, model loading, config propagation, vision/audio models, and generation paths. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "If one issue must stand in for the cluster, issue #45701 is the broadest tokenizer-regression report and the closest umbrella to the recurring tokenization complaints here, though the overall set is still too diverse to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45701 is the best single representative because it describes a broad version-dependent tokenization change, which is the closest match to the general theme among these issues. It is still only a loose representative, not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different models and failure modes: SIGLIP2 zero probabilities vs processor.tokenizer/image-input regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer paths: MLukeTokenizer AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different loader bugs: gguf_file breaks from_pretrained vs unconditional model_info() call in Mistral regex patch." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: DAC.from_latents / STE mismatch vs Whisper batch_decode skip_special_tokens being ignored." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but the models and root causes differ: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but CLIPVisionModel regression and VideoPrism output mix-up are different architectures and bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor ImportError and Windows ROCm torch.distributed dependency error are unrelated environment/dependency failures." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different DETR losses and failure causes: float16 AMP crash vs infeasible cost matrix." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and MobileLLM key error are different model/config issues." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR forward shape/type error and Gemma4 quantized embedder dtype casting are different problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend handling, but tensorboard-without-TF and tensorflow_text backend mapping errors are distinct." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and version-dependent tokenization changes are different parts of the stack." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask-token special-token bug is unrelated to mdeberta BOS/EOS not being added." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer/image regression and Kimi-K2.5 tokenizer codec/fix_mistral_regex warning are different tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different regression classes." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer selection issue is unrelated to Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and recurrent-state reset are different generation/state bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline mistral-regex model_info call and tokenizer load failure for EMBEDDIA/est-roberta are different loading issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig losing custom token IDs are different token/config persistence problems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Generic clean_up_tokenization_spaces v5 behavior change and CodeLlama leading-space regression are related only at a very broad tokenization level." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen variants and num_labels propagation in Qwen3.5 are separate model bugs." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and xLSTM return_last_states crash are different model-output contract 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": 26, + "review_unit_index": 26, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:44484|issue:44704", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:44734|issue:46612", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:33666|issue:36331", + "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43262|issue:43295", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:44514|issue:45290", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43643|issue:44561", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "1cfa1115b32199a542c2ee5a663f79c39e1e5b18f100df34d2e73ea5dd1ed5ba", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37140, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly superficial semantic overlaps across unrelated bugs/subsystems. I would not merge any of the proposed pairs; there is no clear single canonical duplicate set here.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue emerges: the items span distinct trainer, config, loading, generation, processor, and device-mapping bugs, so collapsing them into one issue would be inaccurate.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be picked as the most self-contained representative, issue 44514 is the clearest repro-style bug report, but it still does not serve as a cluster-wide duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: multi-GPU Qwen2-VL training vs GenerationMixin import regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error vs general Qwen2-VL multi-GPU training discussion." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Different save/serialization problems: device-dependent lm_head serialization vs quantized sinq save/load breakage." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization bug vs native DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both involve Qwen3.5/FA2, but one is a generation correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Different generation cache bugs: serve KV continuation indexing vs beam-search reorder omission for specific model families." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert under auto device mapping is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different code paths and symptoms: compiled generation drift vs flash-attention generation failure." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field model loading failure vs torch.compile+SDPA execution bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16/FP32 dtype mismatch during eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but they target different model families and different root causes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue vs Trainer compute_loss signature mismatch." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN sources: sliding-window attention on GPU vs classification-head init/checkpoint NaNs." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Chat-template sampling-rate default bug vs processor.tokenizer/image-passing regression." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression vs missing TP-plan entries for Qwen3.5." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Model dtype not propagating in BLIP2 is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading bug and DiaConfig token-ID loss are different model/config problems." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API area, but different failures and triggers: batched padding=False crash vs assistant-tool-call/no-content crash." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field loading bug vs processor output size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Different trust_remote_code breakages: missing returned config fields vs removed is_torch_fx_available dependency." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme, but different configs and fields: pad_token_id vs pad_token_idx." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading regression vs release/versioning issue for MIN_PEFT_VERSION." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading issue and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task message regression." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug vs import failure caused by datasets shadowing Trainer imports." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FP8 B200 inference failure are different defects." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and sinq quantized save/load corruption 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": 26, + "review_unit_index": 27, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44849|issue:46209", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:46821|issue:46832", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "6abc726966639639d8eb243f698c7eec7802763bfc0f3ef9f0db1e5f6d6d5c4b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items describe unrelated tokenizer, model-loading, training, or CI regressions, and none of the soft pairs look like true duplicates on title/description evidence alone.", + "confidence": 0.9, + "canonical_issue_reason": "No canonical issue: the set is too mixed, and the soft pairs do not point to a single underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the broadest regression title in the set, but it is still too generic and not a safe representative for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Different failures: `gguf_file` breaks tokenizer/model loading, while `cjvt/sleng-bert` is a model-specific load failure." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 output quality vs `return_tensors` precedence; different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc/example mistakes vs runtime regression in `processor.tokenizer` access." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient growth." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype drift vs DeepSpeed gradient regression; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Hidden-state regression vs FP8/B200 inference failure." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Generic init breakage vs tied-weight serialization inconsistency." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different symptoms and models: FP8 inference failure vs accuracy regression." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and appear to stem from different behavior changes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing class import vs missing Float8 storage type." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load corruption vs tokenizer AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM on tensor-parallel load vs dependency version bump." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure vs offline-mode hub call in tokenizer regex patch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field vs `init_empty_weights` argument mismatch." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM `window_size` AttributeError vs RT-DETR feature-level TypeError." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup vs flash_attn import key on Python 3.13." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Pretrained preset legacy field vs CPU offload device mismatch." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is missing `pad_token_id` and the other fails to unwrap `text_config`." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime error vs DeepSeek accuracy regression." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected `position_id` keys vs CLIP text model structure mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MoE-related, but they affect different load paths and report different failures." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different missing fields in unrelated configs (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field load bug vs tokenizer special-token registration 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": 26, + "review_unit_index": 28, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "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:43493", + "issue:43606", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:46399|issue:46846", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:44464|issue:46424", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:29159|issue:32090", + "issue:44869|issue:46752", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:43937|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44423|issue:44734", + "issue:44977|issue:46701", + "issue:37428|issue:43957", + "issue:44977|issue:46710" + ], + "prepared_review_unit_hash": "65acc841ac6a8479a3c2163d1a37d3dd7fa28699490377f7dd2e09cd865d1c13", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34905, + "estimated_input_tokens": 8727, + "estimated_eval_tokens": 17710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of mostly unrelated bug reports. Although several items share broad subsystems (flash attention, quantization, Qwen/Gemma, tokenizer), none of the soft pairs look like the same concrete underlying bug or change, so I would not deduplicate any of them.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central/open issue in the set by activity and inbound references, but the overall collection is too mixed to treat it as a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and failures: CPU offload device mismatch vs a stale CI override test." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a missing decorator/registration crash and the other is a tensor-parallel plan omission causing OOM/shape errors." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated models and code paths: bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs RT-DETR forward feature-level mismatch." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization, but one is offloading behavior and the other is save/load breakage after sinq quantization." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Different cache/generation problems; no evidence they share the same failing path." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training-gradient anomaly under ZeRO-3 is unrelated to a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both are correctness regressions, but one is SigLIP2 output quality and the other is a broad key/position-id issue." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to quantization save/load corruption." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but one is multi-GPU OOM and the other is a device_map forward mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting is unrelated to a multi-GPU inference OOM." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty-chat-template IndexError are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow failure-reporting are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning has no overlap with a GPT-oss CUDA OOM." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma pipeline output failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and Python 3.13 flash_attn import KeyError are different failure modes." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export error and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression are different issues." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve continuous-batching multimodal crash and KV-cache continuation indexing bug are distinct code paths." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a DiffusionGemma pipeline failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_attention_utils import error and meta-device loading regressions are different problems." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation malfunction is unrelated to a model accuracy regression after upgrade." + } + ] + }, + "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": 26, + "review_unit_index": 29, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:45406|issue:46121", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:45072|issue:45198", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:43572|issue:44987", + "issue:43450|issue:43575", + "issue:37428|issue:43824", + "issue:43232|issue:44849", + "issue:42490|issue:43493", + "issue:44521|issue:45290", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43295|issue:43493", + "issue:45381|issue:46209", + "issue:42915|issue:43824", + "issue:44466|issue:45127", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:43824|issue:43975", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "18bc28e82477d8ceae54fec1894979f839f3e35043b980487cd2305b11d20fc4", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, generation, multimodal processor, attention, import, and quantization bugs. I do not see any soft-edge pair that looks like the same underlying bug/change, so no duplicate merge is justified.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items do not describe one common problem; they are mostly unrelated regressions across different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative of the cluster because the themes are too diverse and do not form one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different failures: Gemma4 processor attribute access vs. RoPE validation TypeError." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to batched video output shape handling." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to AutoModel config unwrapping for multimodal Qwen." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "CI dtype mismatch is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is different from Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression does not match quantization offloading behavior." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes are not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map PLE mismatch is unrelated to kwargs precedence in processors." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer access regression is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import KeyError is not the same as backend mapping validation." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate decoder mask bug is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video output shape issue is unrelated to tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Importing a flash-attention helper is unrelated to missing Qwen2_5_VL symbol exports." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to output_hidden_states behavior in Qwen3.5." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Path-with-trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs is a different bug from tool-call assistant-message crashes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to return_tensors precedence." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer access regression is not the same as SigLIP2 implementation mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a Qwen2.5-VL import error." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights is not the same as LoRA merge collapse after vocab extension." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Added-token spacing bug is unrelated to post_init reinitializing output embeddings." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU positional encoding issue is unrelated to CohereASR double-shift training loss." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2_5_VL import failure is unrelated to DeepSeek coder detokenization regression." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 eval dtype change is unrelated to Qwen3 MoE memory inefficiency." + } + ] + }, + "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": 26, + "review_unit_index": 30, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:43262|issue:43450", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44442|issue:45198", + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:44792|issue:45563", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:46512|issue:46821", + "issue:38175|issue:45412", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:46424|issue:46858" + ], + "prepared_review_unit_hash": "39ffdf7b402dc77a10d242f28e231d36a0fd0b6eaa5d3ac70190fdde054a0e70", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated transformer bugs across different models, processors, configs, and docs. The soft pairs mostly share broad symptoms or wording patterns, but they do not appear to be the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: BigBirdTokenizer special-token decoding vs a stale GraniteSpeech CI device-override test." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Unrelated: GGUF loading/tokenizer path failure vs from_config dtype bookkeeping." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model internals, but one is non-persistent buffer loading corruption and the other is CLIP class structure inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different media pipelines: audio chat-template sample-rate default vs batched video shape handling." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same missing-attribute symptom, but on different model families with no evidence of a shared root cause." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 4 text-only token-type defaults vs quantized multimodal embedder dtype casting are distinct regressions." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Related Gemma 4 area, but one is token-type IDs and the other is quantized vision/audio embedder casting." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model save-load failures in separate model families." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Non-default image resolution handling vs memory release/GC behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video-input regression across Qwen variants vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale generate() warning; different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: missing default token types vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to GraniteSpeech CI test staleness." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are different subsystems." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU-related, but Qwen3 auto device-map assert on A800 is not the same as FP8 inference on B200." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve missing utilities after API churn, but they reference different symbols and breakages." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they concern different pipeline docs and different deprecated parameters." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: processor output size mismatch vs float16 AMP crash in a loss module." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents/forward mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different components; no shared implementation evidence." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr AMP/CUDA crash vs D-FINE auxiliary-loss omission are separate training issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe length calculation." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Multimodal config unwrapping for AutoModelForCausalLM is a different change than CLIP text-model structure drift." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Audio feature-extractor center-arg crash vs Whisper empty-transcription failure after token alignment are not the same bug." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention helper is unrelated to a Torch 2.10 compatibility issue." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation bug vs tokenizer special-token registration bug are distinct." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length configuration only for quantized cache is different from device-tensor seq length breaking static-cache arithmetic." + } + ] + }, + "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": 26, + "review_unit_index": 31, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:44514|issue:44521", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:28218|issue:32090", + "issue:44448|issue:44779", + "issue:26413|issue:31501", + "issue:43701|issue:45083" + ], + "prepared_review_unit_hash": "f9b073d58d8d95146f3185cd90ff8b6679b6fdb5c3a93f8c6c95aa9fe6a4188d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem and should stay separate. The only clear duplicate is issue:45310 and issue:45478, which share the same title and describe the same Qwen3.5 MoE from_pretrained error.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the best anchor because it is the earlier of the two identical-title Qwen3.5 MoE from_pretrained reports, so it cleanly represents that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue to keep as canonical for this cluster because it is the earliest and clearest representative of the one confirmed duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are different reported problems." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-token spacing and CLIP model bus errors are unrelated titles and failure types." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "base_model_prefix loading breakage and lm_head.weight serialization inconsistency describe different model-loading bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "A SwitchTransformers sparse-layer config bug and a BEiT legacy-field load bug are different model/config issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and a GraniteSpeech CI stale-device test are not the same underlying bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "A flash_attn import key error on Python 3.13 and a Windows ROCm torch.distributed dependency issue are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "An IndentationError importing DebertaV2Model and a qwen3_omni_moe helper behavior issue are different defects." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift between v4/v5 and recurrent-state reset in modular_qwen3_5 are different model regressions." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both mention chat templating, but one is about tool-call assistant messages and the other about continue_final_message with mistral_common." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing _flash_supports_window_size and missing HybridCache are separate import/export failures." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "A SwitchTransformers sparse-layer config bug does not match a qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "These titles point to different models and different failure modes, so they are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Batched padding=False crash and all-zero assistant masks are both chat-template related but describe different concrete failures." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluation and a pipeline translation-task warning are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a Trainer _gpu_broadcast_one NoneType error are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "An AttributeError in flash_attention integration and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-model import warning and a GLM-4.7-Flash unit-test loading failure are not the same report." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are different model-loading problems." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents/forward mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors and a BEiT image-processor label reduction bug are different issues." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and DiffusionGemma staying on meta device are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and a float16 AMP CUDA crash are different failures." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading behavior and GraniteSpeech CI device override are not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example problems and unexpected position-id keys are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same Qwen3.5 MoE from_pretrained error; these are very likely duplicates." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-token spacing and Trainer broadcast NoneType errors are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift and Deepseek tokenizer regressions are different model/tokenizer bugs." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb training not starting are too different to be duplicates." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "A resume_from_checkpoint key mismatch and a qwen3_omni_moe helper issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conservative false verdicts are mostly fine, but the writeup overstates what the packet supports. In particular, the canonical-issue reasoning claims an \"exact duplicate target\" and \"already has inbound discussion,\" neither of which is shown in the packet (there are no explicit duplicate links, and the inbound reference counts do not establish a target). Several soft-edge reasons also assert specific code-path/failure-mode distinctions that aren\u2019t grounded in the packet\u2019s metadata alone. The only clearly supported positive is that issue:45310 and issue:45478 have the same title and are very likely duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:44206|issue:45823", + "issue:44617|issue:46697", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:45290|issue:45381", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:45290|issue:46655", + "issue:44448|issue:44977", + "issue:44360|issue:44561", + "issue:44855|issue:46399", + "issue:45920|issue:46192", + "issue:29870|issue:33290", + "issue:37428|issue:42175", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:44977|issue:45229" + ], + "prepared_review_unit_hash": "533367aa2c0d3dfca581c0f39c6e7ab992b456a13e0ac878208d4f3087e57d2c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35052, + "estimated_input_tokens": 8763, + "estimated_eval_tokens": 17782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a collection of unrelated Transformers bug reports across different models, processors, and runtime modes. None of the soft-edge pairs looks like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest, highest-signal regression report in the set (multiple affected model families and inbound references), so it is the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different failures in different model paths: LASR feature extractor arg handling vs Gemma4 PLE device placement." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated models and bugs: Sam3Video OOM vs Swin2SR over-padding in image preprocessing." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/embedding-collapse after vocab expansion is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Both touch import/utilities, but one is tokenizer error masking without protobuf and the other is a missing availability helper." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different subsystems and symptoms: distributed trainer broadcast of NoneType vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype-related problems, but they affect different code paths and models and are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen tensor-parallel OOM during model load." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection losses and failure modes: missing auxiliary losses vs infeasible cost matrix." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to Qwen3 Omni feature-length calculation logic." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 zero-probability output bug is unrelated to position-id key warnings across models." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different model families and failures: XLM-R Flash Attention 2 support vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position ids are separate bugs in different code paths." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate() decoder mask initialization is unrelated to trainer broadcast errors with NoneType." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval mode is unrelated to undefined variables in a multimodal token-count helper." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.generator-exp limitation are unrelated problems." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated model-specific bugs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to v5 removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator-related problems, but one is a Python parsing/import issue and the other is a runtime registration error." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer wrong token IDs across models is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate() masking bug and Deepspeed Adafactor OOM are not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention helper import is unrelated to TensorFlow not being installed in the torch extra." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image Qwen2.5-VL training failure is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-time embedding dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 33, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:43927|issue:45698", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:44568|issue:45491", + "issue:44561|issue:44779", + "issue:33357|issue:39692", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:43611|issue:46121", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994" + ], + "prepared_review_unit_hash": "42e8193c63382dfab7586b801590e4c43819b9375d80d13648a4a6cdea2040c6", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35912, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous collection of unrelated issue reports. The soft-edge pairs mostly share broad areas like save/load, cache, or generation, but they describe different failures and code paths, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate hub stands out here; if one issue must serve as a representative, issue 43873 is the broadest open user-facing regression in the set, but it is not actually the same bug as the soft-edge candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most general and impactful open report among the listed items, but the cluster does not contain a tighter duplicate family to canonicalize around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is a config/token-id loss bug and the other loads the wrong custom module after save_pretrained; different failure modes and fixes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are unrelated runtime problems; same training stack, not same bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache behavior and compilation, but one is spurious recompilation from lazy init while the other is a device-tensor seq_length arithmetic bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading issues versus multi-GPU CUDA OOM on Gemma4; the symptoms and likely causes differ." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading failure are separate behaviors with no shared concrete code path." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting regression is unrelated to the Trainer broadcast NoneType error." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version support regression and DeepSeekV3MoE implementation divergence are distinct issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v4/v5 regressions, but one is generation output drift and the other is serialization of lm_head.weight; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer behaviors." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config inconsistency for Gemma-3 and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "A LayoutLMv3 error-message clarity issue is not the same as TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion regression and Gemma3 NaN embeddings from sliding-window batching are different code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer correctness regression are separate compatibility bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error loading a community CLIP model and SigLIP2 docs/model-processor mismatch are not duplicates." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and TP load OOM for Qwen2-57B are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and multi-GPU CUDA OOM are both inference failures but not the same underlying issue." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-parameter JSON list TypeError are unrelated loading/validation bugs." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation malfunction and stale num_return_sequences warning are different generation concerns." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save_pretrained/tokenization failure are distinct tokenizer bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu batch feature exception handling are separate issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 tokenization/save failure do not share a concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different subsystems and symptoms." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor unsupported argument crash and video-input regression across Qwen VL models are not the same code-path bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are both quantization-related but clearly 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": 26, + "review_unit_index": 34, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44857", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:45372|issue:45588", + "issue:43065|issue:45412", + "issue:44265|issue:45198", + "issue:43412|issue:45588", + "issue:45491|issue:46693", + "issue:29127|issue:33357", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45406|issue:46701", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:27957|issue:33290", + "issue:43526|issue:46693", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44857|issue:45588", + "issue:43526|issue:44186" + ], + "prepared_review_unit_hash": "4e15a3c0299b2096a31ae47dacf0fb442ca63d1a4bdedf0f49f8d4fc784d9926", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37827, + "estimated_input_tokens": 9457, + "estimated_eval_tokens": 19170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, tokenizer/loading bugs, memory/OOM regressions, export failures, and CI cleanup tasks. I do not see any true duplicate group or a single underlying bug that would justify merging any of the soft pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the items are unrelated across many subsystems and model families, so this is not a duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication triage; the cluster lacks a common root cause, so any one issue would be an arbitrary representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and failures: RoPE layer selection vs a divergence from remote DeepSeekV3 implementation." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is a BigBird special-token registration bug and the other is an AutoTokenizer loading failure for a different tokenizer." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer cleanup and Siglip2 nonsensical outputs are unrelated bugs in different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Import dependency breakage for Gemma4 processor loading is not the same as a flash-attention crash on sink-less models." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and an RT-DETR memory leak are different problems with different fixes." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n ExecuTorch export issues and a flash_attention AttributeError are different backend/code-path bugs." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs from all-padding sliding windows are a correctness bug, while FA2 long-context generation is a performance regression." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error in CLIP are unrelated in both symptom and root cause." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limits and a stale generate warning are separate issues in different parts of generation." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated behaviors." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Better LayoutLMv3 error messaging is unrelated to output-embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent is different from leftover dummy classes leaking into __dir__ and repo checks." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4, but one is an import-dependency failure and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 MoE divergence and D-FINE auxiliary-loss disabling are distinct model-specific bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 wrong outputs and RT-DETR memory not releasing are different failure modes with no shared root cause." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and DiffusionGemma pipeline failure are separate processor/pipeline issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are unrelated tokenizer/model-inference bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory retention and SAM3 lite text memory overflow are both memory issues but from different models and mechanisms." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are not the same root cause." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct tokenizer-loading behaviors." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "An import failure from mistral_common is not the same as hiding tokenizer errors behind a protobuf exception wrapper." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure after align_special_tokens are different generation bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are unrelated image-processing failures." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in DeepSpeed are different optimization/training issues." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "A label-reduction bug in an image processor and a long-context FA2 performance regression are not the same problem." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta FA2 support and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue with transformers are too broad and not demonstrably the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 incorrect outputs and SAM3 memory overflow are different model-specific issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe failure with FineGrainedFP8Config and Qwen3-VL weight-shape mismatch are different load-time problems." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in DeepSpeed with Adafactor is not the same as post_init reinitializing output embeddings after resize." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention sink-less AttributeError are unrelated execution paths." + }, + { + "left": "issue:44442", + "right": "issue:46369", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and SAM3 memory overflow are entirely different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 35, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46640", + "issue:46697", + "issue:46821" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:46121|issue:46399", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:43720|issue:44442", + "issue:45003|issue:45440", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759" + ], + "prepared_review_unit_hash": "dd2a1a284d3d0c4a6f2d3624563713a02a625a8e21e432c99deb032d1d09e8f2", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35056, + "estimated_input_tokens": 8764, + "estimated_eval_tokens": 17784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated model-, config-, processor-, or infrastructure-specific bugs. The soft-similarity pairs do not look like true duplicates; none should be merged as the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the broadest, most actively discussed report in the set and is still open with inbound references, so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the most engagement and cross-references, making it the strongest representative issue; the other issues are narrower, model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config and sliding_window behavior in Qwen3-MoE are different config bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic topic and the other is a specific sink-less-model crash; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantized offloading failures are distinct code paths." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are separate problems." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template crash and wrong video position_ids are different Qwen2.5-VL issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression and patchtsmixer post_init policy are not the same underlying change." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and category-count limit error are different bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are separate issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated audio bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-size handling are different subsystems." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning for trailing slash paths and Qwen3 recurrent-state reset are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging extras missing TensorFlow and a missing import_utils symbol are distinct issues." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are different code paths." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART generate decoder mask initialization are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are similar in shape but not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init validation and Qwen video input regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift and pipeline doc references are not the same issue." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are unrelated preprocessing bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different problems." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code configs and GPTNeoX rotary_pct reload loss are different config issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 decorator parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are different composite-config problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 36, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:44442|issue:45803", + "issue:42617|issue:43575", + "issue:43761|issue:44188", + "issue:43761|issue:44079", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:46829|issue:46932", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:42907|issue:45698", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:44464|issue:46421", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496" + ], + "prepared_review_unit_hash": "590aa83a712bda94fb2a9c9c7507678f6b2e75a6726abe0fb15d2a196e89ec05", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36273, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are mostly false positives spanning unrelated bugs, regressions, and model-specific issues. I found no pair that clearly describes the same underlying defect/change, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No reliable duplicate canonical exists in this set; the issues are too diverse. If a representative must be chosen, issue 45698 is the most concrete, widely discussed save/load regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest single representative by discussion signal and concrete user impact, but it is still not a valid duplicate anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-RAM-efficient loading vs Qwen3-VL weight-shape mismatch are different loading failures with different root causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A version-specific model load failure and a missing backend mapping entry are unrelated import/load problems." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and unrecognized model config are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen-family loading/saving, but one is a weight-shape mismatch and the other is a save_pretrained regression; root causes differ." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare except swallowing errors in a feature converter are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script execution problem and a tensor-parallel OOM on model load are not the same underlying defect." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states output regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "ModelOutput key assignment semantics do not explain CLIPVisionModel returning hidden_states=None." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure and resume_from_checkpoint key mismatch are different code paths." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel load and a MobileLLM key error are distinct loading failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLM-R and a Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states miswiring and Gemma4 quantized embedder dtype casting are different model bugs." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change and missing PyTorch dependency are not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one is dequantized model saving and the other is custom module resolution after save_pretrained; different failures." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline error-message wording are unrelated v5 issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question and an import error for transformers.onnx are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression and eos_token_id config inconsistency are different problems." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Whisper empty transcription generation failure do not share the same root cause." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "A missing utility function and a kernels version/revision import failure are unrelated dependency issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3 config API discrepancy and Mistral-3 dtype mismatch affect different subsystems." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement and non-persistent buffer junk values are not the same defect." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "API discrepancy in config classes and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent outputs under compiled forward and spurious recompilation with chunked prefill are related to compilation, but they describe different concrete failures." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and rotary_pct reload reset are separate configuration bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token configuration mismatch and quantized model save/load breakage are different issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file and an unrecognized model config are different loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 37, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43404|issue:43441", + "issue:44610|issue:46369", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:45542|issue:46234", + "issue:43650|issue:46202", + "issue:43572|issue:46178", + "issue:45803|issue:46170", + "issue:44792|issue:45600", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43525|issue:43531", + "issue:43673|issue:44743", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44190|issue:44964", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "a73d7ab4c944cb2bb4e8209c76595c30ec29e4fe7aeb8e252a88775c871e96a0", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34479, + "estimated_input_tokens": 8620, + "estimated_eval_tokens": 17496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated Transformers subsystems (model config/loading, multimodal processors, Flash Attention, caching, training, etc.). The soft edges are mostly superficial text-similarity matches and should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the paired items do not describe one shared underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative: the set is too diverse, so choosing any one issue would be misleading as a canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage is unrelated to a failed janus image-generation test; different models, symptoms, and code paths." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to a Trainer import error caused by datasets; different failure modes and layers." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures are distinct model-specific issues, not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input size mismatch is unrelated to Sam3-LiteText memory overflow." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss gating in MoE models is a different training-loss bug than CohereASR's double-shift issue." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "A trust_remote_code cache-path collision is unrelated to max_cache_length behavior in cache config." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Qwen2_5_VL batched chat-template padding are different preprocessing bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder's dummy Conv2d and Sam3Video OOM are different problems; one is architecture shimming, the other is memory usage." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend import handling and a missing falcon_mamba availability symbol are unrelated import-utils issues." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is not the same as a Gemma tokenizer roundtrip failure." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping are unrelated compatibility bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling has nothing to do with Windows/ROCm torch.distributed import errors." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus model test failure is unrelated to stale Sam3LiteText entries in auto_mappings.py." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Beit legacy-field loading and wrong custom-module loading after save_pretrained are both loading-related but not the same concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image generation test failure and Qwen3.5 flash-attention generation problems are separate model/runtime issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "NemotronH FlashAttention 2 support error and a generic Flash Attention 2 issue are not enough to conclude the same code-path bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor mismatch and missing fpn_position_embeddings in Sam3VisionEncoderOutput are different processor/model API issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops label elements, while the other is auxiliary-loss normalization in MoE models; unrelated training logic." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config/model bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache missing during chunked prefill is not the same as Qwen3 modular recurrent states resetting with cache." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload regression are unrelated state/config persistence issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and local-path import warnings are entirely different code paths." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + } + ] + }, + "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": 26, + "review_unit_index": 38, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:44869|issue:46832", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:45632|issue:46617", + "issue:46082|issue:46697", + "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:43673|issue:46421", + "issue:44242|issue:46897", + "issue:44077|issue:44877", + "issue:44933|issue:45362", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "ef09301e0e75f8fa510fdbcaea04bdb363580deccb6f076ffe795841b231ee3b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36528, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; none of the soft pairs looks like the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43644 is the most self-contained, broadly framed framework regression in the set, so it is the closest thing to a representative issue, though the cluster does not really cohere as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the clearest, most actionable issue with a concrete failure mode and framework-wide impact, making it the best single issue to represent this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error in DebertaV2 is unrelated to a flash-attention AttributeError in sink-less models." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper word-timestamp decode crash and RT-DETR feature-level TypeError involve different code paths and model families." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and different mechanisms, so they are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs cleanup after pipeline removals; the other is a model/pipeline correctness problem for SigLIP2." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category cardinality overflow and cache sequence-length arithmetic are unrelated failures." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a path collision and the other is a FileNotFoundError from cache loading; not the same concrete bug." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Llama head_dim validation and Swin2SR over-padding are different subsystems and failure modes." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder-mask initialization and token-embedding resize reinitialization are separate model bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different loading/weighting issues." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload behavior are unrelated config/runtime problems." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse layer construction in SwitchTransformers has nothing to do with the DebertaV2 Python 3.13 parsing error." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing cache in v5 and the other is spurious recompilation from lazy cache init; too different to merge." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss and Florence2 double-shift training loss are different loss-computation bugs." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init allowance and granite_speech strict-config loading are separate config-validation topics." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different problems." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning handling and Whisper empty-transcription generation are unrelated generate-path bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and local-dataset loading in the image-classification script have no common code path." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert and category-count overflow are unrelated failures." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same underlying bug as processor/model image-size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen variants and KV-cache continuation crash in transformers serve affect different subsystems." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and local dataset loading in a training script are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sinkless-model crash and xLSTM train-mode unpacking bug are different code-path failures." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and janus image-generation test failure do not match." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processor issues, but one is vision_position_ids and the other is padding calculation; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is explicit CUDA OOM in Sam3Video and the other is memory overflow when calling sam3-litetext; different causes and fixes." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to the local-dataset loading failure in the training script." + } + ] + }, + "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": 26, + "review_unit_index": 39, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:45290|issue:46752", + "issue:44112|issue:45600", + "issue:44521|issue:45381", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:25251|issue:29870", + "issue:43526|issue:46697", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:43673|issue:46858", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:27957|issue:35141", + "issue:45632|issue:46234", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:42175|issue:44279", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "84f69f73ffef2483f4d8089bc4f0f42d3d25b200a161dbc882fd37b7729e7703", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most pairs are superficially similar by subsystem or wording but describe different bugs. The only clear duplicate-like pair is the DeepSeek tokenizer regression reports, which appear to share the same underlying v5 tokenizer breakage.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46489 is the most specific, actionable report in the only plausible duplicate pair; it clearly describes the DeepSeek-Coder v1 v5+ tokenizer regression and points to an incomplete prior fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46489 is the strongest overall issue candidate because it is concrete, regression-oriented, and directly tied to the tokenizer code path rather than a broad symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention embedding/save_pretrained behavior, but one is about LoRA merging with extended vocab and the other about incorrect visual encoder keys in Qwen3.5; different code paths and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward and a stale paged-generate warning are unrelated generation issues, not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different models and symptoms: processor/tokenizer access regression vs Gemma4 resize_token_embeddings not updating per-layer/output embeddings." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions in v5/v5+ and point to the same broken tokenizer code path; 46489 reads like the model-specific manifestation of the broader v5 regression in 44779." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty input list; these are distinct edge cases." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale GraniteSpeech device override test and the other is an auto_mappings reference to removed Sam3LiteText configs; unrelated failures." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both concern multimodal/chat-template behavior, but assistant_masks being all zeros and Qwen2.5-VL video vision_position_ids being wrong are different bugs in different paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation tensor-indexing crash are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting change and BART decoder_attention_mask UnboundLocalError are separate issues." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor bugs, but reduce_labels returning one label and Swin2SR over-padding are different implementations and failures." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and Fuyu bare except swallowing errors are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend due to extras installation are different packaging/runtime problems." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated repository/client issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and unrecognized model_type in config.json are different config-loading failures." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no evidence of the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache, but one is a missing cache in chunked_prefill and the other is device-tensor seq-length breaking static-cache slice arithmetic; not the same concrete defect." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same issue." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-loading regression and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention support and embedding reinitialization after resize_token_embeddings are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast of NoneType and output embedding reinitialization are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Backend dependency packaging issue and generic dependency issue are too broad and not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import failure and missing layer_type_validation export are unrelated import errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge judgments are appropriately conservative. The DeepSeek tokenizer pair (44779/46489) is the only clearly duplicate-like match from the titles, while the other rejected pairs are plausibly distinct bugs or edge cases." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 40, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:43531|issue:45600", + "issue:46082|issue:46121", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:43582|issue:46932", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:44496|issue:45042", + "issue:44016|issue:44220", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43650|issue:44220", + "issue:44496|issue:45759", + "issue:43381|issue:45593", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:43299|issue:45216" + ], + "prepared_review_unit_hash": "e021f2136f47726a3687d0a25dfe21055afedff8b9f4277e22e852b8e445a7d8", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only superficial Transformer-related wording, not the same bug or fix path. No soft pair is close enough to merge as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the clearest substantive, code-path-specific bug report in the set and has the strongest discussion/activity signal; it is a better anchor than the many unrelated config, docs, cache, and model-loading issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue overall because it describes a concrete multimodal generation bug with active follow-up, while the rest of the items span unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs a CI break from removed Sam3LiteText config references." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-validation related, but one is Llama head_dim handling and the other is rope-validation list typing; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated failures: position_ids buffer access vs CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup vs a notebook syntax error; no shared underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is GenerationMixin chunked_prefill cache missing and the other is max_cache_length handling in quantized cache; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and failures: processor/tokenizer image handling regression vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Separate issues: a helper-length computation bug in qwen3_omni_moe vs CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Version/runtime compatibility problems, but one is Python support and the other is loading a specific model package; not the same issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model config loading vs PIL image processor torchvision dependency; different failure surfaces." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and a feature-extraction TypeError are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for return_all_scores; different artifacts and code paths." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache handling bug vs ANSI escape output in loading_report; no underlying overlap." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for text classification vs model import/config loading failure." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one concerns saving dequantized checkpoints and the other FlashAttention inference failure; too different to merge." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled failure and the other is an incorrect version check for AuxRequest import." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague 'ADD THE DATA' issue is not the same bug as _torch_extract_fbank_features()." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve loading configs/models, but one is an unrecognized model_type and the other is not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different training/inference behaviors." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword-argument conflict; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash_attention, but they are distinct bugs: Ministral-3 model failure vs AttributeError on s_aux=None for sink-less models." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure is unrelated to cache max length configuration." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version incompatibility vs a generic dependency issue; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL import and a nonexistent image_utils import are different namespace/export problems." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "apply_chat_template assistant-mask bug vs FA2 long-context performance regression; different functionality and fixes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not a single code-path defect." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different composite-config bugs affecting different models and fields; one initializes defaults from None, the other drops a config field under @strict." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure after token alignment." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are IndexError-style crashes, but one is QA top-k bounds and the other is apply_chat_template on an empty list; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is loading breakage and the other is incorrect save_pretrained output; distinct code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 41, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085" + ], + "soft_pairs": [ + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:46082|issue:46399", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "f19c25229355bee9c2badb978e2820331deaa8501b4201d9ccb686a5a2d9e29d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35387, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous. The soft edges mostly connect unrelated regressions across tokenizers, multimodal configs, docs, training/runtime bugs, and dependency/version issues, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest representative: a concrete, broad tokenizer regression with a clear v4\u2192v5 behavioral change and user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the clearest reproducible failure and broadest blast radius among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: dropped final batch results vs memory overflow." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency complaint vs a specific unreleased PEFT version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different pipelines and different mistakes." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker bug and a vague data request are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tie_word_embeddings warning are separate issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype loading bug is unrelated to Qwen save_pretrained serialization." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import vs broad import failures after upgrade; not the same root cause." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor-selection bug and remote_code breakage are different failures." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation around head_dim is unrelated to a missing kernel registration decorator." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased dependency pin are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RTDetr loss infeasibility are different training bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but they affect different models and show different incorrect outputs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Weight serialization inconsistency and resize_token_embeddings propagation are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen multimodal loading failure and save_pretrained key serialization are distinct code paths." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config constructor validation vs stale config.dtype after from_config are different issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap: a placeholder data request vs an FP8 inference crash." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 device placement are different problems." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and missing default mm_token_type_ids are different model-behavior bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7 unit-test loading issue are unrelated model-specific failures." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch versions and tensorboard/TensorFlow backend setup are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention auxiliary state crash and RTDetr loss infeasibility are different runtime bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different missing-default initialization 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": 26, + "review_unit_index": 42, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45081", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:44623|issue:44749", + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:45600|issue:45712", + "issue:43901|issue:44246", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:42796|issue:43441", + "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43723|issue:44162", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:45325|issue:46851" + ], + "prepared_review_unit_hash": "b3997d97d5ab80f794a2cf3471f24a4d2eb79c63e533e4d0ddd21ee6e03a1a57", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated issues spanning tokenizers, loading, quantization, docs, and assorted model regressions. No soft pair looks like the same underlying bug/change, so all soft edges are rejected. There are no PRs in the set.", + "confidence": 0.86, + "canonical_issue_reason": "No single true duplicate canonical issue stands out because the cluster is heterogeneous. If one issue must represent the set, issue 44779 is the best fit: it is a concrete v5 regression report with a clear behavioral break and user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44779 is the strongest representative issue because it is specific, reproducible, and centered on a clear versioned regression rather than a docs/config or ancillary failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer behavior, but one is OOM from Adafactor while the other is double optimizer stepping; different failure modes and code paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Completely different models and bugs: FlashAttention failure for Ministral-3 vs OCR long-input index error in Kosmos2.5." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs Hub file listing not forwarding revision; unrelated subsystems and symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model save failure and dequantized model load/offload failure are both quantization-adjacent, but they are distinct operations and bugs." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape handling in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring crash with future annotations is unrelated to Gemma 4 processor loading failing on an import error." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family and position_ids terminology, but one is CPU-offload incompatibility in rotary embedding while the other is variable-length input handling; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and different failures: missing rms_norm_eps precision issue vs torch.split return-value handling." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained loading are separate workflows and errors." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend installation packaging issue vs Python version compatibility issue; not the same root cause." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes are different repository hygiene/CI problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and different paths: CamemBERT MLM predictions vs Deepseek tokenizer output." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to CLIPVisionModel hidden_states behavior." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and a generic glm-4v-9b loading failure are not clearly the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer NER/padding crash and RTDetrLoss infeasible cost matrix are different components and failure signatures." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE marker handling and FlashAttention loading are separate bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Importing a specific Qwen2.5-VL class and a Python version support issue are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI code generation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are different model/backend issues." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model fails for one reason, while the other is a packaging/backend dependency issue; no shared root cause." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing config attribute on a model config and trust_remote_code returning missing fields are not the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading_report ANSI escaping and a wrong docstring for position_ids are distinct documentation/runtime issues." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both involve processors, but one is a video padding bug and the other is a missing-vision-backend import/reporting issue." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but they describe different models and different logic: Qwen2.5-VL rope scaling vs Qwen3.5 variable-length input handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 43, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:46614|issue:46665", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:44242|issue:45593", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44451|issue:46752" + ], + "prepared_review_unit_hash": "81ca26679bb48ece22a05c28d8edfc7134adda1cddaf4cb1d26cd4a22ac5db81", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad themes (imports, Qwen, DeepSpeed, tokenizers), but they do not describe the same underlying bug or change. I would not merge any of the candidate pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels-related import/runtime failures, but one is a pipelines import dependency/version check and the other is a Qwen3.5 registration crash; different code paths and fixes." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "One is about slow import performance, the other is an unrecognized model/config loading failure; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save/load metadata mismatch vs DeepSpeed zero3 from_pretrained failure; unrelated symptoms and code paths." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-related, but one targets a helper length computation in qwen3_omni_moe and the other is variable-length position_ids behavior in Qwen3.5; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to the Python-version support regression." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers NameError on nn import is unrelated to the tensorboard/tf backend error." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a kernels registration/decorator crash and the other is variable-length input handling; not the same defect." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and modeling_utils sys.modules access are separate implementation problems." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling crash is unrelated to the Qwen3.5 kernels registration failure." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "These affect different models and behaviors: dtype mismatch in inference vs hidden_states being populated incorrectly." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a buffer-backed position_ids tensor is unrelated to the DeepSpeed zero3 from_pretrained issue." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and chat crashes for Qwen3.5-35B are distinct model/runtime issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id config inconsistency are different classes of bug." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention crash on sink-less models is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a hf4.x\u2192hf5.x LoRA compatibility problem and the other is a Qwen3VL MoE loading regression; not mergeable as one fix." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError do not share the same root cause." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern auxiliary losses, but they are for different models and mechanisms (MoE router loss vs D-FINE denoising aux losses)." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are separate import issues." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "DeepSpeed appears in both, but one is Qwen3 MoE weight conversion with accelerate and the other is a ZeRO3 deque error; different root causes." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template on an empty list." + } + ] + }, + "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": 26, + "review_unit_index": 44, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42199", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:45003|issue:45561", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:43295|issue:45292", + "issue:43475|issue:46369", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43526|issue:46894", + "issue:42199|issue:46851", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "4bdcff21c1a0bf6b0b0d30ec6674ae6f6162ffbea653b6accca3e71adaf36c3c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35081, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated transformer issues; none of the soft pairs look like the same underlying bug/change. The most broadly representative issue is the multi-model regression report in issue:44479, but there is no strong canonical duplicate set here.", + "confidence": 0.44, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items span unrelated subsystems and models; if one must be chosen, issue:44479 is the broadest regression report with the clearest multi-model scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall representative issue because it describes a concrete regression affecting several related model families and is clearer/more general than the more narrow one-off bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different failures in different paths: video-classification processor routing vs audio feature extraction." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the model and likely root cause differ; not the same concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model loading and unsafe sys.modules access are unrelated issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs import-time slowness; no shared underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but they affect different model families and appear to stem from different code paths." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is strict-field dropping and the other is text_config unwrapping; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist file-write race are unrelated implementation bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 token-id defaults." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to the reported post-upgrade slowdown." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is CPU offload compatibility and the other is kernel registration; different defects." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Token embedding resize mismatch and RTDetr cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque underflow and broken auto_mappings references are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2.5 VL image processor import and BertModel ZeRO3 index error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings output-embedding mismatch are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video attribute error and SAM 3 LiteText memory overflow are different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights vs decoder embedding resize propagation are separate issues." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on save_pretrained and unrecognized image processor on missing backend are not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config loading, but they concern different models and different strict-field problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE router loss omission and LwDetr float16 crash are unrelated training issues." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Florence2 training-loss double-shift bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Physical-intelligence model loading failure and tokenizer error masking with missing protobuf are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() UnboundLocalError and MLFlow job-status reporting are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Label-array truncation and CohereASR double-shift training loss are different bugs." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2.0 and a generic Flash Attention issue are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 45, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43701", + "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:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46858", + "issue:47068" + ], + "soft_pairs": [ + "issue:44060|issue:44077", + "issue:44479|issue:46170", + 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1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36293, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and mostly contains unrelated issue reports. A few pairs share a model family or subsystem, but the concrete failure modes differ enough that none should be merged as duplicates or paired PR-equivalents.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44479 is the broadest and clearest standalone bug report in the set: it describes a concrete v5.3.0 regression affecting multiple video/VL model families, with a reproducible user-facing failure and wider apparent impact than the more narrow one-off reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue to anchor the cluster because it is explicit, reproducible, and spans several related model variants rather than a single edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different bugs: a tied-weights warning in Qwen3-Next versus a deprecation/optional-post_init policy issue in patchtsmixer." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated failures: a video-input regression in Qwen/VL models versus a Windows ROCm import/type error around torch.distributed." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a weight-tying warning during LoRA fine-tuning and the other is a flash-attention generation correctness issue." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different subsystems and symptoms: RT-DETR memory not released on deletion versus MaskGenerationPipeline dropping the last partial batch." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token decode bug in BigBirdTokenizer is unrelated to the ESM2 model breakage." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and a deepspeed double-step optimizer issue are distinct training/runtime bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache loading offline is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but different concrete issues: a dummy Conv2d implementation versus a model-type/config warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different model paths and failures: missing vision encoder output attribute versus a video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite speech config strictness is not the same bug as the Windows ROCm import dependency failure." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/type problems on Windows ROCm are unrelated to RT-DETR forward-shape errors when feature levels exceed backbone outputs." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "A tokenizer load issue in v5 is not the same as an accuracy regression after version upgrade." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie-word-embeddings warning are different classes of failure." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior on the \u2581 token." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A repeated tie_word_embeddings warning is not the same as a stale generate warning for num_return_sequences." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa cache/indexer corruption on second forward is unrelated to Gemma4 requiring mm_token_type_ids for text-only fine-tuning." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "A chat-completions API acceptance regression is not the same underlying bug as a tokenizer/pipeline roundtrip failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The isolated reproduction of another issue is not the same concrete failure as the Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve performance/runtime behavior, but one is an attention-kernel correctness divergence and the other is cache initialization causing recompilation." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and a deepspeed host-synchronization concern are unrelated code paths." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "An MPS histogram/int dtype issue is unrelated to apply_chat_template requiring a chat template." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on repeated forward passes and a flash_attention None-handling crash are different bugs." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type mismatch is unrelated to LlamaConfig validation of explicit head_dim." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation handling and static-cache seq-length arithmetic are separate failure modes." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a Chinese-language performance regression after upgrade do not look like the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder implementation details are unrelated to mask generation batch-finalization behavior." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained, but one writes the wrong tokenizer class metadata while the other omits processor files; they are not the same concrete defect." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and AutoProcessor backend-missing reporting are different issues with different triggers." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A throughput regression after upgrading Transformers is not the same as deepspeed calling optimizer.step twice." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and a filtering-speed 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": 26, + "review_unit_index": 46, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47059" + ], + "soft_pairs": [ + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:44964|issue:45137", + "issue:42994|issue:43482", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:39692|issue:46726", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:43232|issue:43673", + "issue:43986|issue:46726", + "issue:45230|issue:45397", + "issue:45310|issue:45375", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45561|issue:47059" + ], + "prepared_review_unit_hash": "99590bcdd432eee78712e7a6be45e9e5ba1b0839a94da4939b3e9cc97f1e07fe", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34844, + "estimated_input_tokens": 8711, + "estimated_eval_tokens": 17678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic group of transformers regression reports, but the paired items do not look like true duplicates of the same underlying bug/change. No soft edges should be merged; the strongest representative issue is the broad v5 custom-initialization regression report.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the cluster\u2019s dominant theme: Transformers v5 breaking model initialization / loading paths. It is still only a representative issue, not a true duplicate umbrella for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the clearest high-level framing and likely covers the most central regression class among the listed issues. It is the best single issue to anchor triage for this mostly-v5-breakage cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram init failure are different code paths and different failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both mention model initialization regressions, but ESM2 broken is a specific model-family issue, not the same concrete bug as generic custom-model initialization." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor.save_pretrained file emission and DeepSpeed optimizer stepping are unrelated subsystems." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and ZeRO3 deque underflow are different failures with no shared concrete code path." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite directions and different model/loading stacks." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE, but one is a missing vision-config field and the other is a generic from_pretrained error; not enough to call the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 vision attribute and missing fields from AutoConfig with trust_remote_code are different model/config problems." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision output attribute error and TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Docs-example errors for SigLIP2 and missing-vision-backend AutoProcessor crash are both vision-related but not the same bug or change." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids failure are distinct runtime issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but sync_gpus kwargs update and chunked_prefill cache absence are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision dependencies, but one is video-model loading without torchvision and the other is generic unrecognized image processor handling; too broad to merge as one bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus gemma-4 ZeRO3 from_pretrained error; no concrete overlap." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE issues, but one is a generic from_pretrained error and the other is a missing config field; likely related but not clearly the same underlying bug." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Docstring import-time lint output and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe model compatibility and processor.save_pretrained missing files are different functional areas." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; Qwen3.5 variable-length position_ids is a functional bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are both export/import problems, but not the same specific missing symbol or code path." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer regression are different tokenizer bugs with different triggers." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are separate tokenizer issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and incorrect pipeline-parallel LLM output are distinct problems." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist captured_info.txt race and huggingface_hub CLI completion breakage are different test/CLI infrastructure issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + 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+ "issue:46701", + "issue:46829", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:45137|issue:47000", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:44857|issue:46877", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:45593|issue:46877", + "issue:44222|issue:45310", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45561|issue:45600", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:42175|issue:45712", + "issue:44568|issue:47085" + ], + "prepared_review_unit_hash": "48db43c9b8e507ee710e8ece305bf7a40fb9136da294e1171987ccc56e47c22a", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36343, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with one clear duplicate pair: issue:42673 and issue:43704 share the same title and describe the same Qwen3ForCausalLM VRAM leak across dataloader threads.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the better canonical issue because it is the earlier side of the exact-title duplicate pair and has much higher discussion activity than 43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest global issue representative because it anchors the only exact duplicate pair and appears to have the broader discussion around the bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen-related failures, but one is an import-time NameError and the other is a rotary/kernel registration crash; different code paths and bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma-related behavior, but one is a processor attribute error and the other is a tokenizer roundtrip issue; not the same defect." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible cost matrix are unrelated failures." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism wrong output and Qwen3_5 image-specific infinite loop are distinct runtime bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`AutoImageProcessor` vs `HybridCache`) and different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate API/export issues." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "`add-new-model-like` mapping logic and a CLI completion error from huggingface_hub are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA fp16 crash in LwDetrImageLoss and auto_docstring stdout noise are unrelated subsystems." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a missing Qwen2_5_VL import are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE models, but they are different model families and different from_pretrained failures." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma pipeline roundtrip and DiffusionGemmaGenerationOutput pipeline breakage are distinct pipeline/model bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated AttributeErrors." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time output are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same reported bug: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads; 43704 is a near-verbatim duplicate of 42673." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a Janus image generation test failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure; different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config import/registration failure and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow optional dependency packaging and a missing image_utils import are different issues." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen recurrent-state reset logic and a DeepSpeed host-synchronization concern are separate code paths." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Captured-info race in testing utils and stale auto_mappings references are different CI problems." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue and missing image_utils import are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow job reporting and DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding resize/reinit behavior are different issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and missing BOS/EOS insertion are related only broadly to tokenization v5, but not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Default config initialization in Phi4MultimodalConfig and VideoPrism output field misassignment are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend dependency and leftover dummy classes in dummy_pt_objects.py are different maintenance issues." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "A tokenizer-specific add_special_tokens regression and a general tokenizers thread-safety regression are different defects." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate pair (42673/43704) is well grounded from the identical titles, but the canonical_issue_reason overstates the evidence by claiming 42673 is the \u201cmore detailed\u201d report and the better global representative without body-level support in the packet. The rest of the soft-edge rejections look conservative, but I can\u2019t accept the summary as written because of that unsupported detail." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:44623|issue:45310", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:44843|issue:47085", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:42673|issue:47085", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "42f6a8bcad99caaed84bec48f125db3ea879cfa65118a83aa783c310ce14b04b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36638, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate edges are superficial similarity matches; they describe different bugs, models, or code paths, so none should be merged as duplicates. The most representative issue in this set is the broad tokenizer-behavior regression report around v5 semantics.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 42898 is the broadest, most central regression report here: it describes a generic v5 tokenizer behavior change that can affect many downstream callers, not just one model or example.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is also the best overall representative because it is a clear, cross-cutting tokenizer regression with direct user impact and broad applicability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different failure modes: save_pretrained missing files vs from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: stale auto_mappings CI breakage vs huggingface_hub CLI attribute error." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance-related, but they target different symptoms and code paths (VRAM leak in multithreaded loading vs FA2 long-context slowdown)." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same bug as thread-safety regressions in fast tokenizers." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different subsystems: Gemma4 attention-mask construction vs pipeline final-batch handling." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization is unrelated to Whisper timestamp decoding on trailing replacement characters." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are separate documentation issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both mention v5 tokenizer regressions, but one is a generic behavior change while the other is a model-specific Granite token-ID bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue is different from mDeBERTa add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Different broken docs examples for different models." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model_info call in AutoTokenizer is unrelated to tokenizer thread safety." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different model-specific breakages and likely different causes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Importing sentence-transformers with missing nn is unrelated to missing Qwen2.5-VL symbol exports." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in one model/threading scenario is not the same as tokenizer thread-safety failures." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model support is unrelated to MLflow reporting after training failure." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different bugs: failed-job MLflow status vs model loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 multimodal token-type defaults are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both touch v5 tokenizer/processor behavior, but one is a generic tokenizer-space regression while the other is a processor.tokenizer/images API break." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image-processor helper missing a method is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and deepspeed double-step are different training/runtime bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenizers and distinct codec/warning behavior." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failure tracking and custom trainer loss-signature incompatibility are separate training issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are unrelated import errors." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a documentation parameter-name typo." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior is unrelated to tokenizer_class metadata mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script output bug and local dataset loading failure are different issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance 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": 26, + "review_unit_index": 49, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:44190|issue:46082", + "issue:46305|issue:46655", + "issue:46369|issue:46909" + ], + "prepared_review_unit_hash": "f6df4dd6e57a3c33324a08b33cadf1db80fee43147c74ebac853348d8462db05", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues (tokenizers, save/load, config validation, FP8, attention, docs). None of the soft pairs look like the same underlying bug/change, so they should all stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must represent this noisy cluster, issue:45071 is the broadest cross-cutting regression report (v5.4.0 / PretrainedConfig type checking) and is less model-specific than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the best umbrella representative because it describes a general v5 regression rather than a single model- or component-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 sub-issues: one is a tied-weights warning, the other is a missing tensor-parallel plan." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports/namespace exposure, but the concrete bugs are different: a nonexistent image_utils import vs dummy PT objects leaking into dir()." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy problems and processor.save_pretrained file emission are unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch and DeepSpeed double optimizer step are different failures." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A Pegasus v4/v5 output regression is not the same as AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is BPE-marker handling and the other is AutoTokenizer loading/import behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different save paths and symptoms." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality overflow is unrelated to AttentionInterface.register semantics." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default initialization and non-persistent buffer junk are unrelated initialization bugs." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same as Minimax MSA numerical drift." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register behavior change is distinct from an accuracy regression in a specific model after upgrade." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only and not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and different missing symbols." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not clearly the same bug as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy model preset loading and a CLI/huggingface_hub attribute error are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "General PretrainedConfig type checking breakage is distinct from LlamaConfig rejecting an explicit head_dim." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 generation with flash-attention are different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Saving FP8 MoE checkpoints is unrelated to the default max_shard_size question." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions are unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split issue in GlmMoeDsaIndexer is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs sync behavior and cache max length handling are different implementation paths." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to apply_chat_template requiring an actual chat template." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update after sync_gpus and a SAM3 LiteText memory overflow are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero probabilities from SigLIP2 are different model-level bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer arithmetic and a docstring typo are not the same underlying issue." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "An off-by-one in sliding_window_mask_function is distinct from a video processor padding bug." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "A memory overflow in sam3-litetext is unrelated to a broken documentation example." + } + ] + }, + "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": 26, + "review_unit_index": 50, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43644", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:44483|issue:45406", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44327|issue:47059", + "issue:42886|issue:42994", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:43408|issue:46369", + "issue:44188|issue:44373", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43232|issue:45593", + "issue:43540|issue:46909" + ], + "prepared_review_unit_hash": "629e9b02b7499f4381c552c688958cb5bf57cf7b67a78ea497bd0036be5a6fc4", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not contain safe duplicate pairs; the only plausible overlaps are broad tokenizer/import/saving regressions, but the titles are still different enough to reject. I picked a single representative issue as the canonical anchor based on specificity and external linkage.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43824 is a concrete, user-facing import regression with a specific missing class and multiple inbound references, making it a stronger representative than the more generic or less-linked issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best standalone issue candidate: specific symptom, clear repro surface, and enough linkage to serve as an anchor despite the cluster being mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different models and failure modes: SAM 3 video attribute access vs MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized save/load, but they target different quantization paths and model families; too broad to treat as one bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated issues: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are save/load regressions, but one is meta-init incompatibility for InternVL2 and the other is incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different code paths: chat/completions request handling vs Gemma4Processor serving crash." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency/import complaint versus a padding performance issue; no shared underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "No common bug: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Different failures and subsystems: model loading for Phi-4 multimodal vs cli test breakage from huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Same broad model area, but the symptoms differ: FP8 accuracy issue vs Qwen3-VL-Moe from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different training pathologies: flash_attention_3 degeneracy vs NaNs at checkout/init." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are off-by-one style bugs, but in different models and components; not the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type mismatch warning and the other is missing text encoder weights." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different failure modes and models: missing rms_norm_eps in MLA q_a_layernorm vs InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer corruption and a streaming mask off-by-one are unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different issues: FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import and tokenizer added-space behavior are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA span decoding crash and cli/huggingface_hub test failure are unrelated subsystems." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model save failure are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization semantics." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer/version issues: offline cache loading vs wrong decoder type in v5." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both reference SAM3, but one is a type warning and the other is a memory overflow; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching bug and a docstring typo are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is an umbrella report of many import errors; not enough evidence it is the same concrete failure as the specific is_offline_mode import error." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are different problems." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different symptoms, so they are not the same underlying bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "A video-input position_ids regression and a broken documentation example are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync state handling and D-FINE auxiliary losses are unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing error and a DIA documentation issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 51, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:43329|issue:47059", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:39401|issue:44488", + "issue:44117|issue:44704", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:46172|issue:46762", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:43824|issue:44351" + ], + "prepared_review_unit_hash": "1df1bb936f56d2a3c8a8d5c04771ae1c501e7c6cfda5ddf37fb50f2457040355", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35774, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers bug reports spanning tokenizers, imports, multimodal processors, and model-specific regressions. None of the soft edges look like true duplicates of the same concrete issue, so all should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set: a generic burst of import regressions after upgrading versions. It is more representative than the narrower model-, tokenizer-, or API-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single anchor for this cluster because it captures the widest regression symptom and could subsume multiple import-related reports, while the rest are much more specialized.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different failure modes: custom model initialization breakage vs NaNs in classification heads. Same project/version context, but not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models is unrelated to incorrect outputs under pipeline parallelism. Different code paths and symptoms." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime problems, but one is SentenceTransformers hanging and the other is a MacOS bus error with a CLIP model. Too different to merge." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to tokenizer_class mismatch during save_pretrained. Similar API surface, different bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save_pretrained failure and loading Phi-4 multimodal are distinct model workflows with different underlying issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline parallel output corruption are not the same concrete defect." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "A multimodal processor internal video-token bug is unrelated to a CLI compatibility break in huggingface_hub." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command in v5 and a NameError on importing sentence-transformers are separate import/packaging problems, not one bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and Qwen3-Next tied-weights warning are model-specific architectural issues with no shared code path." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor export and broad import errors after upgrade are related only at a very high level; the concrete symbols and causes differ." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated subsystems." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models has nothing to do with invalid GenerationConfig validation for GLM-5." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenization and failure to load a specific model checkpoint are different tokenizer/model loading bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different loader plumbing problems." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and stale auto_mappings references to removed Sam3LiteText configs are separate breakages." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "A tokenizer offset_mapping regression is not the same as assistant_masks being all zero for multimodal chat templates." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and degenerate training with flash_attention_3 are different model configuration and training-path issues." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Deepseek-v4 comb transpose/dtype bug and Minimax MSA numerical differences are distinct implementation mismatches." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are unrelated code paths." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Version-to-version tokenization differences and continue_final_message handling for mistral_common are both tokenizer-related, but not the same concrete defect." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning during loading and a missing fpn_position_embeddings attribute in SAM 3 Video are different SAM3 issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer lacking ReLU and a GLM-5 RoPE implementation problem are unrelated model internals." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenization outputs across versions and all-zero assistant masks for multimodal inputs are not the same failure." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues and tokenizer_class mismatch on save_pretrained affect different paths and artifacts." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are separate serialization/loading bugs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and position_ids buffer read error do not share the same underlying code path." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is a from_pretrained error; not enough to treat as one bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export and missing HybridCache export are separate import-symbol 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": 26, + "review_unit_index": 52, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46726", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:46726|issue:46981" + ], + "prepared_review_unit_hash": "897738af37eaf68f47cb2389e159f938f1b05108725b33dc63cadec461966fae", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35114, + "estimated_input_tokens": 8779, + "estimated_eval_tokens": 17814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated import errors, tokenizer regressions, multimodal model bugs, training/runtime issues, and doc/tooling problems. None of the soft-edge pairs look like the same concrete defect.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are too heterogeneous to represent one underlying bug or change.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative because the cluster spans multiple unrelated subsystems and failure modes.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Both involve text generation/classification behavior, but one is a multi-label example bug and the other is Gemma 4 multimodal token IDs; different code paths and fixes." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer language state; unrelated defects." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but one is a broad tokenization change report and the other is a Deepseek-specific incorrect result; not clearly the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different symbols from different packages; separate missing-export issues." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and multi-label example output are unrelated problems." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is a dtype mismatch in eval, the other is incorrect output under pipeline parallelism; different runtime failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for transformers.onnx vs a LayoutLMv3 error-message clarity issue; not the same defect." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "A backend extra-install packaging issue and a Python 3.14 load failure are different environment problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop are separate model bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Both touch doc tooling, but one is a parameter-name mismatch in docs and the other is unwanted stdout at import time." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "A v5 tokenizer cleanup-behavior change and a stale phonemizer backend state bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation concerns are different issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad bundle of import errors after upgrade are not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading via base_model_prefix and NaNs in classification heads are distinct failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression and Deepseek output regression may be related broadly, but not enough to be the same concrete change." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Moe, but they report different versioned failures and likely different code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python-file errors and a docstring parameter mismatch are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels and classification-head NaNs are separate training/model-init problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect saved keys and the other is from_pretrained failure; not the same fix." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "A classification example bug and a SigLIP2 implementation discrepancy do not share the same underlying defect." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "A processor/model input-size mismatch and a broken documentation example are different kinds of issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A Qwen3 Omni feature-length helper bug and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate failing after train are different training issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch method are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve AutoProcessor.from_pretrained, but one is missing-vision-backend handling and the other is HTTP 429 retry behavior; different failure modes." + } + ] + }, + "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": 26, + "review_unit_index": 53, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43618", + "issue:43673", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46981", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:44263|issue:46762", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43673|issue:46328", + "issue:42222|issue:47000", + "issue:42222|issue:46752", + "issue:43937|issue:45563", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45071|issue:47059" + ], + "prepared_review_unit_hash": "503187e055285b01bcf7a3d3ab8aaa8bf7047919960a0c6c941a012e2aec6410", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35936, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer, generation, processor, attention, and training issues with no strong single duplicate theme. All soft-edge pairs look like separate bugs or feature requests rather than the same underlying change; no PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "No true canonical duplicate stands out, but issue:46640 is the least-specific and broadest open report in the set, and it is the only item that cleanly matches the small flash-attention overlap seen elsewhere.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:46640 is the best cluster anchor because it is broad, open, and thematically closer to the only flash-attention-related overlap than the more model-specific or unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both mention output fields being wrong, but one is CLIP attentions disappearing and the other is VideoPrism hidden_states being mis-assigned; different models and different code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor not passing kwargs to cached_file are unrelated failures in different subsystems." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is a multi-label classification example returning empty results; the other is a pipeline() error message about unsupported translation tasks. Same area loosely, but not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type corruption and an accuracy regression after upgrading Transformers are different problems with different symptoms." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Issue 28348 is a feature request to add FlashAttention 2 support for GPT2LMHeadModel, while 46640 is a separate Flash Attention 2 bug report." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crashes on second forward pass is unrelated to an image processor over-padding batched inputs." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for old remote-code checkpoints is not the same as numerical differences in Minimax MSA attention." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak in multi-threaded Qwen3 causal LM use and a tokenizer BPE-marker handling bug are different issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still referencing pipeline() and a wrong PyTorch version check are separate fixes." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are both tokenizer-related, but the described failures are not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to the Minimax attention numerical-difference report." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and repeated HTTP 429 retries in AutoProcessor are different failure modes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states/params under FSDP2 + PEFT is a training-state bug, not the missing GenerationMixin cache issue in chunked prefill." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and a Ministral FlashAttention failure involve different models and different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache and a performance issue in SequenceFeatureExtractor.pad are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "A broken vitpose model family and RTDetrLoss cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose breakage and apply_chat_template crashing on an empty list are unrelated bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "An invalid GenerationConfig and a stale num_return_sequences warning are not the same problem." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and v5.4.0 type checking breakage are separate compatibility issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and an incorrect PyTorch version check for AuxRequest are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention and Gemma4 building causal masks despite bidirectional attention are different attention-bug classes." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention.py crash on s_aux=None are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and NaNs in classification heads are different defects." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "qwen3next missing projections and Qwen3.5 Moe from_pretrained errors are related by family name only; the concrete bugs differ." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but one is wrong offset_mapping and the other is incorrect tokenization results; not enough evidence they share the same root cause." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape errors and AutoProcessor crashes without torchvision are different video-processing issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and DeepSeek tokenizer incorrect outputs are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig and a CLI completion attribute error from huggingface_hub 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": 26, + "review_unit_index": 54, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:44829|issue:45216", + "issue:43408|issue:43742", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44075|issue:45656", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "b2e11aba7968931808463999f4090ff8657ddf20a4f176ba6f6c4ec72d05d56c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34857, + "estimated_input_tokens": 8715, + "estimated_eval_tokens": 17686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated bugs (imports, tokenization, model loading, testing utilities, training, and performance). The soft pairs are only broadly similar and do not point to the same concrete underlying defect, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45278 is the best umbrella-style representative because it is a broad import-regression report and overlaps with several other import-related titles, but it still should not be treated as a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the most generally representative issue in this set, but only as a broad regression bucket rather than a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Both mention utilities, but one is a small testing_utils bug and the other is a SequenceFeatureExtractor.pad performance issue; different code paths and failures." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config behavior, but one is a type-checking regression and the other is stale dtype metadata after from_config; distinct bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Shared testing_utils context, but one is a generic bug and the other is a pytest-xdist race on captured_info.txt; not the same defect." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Both touch remote/model loading, but one is a cache-path collision for local trust_remote_code models and the other is repeated HTTP 429 retries in AutoProcessor.from_pretrained; different failure modes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is FA3 training degeneration, the other is a save_pretrained regression for Qwen3.5; unrelated code paths." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and different problems (type mismatch warning vs key error)." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is a mapping-name None bug in from_pretrained and the other is a Mistral regex patch crash on backend_tokenizer; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "No meaningful overlap beyond general bug reports; one is a 3d_parallel.py runtime issue and the other is a testing_utils bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols in different modules; too broad to merge as one fix." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "One is a tokenizer behavior change across versions, the other is just a noisy logging message; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different problems: Qwen3.5-35B chat crash versus SequenceFeatureExtractor.pad inefficiency." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend/model support, but one is broken vitpose models and the other is a tensorflow_text backend-mapping error; different fixes." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch in set_training()." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Token offset mapping bug versus FP8 inference failure on B200; different subsystems and symptoms." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API migration warning is unrelated to MLA q_a_layernorm precision/config epsilon handling." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Save_pretrained shard-size discussion is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/configuration issues, but one is an invalid GenerationConfig and the other is an unrecognized model/config.json problem; different root causes." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical issues, but one is a config epsilon mismatch and the other is a substantial attention implementation discrepancy; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol versus a fbank feature extraction bug; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific nonexistent import from image_utils while the other is a broad version-update import regression; not the same concrete issue." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizers, but one is about unused SGD args and the other is optimizer step being called twice with deepspeed; distinct bugs." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific issues: missing projections in qwen3next layer 0 versus Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API warning has nothing to do with a trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Torch.split return-value issue versus GLM-5 RoPE implementation discussion; different code paths." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both relate to tokenizer changes in v5, but one is decoder type selection and the other is a tokenization-output difference; not enough evidence for the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different training bugs in different models; the latter explicitly references a double-shift pattern, so it is not the same as the xLSTM issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings setting versus unexpected position-id keys; unrelated regression causes." + } + ] + }, + "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": 26, + "review_unit_index": 55, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:44483|issue:45464", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "d775f5aef33ad8fd72c9c155dc19a0c064aa296b8dea26dc7f618645065fb478", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated bug reports that only share broad themes like model loading, Flash Attention, or config/import errors. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46981 is the clearest self-contained bug report here: it has a specific trigger (HF_ENDPOINT + HTTP 429 retries in AutoProcessor.from_pretrained), a focused failure mode, and likely actionable fix scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both concern chat/completions behavior, but one is a request-validation failure and the other is a streaming inference issue on a specific model; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Completely different problems: model class post-init validation vs HTTP 429 retry behavior in AutoProcessor." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked prefill bug and a testing_utils bug are unrelated code paths." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-family loading issues, but one is weight-shape mismatch and the other is missing layer projections; different concrete defects." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different model-specific support issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard size behavior and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different GLM-related components and different failures: missing image-patch helper vs rms_norm_eps precision issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both are tensor-shape/math bugs, but they affect different model families and different operations." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch warning during bf16 compilation; the other is a dtype-loading bug in BLIP2. Not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures, but one is model support in v5 RC and the other is degenerate training with flash_attention_3; different symptoms and fixes." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM/DeepSeek code paths and different concrete math issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad Qwen3-VL area, but one is a load-time weight mismatch and the other is a model-specific bug report; not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config flag and a gguf_file loading regression are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model processor dependency handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve loading behavior, but offline cache loading and 429 retry handling are distinct failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "One is an RMS norm epsilon omission; the other is a RoPE implementation question. Not the same bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop image behavior and memory overflow are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both touch from_pretrained loading, but one is a tokenizer mapping invariant and the other is a specific model-load failure; not enough to be the same bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A config API removal and a flash_attention AttributeError are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling and MaskGenerationPipeline batch-finalization are different pipeline bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same GLM prefix, but image-patch counting and DSA indexer split handling are different defects." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek, but one is a remote-implementation divergence and the other is a specific tensor transpose/cast issue." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3next projection-missing bug and Qwen3_5MoeVisionConfig field dropping are different model/config issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing-dependency/import errors affecting different processors and packages." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Config API removal and quantized-model save/load breakage are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-related, but they describe different model variants and distinct failures." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages; not the same underlying issue." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger Kernel application timing are different training bugs." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 loss-shift bug are unrelated model-specific defects." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor dependency handling and save_pretrained shard sizing 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": 26, + "review_unit_index": 56, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "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", + "issue:47059" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43352|issue:43976", + "issue:43208|issue:43550", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "11b03892d0b4c9ac9baa4829b04dd0a73e761f2bf65c2b0f05607dde16085305", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37362, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change; the candidates are mostly superficially similar by subsystem, model family, or error type but diverge on concrete failure mode and fix path.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43502 is the clearest, most actionable bug report in the set: it has a precise symptom (`local_files_only=True` still making API requests) and a narrow code-path implication, making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the best overall issue candidate because it is specific, reproducible, and directly points to the failing behavior without conflating it with unrelated versioning or model-family concerns.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same product area (SmolVLM video processing) but different bugs: padding calculation vs. meaning of `num_frames`." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Unrelated symptoms: noisy logging vs. `apply_chat_template` IndexError on empty input." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Both are generic quality issues, but one is missing `set_seed()` in tests and the other is a logging complaint." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is about a removed config flag in v5, the other about offloading with quantization; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer-related, but one is an `AddedToken` argument collision and the other is a `TOKENIZER_MAPPING_NAMES` lookup bug." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Different failures: a bfloat16 compile warning versus a `window_size` attribute error in TimesFM 2.5." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug versus image-text-to-text pipeline failure; no shared concrete defect." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-v4 tensor operation bug versus an accuracy regression after upgrade; not the same underlying issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "`local_files_only` causing network calls is unrelated to missing `embed_tokens.weight` in `UMT5Encoder.from_pretrained`." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both involve loading/documentation helpers, but one is kwargs forwarding in `AutoProcessor` and the other is an auto-docstring crash." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "`trainer.evaluate()` after training is different from failing to import `Trainer` due to `datasets` interaction." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same as an invalid backend name (`tensorflow_text`) error." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop generation bug are different behaviors and fix paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model persistence and the other is pipeline object serialization." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during compile is distinct from a Bamba SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/export leakage is unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both involve warnings, but the former is a PyTorch precision warning and the latter is a config warning about tied embeddings." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights on load is not the same as questioning the default `max_shard_size` in save_pretrained." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline v5 error messaging is unrelated to inability to save pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support missing for a model is not the same as Python version compatibility failure." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are different model-specific bugs." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "One is lack of Flash Attention 2 support, the other is incorrect attention scaling under backend selection." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config attribute in v5 is not the same as a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to importing `Trainer`." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling with SDPA/FlashAttention is different from `AttentionInterface.register` changing callback behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor bug are separate model-specific regressions." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "`patchtsmixer` post-init policy issue is unrelated to a `Trainer` import problem." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Flaky tests due to missing seeds are unrelated to a CLI completion attribute error from `huggingface_hub`." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Same model family (Qwen MoE) but one is FP8 save_pretrained and the other is a from_pretrained regression; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 57, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "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:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877", + "issue:47059" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:43208|issue:43526", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:44655|issue:46050", + "issue:44938|issue:47059", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296" + ], + "prepared_review_unit_hash": "7f785cffd597a8334020a7e09f7a240ad8a288fecbc4775e2b289e8f50e4a9a6", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37768, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab bag of mostly unrelated regressions/import errors; none of the soft pairs are close enough to treat as the same underlying bug or merge into one fix. The most representative issue is the Gemma3Config `vocab_size` report because it is concrete, high-signal, and the most connected node in the similarity graph.", + "confidence": 0.84, + "canonical_issue_reason": "issue:36683 is the strongest representative: it has the clearest reproducible model-config regression, very high discussion activity, and the widest similarity connectivity to other config/attribute-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the best single issue to anchor this cluster because it is specific, well-scoped, and the most central issue among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: missing `vocab_size` on `Gemma3Config` vs Apple Silicon `TypeError` in `caching_allocator_warmup`; no shared code path." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "One is attention scaling under SDPA/FlashAttention, the other is degenerate loss for `num_labels=1`; unrelated behavior." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages and likely different causes." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Dependency/import problems, but one is backend installation packaging and the other is importing `Trainer` blocked by `datasets`; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different training/runtime problems: optimizer state placement under FSDP2/PEFT vs attention scaling backend behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A local-model path warning is unrelated to a bfloat16 compilation precision warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat/completions, but one is API request acceptance and the other is `apply_chat_template` crashing on batched padding; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing `layer_type_validation` vs ignoring `local_files_only=True`; unrelated module/API issues." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-attention regression vs GPT-2 attention scaling; different models and different bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 layer dropping and the other is GLM-5 RoPE implementation discussion; not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but one concerns attentions and the other hidden states; related theme, not clearly one bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and Beit image processor label reduction are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different libraries; similar symptom only." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction; not the same fix." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression vs state-dict sorted load error; no clear shared failure mode." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained problems." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is an API request acceptance issue, the other is a processor crash with tool-call assistant messages; not mergeable as one bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading bug in v5 and the other is fp8 inference support; different changes." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 vs importing `Trainer` blocked by `datasets`; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support error for Nemotron vs invalid `GenerationConfig` for GLM-5; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file loading errors and auto_docstring import-time diagnostics are different tooling issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but on different models and different missing fields." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "`base_model_prefix` loading regression and Pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Config propagation for `num_labels` vs Gemma4 bidirectional-attention masking; different subsystems." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization and sinq quantized save/load are different persistence bugs." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure vs CLI breakage from a huggingface_hub API change; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting load failure vs Qwen3.5 checkpoint save_pretrained regression; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute missing vs patchtsmixer `post_init` policy validation; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional-attention masking vs LlamaConfig head_dim validation; different config validations." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression vs Qwen3.5 save_pretrained checkpoint corruption; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute bugs on different model families." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both involve config fields, but one is missing `vocab_size` and the other is propagation of `num_labels`; not the same underlying defect." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate-time `decoder_attention_mask` bug vs tensor-parallel training bug; no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 58, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "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:44393", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45561", + "issue:45850", + "issue:46002", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:46002", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125" + ], + "prepared_review_unit_hash": "17b066533ef88e3d167a698676ac375a39378fc6a4611384faa95cd72581abcf", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated version-regression, loading, training, tokenizer, or CI complaints that only share broad Transformers vocabulary. None of the soft pairs look like true duplicates or the same code-path fix.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43010 is the strongest representative here: it is a concrete runtime bug with a specific fix surface, and it sits near the center of the noisy similarity graph.", + "canonical_pr_reason": null, + "best_issue_reason": "Best single issue to keep as the cluster representative because it is specific, actionable, and among the most centrally linked items; the rest are too diverse to collapse around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption in FSDP/PEFT is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No_grad decoration for cache updates is a specific runtime bug; the other is a broad import-regression report." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args not applied is not the same issue as failing to import Trainer due to datasets." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is a different model-loading failure than Qwen3.5 MOE from_pretrained errors." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to variable-length position_ids handling in Qwen3.5." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox hallucination is not the same failure as RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder mask bug and tokenizer-loading regression are distinct paths." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict load failure and Gemma pipeline roundtrip on \u2581 are different loading/roundtrip problems." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors are not the same as the Python 3.13 IndentationError from a TorchScript decorator parsing issue." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and wrong optimizer states under FSDP2/PEFT are unrelated bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict sorting error and missing deepstack_visual_indexes are different serialization/config issues." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky seed-dependent integration test is not the same as an xdist file race in patched testing utils." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "No_grad cache updates are not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP loading OOM are different tensor-parallel failure modes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star removal causing import cost and intermittent slow imports are related only at a very broad level, not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init validation are unrelated model-specific changes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad behavior is not the same as the Python version compatibility issue." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict sorting load errors and incorrect visual encoder keys on save_pretrained are different serialization bugs." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Missing encoder weights and NaNs in classification heads are separate failure classes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency and tokenizer-loading regression do not share the same underlying defect." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is an attentions field issue and the other is a structural model API change." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated model/algorithm issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness is not the same as a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A flaky integration test is not the same as a stale CI device-override assertion." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only API leakage and AddedToken special-arg duplication are separate tokenizer/loading bugs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space cleanup behavior and SmolVLM num_frames semantics are different user-facing changes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing crash and trust_remote_code cache FileNotFoundError are unrelated serve/loading failures." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression in v5 and checkpoint reload compatibility after version upgrade are not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan metadata are different MOE-related issues, not one 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": 26, + "review_unit_index": 59, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "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:43352", + "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:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "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", + "issue:47059" + ], + "soft_pairs": [ + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43827|issue:44961", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209" + ], + "prepared_review_unit_hash": "70ed9c32b6c45b9b6105a1c7304423c9a388bf4c1c33423094939f0637829e54", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38051, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs are only superficially similar by broad Transformers/v5/regression wording, not the same concrete bug or change. No PRs are present, and there is no strong true-duplicate core issue; issue:43576 is only a weak representative because it has the most cluster-like connectivity.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43576 is the closest thing to a hub in this set, with multiple soft links and a broad v5 regression surface, but it still does not unify the other issues into one concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the most central representative for the cluster\u2019s broad version/regression theme, though the overall cluster remains too mixed to treat it as a single duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: offline/caching network requests vs a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a missing model class is unrelated to a cache FileNotFoundError for trust_remote_code loading." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No shared code-path bug: no-grad decoration for cache update methods vs a SAM3 pixel decoder dummy Conv2d concern." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch API in a processor is a different failure mode than cache-loading file lookup errors." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage and AttentionInterface register behavior are distinct issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Memory/OOM under int4 quantization is not the same as reload failure after upgrading checkpoint versions." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on job failure and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tensor-parallel plan and Qwen3.5 MoE from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading-stuck behavior and documentation confusion in forward args are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python-file errors do not match the performance regression after upgrading Transformers." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan support and a missing config field are different model issues." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network behavior is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline/network request behavior is not the same as FP8 save_pretrained support for MoE models." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Inconsistent num_frames semantics and missing-vision-backend image processor errors are different video/processor problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline APIs has nothing to do with the racoon issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention generation internals, but they describe different generation bugs and code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job-state reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "An UnboundLocalError in generation is not the same as documentation confusion about forward arguments." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version/loading regressions, but for different models and different failure modes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are not the same concrete issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and PretrainedConfig type-checking breakage are distinct." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import failure and transformers env CLI breakage are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command breakage and config type-checking regression are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "CLI completion attribute failure in tests is not the same as the env command regression." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and missing configuration utility import are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL class import are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in model_init is unrelated to a DSA indexer ReLU discussion." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The racoon issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion and racoon are clearly unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/loading problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and text-classification docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron and the racoon issue are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Missing SAM3 video attribute and trust_remote_code cache loading are different bugs." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs passthrough and lack of attention interface usage are related thematically but not the same concrete fix." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are separate capabilities." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different symbol-export issues." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "model_init not applying Liger Kernel and FP8 inference on B200 are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 60, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:44230|issue:46095", + "issue:45850|issue:47059", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829" + ], + "prepared_review_unit_hash": "3e19b692cc0367cb5f90e320b322129f1b6edd8c837cf3424427c82726bcb8d4", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38271, + "estimated_input_tokens": 9568, + "estimated_eval_tokens": 19392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated v5 regression or model-specific issues; the shared similarity is usually just broad Transformers breakage, not the same underlying bug. None of the soft pairs look safe to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, capturing the general 'v5 breaks many models' regression theme that overlaps with several other reports, even though it is still vague.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative because it is the most general summary of the cluster\u2019s recurring v5 breakage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a vague broad complaint about v5 breaking many models; not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs SmolVLM video-frame semantics; different code paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill vs a typo in cache-strategy docs/naming; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction vs TensorBoard-without-TF backend error; no shared underlying failure." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from processor.save_pretrained vs an unspecified bug report; too generic to be the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading bug vs unsafe sys.modules access in modeling_utils; only broad import/loading overlap." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe; different model/runtime problems." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer discussion vs video processor num_frames meaning; unrelated components." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star/lazy-loading performance issue vs missing GenerationMixin cache during chunked prefill; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box hallucination/error vs infinite loop on a specific image; both Qwen3_5 but different failure modes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output error vs PretrainedConfig type-checking breakage; unrelated regressions." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "transformers env command broken in v5 vs checkpoint reload incompatibility after upgrade; different commands and failure surfaces." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error vs a broad v5-breakage umbrella; not the same concrete bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload failure after v5.2/v5.3 vs old InternVL2 remote-code/meta-init incompatibility; same upgrade era, different root causes." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing vs generic v5 breakage; too broad to be a duplicate." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo vs broad v5 regressions; not the same underlying issue." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 Moe vs a weight-conversion question for deepseekv4; different features and tasks." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad 'v5 breaks too many models' complaint vs a specific CLI incompatibility with huggingface_hub 1.22.0; not the same bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after 4.57.0\u21925.5.0 vs a vague broad breakage report; overlapping theme but not one concrete defect." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API-settings warning vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch vs Liger Kernel not applied with model_init; different model-loading paths." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "import-star/lazy-loading performance issue vs could not import Qwen3_5ForCausalLM; one is a systemic import-cost problem, the other a specific module absence." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import time is slow vs lazy loading not working properly; related area but not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests vs inverse_sqrt scheduler ignoring kwargs; different subsystems and symptoms." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs scheduler kwargs being dropped; no shared code-path." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 unsupported in NemotronH vs Qwen3-VL bbox hallucination; unrelated model issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility problem vs Qwen3-VL bounding-box output error; different failure class." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report placeholder; no basis for duplication." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling vs PretrainedConfig type-checking breakage; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch on save_pretrained vs generic bug report; too little overlap." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; completely different areas." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs not forwarded to cached_file vs scheduler kwargs ignored; both kwargs-related but different components and bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star usage performance issue vs cannot import HybridCache; different import failures." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star performance problem vs a bug in testing_utils.py; no shared root cause." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9/3.10 compatibility breakage vs missing Qwen3_5ForCausalLM import; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy change vs _get_tied_weight_keys AttributeError; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about inputs/cache vs tokenizer loading regression; unrelated user-facing problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy loading not working properly; only a generic v5 regression theme overlaps." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init vs flash_attention_3 training degeneration; different mechanisms 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": 26, + "review_unit_index": 61, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "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:43572", + "issue:43576", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "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:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "526916a82e15bc2ec97743cab287f44b7b7218a517e8464aa88d451604a2617a", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 39143, + "estimated_input_tokens": 9786, + "estimated_eval_tokens": 19828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous; most pairs are only weakly text-similar and do not look like true duplicates. No soft edge is strong enough to merge, and the best anchor issue is the concrete from_pretrained loading/performance report.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 31515 is the most concrete and most centrally connected loading-related report among a set of otherwise unrelated issues, so it is the best available anchor for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "31515 is the strongest representative of the apparent loading/performance subtheme, even though the overall cluster does not form a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processor bugs: timestamp calculation vs padding calculation." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated model internals: DSA ReLU omission vs Gemma audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading behavior and scheduler kwargs are different subsystems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model processor bug vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio encoding vs CohereASR training-loss shifting are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command breakage and model import failure are different issues." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipelines and tied-weight key extraction are separate code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and VRAM leak are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args vs a model loading regression." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio encoding are unrelated model implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and tensor transpose behavior are different defects." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings and a Qwen3 VRAM leak are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakages and a specific module import error are not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer split behavior is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are different topics." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp calculation is unrelated to a Qwen3 VRAM leak." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support for one model and an import failure for another are different problems." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but the reported failures are not the same concrete bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key crash and CLI completion attribute error are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2 support request vs a generic Flash Attention 2.0 topic is too broad to merge." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and a noise issue are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies is unrelated to the noise issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Noise title vs broad version-breakage report; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the noise issue." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the noise issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight handling and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx and tied-weight-key crash are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are not the same issue." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are model-specific support requests for different code paths." + }, + { + "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 job-state reporting and checkpoint loading performance are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Model loading slowness and tensor-parallel training are different subsystems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance and forward-pass documentation confusion are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 62, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "2e35ae47cf0fe606a5fbfd2f1d4564a23014f23c4abb2f72bef67149c4623345", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8610, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are all closed/open issue reports, but they describe distinct bugs across unrelated models and subsystems. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.39, + "canonical_issue_reason": "issue:42936 is the most concrete, code-path-specific bug report in the set: a specific model behavior issue with a clear expected-vs-actual failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42936 is also the best representative issue overall because it is specific, actionable, and easy to triage, unlike the more generic or broad reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and failure modes: Mamba/Mamba-2 weight initialization vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Unrelated model bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a type-hint/config schema problem, the other is a tokenizer regex warning regression; not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss-function kwargs propagation are different code paths and different fixes." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding is unrelated to RoFormer attention interface implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different domains and symptoms: model label ignore handling vs tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model components and no shared concrete bug; not mergeable as one change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model behavior bug and a typo in a quantization attribute name are not the same underlying issue." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint mismatch in config vs a literal typo in quantization code; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwarg forwarding and incorrect type hints do not share a code path or fix." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 normalization behavior vs ModernBERT config typing are different kinds of issues." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing 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": 2, + "component_count": 26, + "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": "5dbdde9269109e3833d75579e1391568cd663815a210ba345e49459bd2cc6ac9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: the three issues discuss unrelated features (token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word offsets). The soft similarity appears to be lexical only, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 10519 is the most specific and self-contained of the set, but it is not a true canonical for the cluster because the other issues are about different problems entirely.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the clearest representative only in the sense of being the most concrete request; however, there is no valid duplicate cluster here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics: truncation-from-beginning behavior for tokenization vs. time offsets in Wav2Vec2. No shared underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Completely unrelated features: token truncation direction vs. ReduceLROnPlateau-like learning-rate scheduling." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No common code-path problem: optimizer scheduling request vs. extracting word start/end timestamps from Wav2Vec2." + } + ] + }, + "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": 26, + "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": "f12f8e265c6355b95e07ee062169e079dcdfc07e264eb73184beb14d33e8a629", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like one duplicate cluster: one is about Tapas tokenization, one about private-model auth/error messaging, and one about a generic BERT loading failure. The shared similarity is only very broad Hugging Face model-related behavior.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the broadest standalone report and the most plausible anchor for this cluster, but it still does not match the other two as the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch vs. generic 'can't load the model' failure for bert-base-uncased are different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download/auth error messaging is a different root cause from a public model loading failure; they would not be merged as 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": 4, + "component_count": 26, + "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": "fb86d138e768e0669c17bee5257d1b41ce55b4588dc8bb748fb23a742c79e119", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community contribution requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a broad theme of expanding architecture coverage, but not the same underlying feature or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits this cluster; the issues request different features and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature areas (Flash Attention 2 vs GGUF) and different implementation targets; only a broad thematic similarity, not the same underlying request." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "cb9374450e965d8d05e4fabc6c700dc0e4c15b2c4c15a046e8959f9c374c0f52", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15976, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15976, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a mix of language-specific doc-translation requests that are not true duplicates. The only clear duplicate groups are the three identical placeholder issues titled '[i18n-] Translating docs to ' and the two identical Thai-titled issues. All other soft-similarity pairs should be rejected as related-but-distinct translation requests.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43834 is the earliest and cleanest representative of the repeated placeholder issue template; 44365 and 44370 appear to be the same exact issue text. It is the best issue anchor for the duplicate subgroup, though not for the whole mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best issue candidate because it anchors the exact duplicate placeholder subgroup and is the earliest of that set. The broader cluster is heterogeneous, so its suitability is limited outside that subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different concrete translation targets (Turkish vs generic placeholder); similar template, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder issue; same theme, not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific request versus placeholder template; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate work items, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder issue text." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder; only superficially similar." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both have the same placeholder title and appear to be exact duplicates of the same issue template." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical placeholder translation issue; same underlying item." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue versus a different Thai-titled issue; not the same content." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue versus a different Thai-titled issue; not duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled issue are not the same request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder title/body pattern; clear duplicate pair." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different issue text and different apparent request; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different issue text and different apparent request; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled issue are not the same underlying report." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue versus a different Thai-titled issue; reject." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue versus a different Thai-titled issue; reject." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and likely different requests; not duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These are identical Thai-titled issues with the same apparent content; clear duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Thai-titled issues appear to be different requests, despite surface similarity." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Thai-titled issues are not the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and the soft-edge decisions are conservative overall. The duplicate subgroup calls are supported by identical titles and very high similarity, and the non-duplicate translation requests are appropriately rejected as related-but-distinct. One small caution: phrases like \"exact duplicates\" are a bit stronger than the packet strictly proves, since body text is not shown, but the overall assessment stays within reasonable bounds." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "4d28afd2f74d7b840ec1d04fff1c00105d77a922bf90504907454bbb3d70150b", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28609, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28609, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the items are mostly distinct model-request issues, and the apparent overlap is template-level similarity (e.g., \u201cAdd X model\u201d). All soft edges are rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these are separate feature requests for different models/families and different capabilities, not the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for consolidation; any one issue would be arbitrary because the cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa vs LoMa are different keypoint systems; this is only surface-level similarity." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different domains/models: RoMa keypoint matcher vs MiniCPM3 architecture request." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config and DEIMv2 are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support are different model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR model are unrelated additions." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and this issue are not the same model/change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different detection models, not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer requests are different architectures/tasks." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated feature requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse-transformer request are different model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT models are different requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are not the same change." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture and sparse-transformer support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT models are different additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are different model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same feature." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS support are different requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE is only broad thematic overlap." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE models and Mirko Privitera are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE models and this issue are not the same underlying change." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "Mirko Privitera is unrelated to SAM3-LiteText." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "Mirko Privitera is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "Mirko Privitera is unrelated to DeepSeek-OCR2." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "Mirko Privitera is unrelated to the other issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are same family but different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and sparse-transformer request are different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and sparse-transformer support are not the same bug/change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model proposals, not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the other issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the other issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 26, + "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": "1591202a77a0759594d3f2c1df0e397f27f8a46bb6232858daf4589dd198af4f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a closed documentation request about adding Pruna as an optimization framework, while the other is an open technical issue about a Vision RoPE refactor. They do not describe the same underlying problem or change.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46443 is the better canonical representative because it is the substantive open engineering task; issue 38740 is a separate closed docs request and not part of the same topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the best issue in the cluster because it reflects the actual code-level work, whereas 38740 is unrelated documentation content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: these are unrelated artifacts. 38740 is a docs/optimization-framework request, while 46443 is a Vision RoPE refactor; they do not target 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": 8, + "component_count": 26, + "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": "9c007689bd8276cfc655d39d0b989ca19e95788085d81c776d96388418d3cf65", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is about block decoding behavior, the other is about DeepSeek v3.2 model support. No duplicate/canonical grouping is justified.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and expected fixes: block decoding vs model compatibility support. 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": 9, + "component_count": 26, + "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": "5f6429c9232395138fb5c03d3d5f9f5ae2e8ad5f6772920b068bcb11514b75cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different model components and different requests: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other asks for integrating TiledMLP to reduce memory usage. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different features in different code paths: logits-loss flag in `from_pretrained()` vs TiledMLP memory-footprint integration. Shared theme of model efficiency is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 26, + "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": "8e12d06ffe06ff82863062ec36243c56b17e55d309cd4338ae30814439622ac9", + "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": "Two closed issues are related only loosely through Trainer/custom trainer wording, but they describe different problems: unused-column handling vs FLOPS estimation. They should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43598 is the more concrete, user-facing Trainer behavior change request and is a better representative of the cluster than the FLOPS-estimation question.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the clearest and most actionable issue in the set; it targets a specific Trainer customizability behavior rather than a broader instrumentation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Not the same underlying bug: #43598 is about `remove_unused_column` behavior in Trainer, while #43600 is about accounting for custom trainers in FLOPS estimation. Shared Trainer/custom-trainer language is too broad to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 26, + "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": "e0c898edc7212dba841657e1e7525f18f4fb309e0fd8b46997aa1e8cb426202b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (both ask for model/class registration support), but they target different Qwen variants and different AutoModel entry points, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is broader and more foundational: it requests Qwen3-Omni registration for AutoModel and AutoModelForConditionalGeneration, which is a core model-registration gap rather than a narrower task-head support request.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the better canonical issue because it captures the larger underlying registration problem and is more likely to subsume related follow-up support requests than the narrower Qwen3.5 sequence-classification issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni base/conditional-generation registration vs Qwen3.5 sequence-classification support. Same ecosystem, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 26, + "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": "6273b0e7cadbad40bf3f591f2d120fb7d09a07e4f43a076f2390557d9f4d0f54", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues titled \"huggingface \" look like the same sparse report based on exact title match and similarly minimal metadata; issue:43835 looks unrelated from the available information. I would use issue:43859 as the representative because it has the only discussion activity among the repeated-title issues.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43859 is the best representative of the repeated \"huggingface \" reports because it matches the same exact sparse title and has the only discussion activity in that subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the strongest global issue candidate in this cluster because it matches the repeated exact title and is the most active of the similar issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The issue-level summary is mostly grounded, but the soft-edge reasoning is not fully conservative. In particular, the accepted pairs involving issue:43859 cite 'very close creation times,' which is false because 43859 was created much later than 43845/43846. Also, all pairwise evidence is only soft_similarity, so the analysis should avoid stronger duplicate language than the packet supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 26, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "57d543d649064e601073b7aba1d3b663a5e6ee94b7aeb6dd5d66590ab8b644a0", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly spam/placeholder issues with generic titles and no bodies or links; there is no solid evidence that any pair is the same underlying report.", + "confidence": 0.21, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the least spammy and most legible title, but the cluster overall lacks enough substance to justify a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no shared technical symptom or actionable bug to indicate the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam-style title is not enough; no body, links, or context show they are the same report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder versus documentation suggestion; these do not describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Unrelated titles with no technical overlap or explicit linkage." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "No evidence these refer to the same problem; one is spam-like and the other is a named-topic issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles alone are insufficient; there is no substantive issue content to confirm a shared underlying report." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "No shared technical problem or change target; the titles are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared technical problem or change target; the titles are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No shared technical problem or change target; the titles are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No shared technical problem or change target; the titles are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 26, + "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": "d3f86e52975af99f2652114482c14242ce85c5c176c781b9ac1cd2074bf4c202", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two closed issues with the same title and moderate body overlap, but the evidence shown is not enough to conclude they are definite duplicates. No pull requests are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #45145 is the earlier report and the safest canonical representative among two highly similar issues, but the available evidence only supports strong similarity, not exact textual identity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best issue to keep as the representative because it appears first and has the same title as #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and moderate similarity suggest related reports, but the packet does not show identical problem statements or enough evidence to treat them as definite duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise duplicate call is too strong for the evidence shown. The packet only supports that the two issues share the same title and have moderate soft-similarity (Jaccard ~0.63); it does not show that the full problem statement is identical or that the issues are definitively duplicates. The canonical-issue rationale also overstates this by claiming textual identity. Please downgrade to a more conservative wording unless the body text is actually compared." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "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": 26, + "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": "6c5bef08058ff8cb73624b8b66d925018af6041bc9db853344f6a2b18fd93f3d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: each is just a person\u2019s name plus a birth date, with no shared bug report, code context, or discussion. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue fits; these are distinct, empty-looking personal-name issues with different names/dates and no evidence of the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because there is no duplicate cluster here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles reference different individuals and dates, and there is no substantive body or shared issue context indicating the same underlying bug/request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 26, + "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": "986862fcbe094edee751d309fa3b500347fd6ebc35146b02033250f4e53ad7d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have only personal-name/date titles, no descriptions, and no evidence of a shared software bug or actionable change. They do not look like duplicates of the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue looks like a real canonical bug report; if one must be chosen, issue 45764 is only marginally better because it is slightly earlier and otherwise equally sparse.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are unrelated personal-name/date entries, with no body or other evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 26, + "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": "34a64905699e1aa5f53f2d675343dd2ee308e15231ed4d2677a1279be34d95fd", + "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 are not duplicates: one is a request for a new Qwen3_5 token-classification model class, the other is a feature request for FP8 training support. They target different capabilities and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46295 is the broader, more central feature request in the cluster; #45810 is a separate model-class addition request and does not overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "#46295 is the better representative for this cluster because it is a standalone, broader training feature request rather than a narrowly scoped model addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding Qwen3_5ForTokenClassification for value modeling vs FP8 training support. No shared code path or concrete change target." + } + ] + }, + "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": 26, + "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": "7f3ef6c06600059c3fdca7cbca847395b7ce7dc8f82653910f2320ce241c6be3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two exact duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 is thematically related but appears to be a different dataset announcement, not a duplicate of the example/service requests. Cross-pair matches are too broad to merge.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types/content: a dataset bundle promo vs a DataForge example request; same general finance theme only." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different underlying topic; 45869 advertises a dataset bundle, while 45871 is an example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and likely same report; clear duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related finance/DataForge theme, but one is an example and the other is a scraping-service request; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad subject area, but not the same concrete request or bug." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Broad thematic overlap only; the requested change/problem differs." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Broad thematic overlap only; the requested change/problem differs." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and likely same report; clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The only clear duplicates in the packet are 45870\u219445871 and 45872\u219445873, which have identical titles; 45869 is only thematically related and not shown to be the same request. Cross-pair rejects stay appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "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": "ee700fb4de80a631293006bba732ed414916d6658e992e32d92ce2e557a7c1f6", + "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": "The two issues are related to static cache and linear-attention handling, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They are similar enough to cluster loosely, but not the same concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader static-cache/linear-attention failure and names the likely problematic phase (`early_initialization`), while 46441 reads as a more specific model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the most representative of the shared area and frames the problem as a general runtime failure in static-cache initialization affecting linear-attention layers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both involve static cache plus linear attention, but the concrete symptoms differ: shape corruption/runtime error vs `KeyError: 'linear_attention'`. That is similar subsystem context, not enough evidence of the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 26, + "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": "6e1e696a1924d1502fec133dac5ebffda4ff0895bd85fd50c2b9bfca23591d60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are duplicates with identical titles and body content describing the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and is identical in content to #46551, making it the best thread to keep active.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue to track because it is still open and already attracting references, while #46551 is a duplicate closed copy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described tokenizer bug; these are clearly the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have the same title, identical body length, and a soft-similarity score/Jaccard of 1.0. Choosing the open issue (#46552) as the canonical thread is conservative and supported by its inbound references, while noting #46551 is closed. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "ff33e4167ddf3efade35ff90ad7478d9284397e2c19aee2d4393b854c645480f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different training failures: one is a tensor size mismatch during object detection training, while the other is an out-of-memory problem appearing after some epochs with RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the more concrete bug report, with a specific runtime error and a clearer failure mode to represent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: tensor shape mismatch versus gradual OOM during training. 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": "issue", + "component_index": 23, + "component_count": 26, + "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": "b6010b9caaa690fb4eb5a04d1a80f6cd287be2f6c943bed079595dc084e52f89", + "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": "The two issues describe different failure modes in different loading paths: ZeRO-3 zero.Init partitioning causes OOM for a composite model submodule, while 4-bit + device_map='auto' + max_memory incorrectly dispatches to CPU and raises ValueError. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46823 is the more concrete and broadly actionable report, with a specific configuration and explicit failure behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46823 has the clearest symptom/repro framing and appears most suitable as the representative issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different subsystems and code paths: ZeRO-3 partitioning during zero.Init vs 4-bit device_map/max_memory dispatch logic. The observed failures are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-9", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:46998", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:47037|issue:47049", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:46969|issue:47049", + "issue:46985|issue:47053", + "issue:46969|issue:47053" + ], + "prepared_review_unit_hash": "a705687291990e35a93894b35eb30ea8740491e1f769225e1a613f68758d714a", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14783, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14783, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are date-stamped integration triage issues with highly similar templates, but they appear to be separate daily reports rather than duplicates of one underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "If a single representative is needed, issue 46906 is the best anchor because it is the earliest in the series and has the strongest engagement/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46906 is the best global issue choice for the same reasons: earliest, most visible, and most likely to serve as the cluster representative without implying the others are duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template and date series, but the date-stamped titles suggest separate daily issues, not one shared bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Looks like another day\u2019s triage report, not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Highly similar format, but different report date indicates a distinct triage ticket." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "These are recurring triage issues for different dates, so they should not be merged as duplicates." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same series pattern, but each issue is date-specific and likely tracks a different set of failures." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Both are daily triage entries, but the date separation means they are not the same artifact." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Similar wording is just the template; this appears to be a different day\u2019s report." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Date-stamped triage issues should stay separate unless they clearly point to the same bug." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "No evidence of a single shared underlying defect beyond the recurring title template." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Separate daily triage reports, not a duplicate bug report." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "The similarity is procedural, not evidence of the same underlying issue." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different date and likely different failure snapshot; do not merge." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring triage pattern, but not the same concrete issue." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "These appear to be daily log/triage tickets rather than duplicates." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different date-specific triage issue; no shared underlying bug is shown." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "The titles match a series, not a duplicate report." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Recurring integration-failure triage entries should not be collapsed without concrete same-bug evidence." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Separate daily triage reports with the same template." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "No evidence they describe one identical failure instance." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same subsystem and template, but likely different day-specific failures." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "These are not clearly the same underlying bug; the date series suggests distinct reports." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Different triage day, different issue artifact." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "The match is only template-level similarity, not duplicate-bug evidence." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "No concrete same-code-path indication; reject duplicate merge." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same recurring title pattern, but these are separate daily triage issues." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Date-separated triage reports should remain distinct." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Likely adjacent daily triage tickets, not one duplicate issue." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "Different date-specific report; no basis to treat as the same underlying defect." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "They look like consecutive triage logs rather than duplicate bug reports." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Similarity is from the repeated triage template, not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 26, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "45b2b66fda3441d2a4adef2e24f67fe1a8d6d7d01e2c9e30bc3b0d49a897719a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two issue reports with the same title and very similar bodies; they are the same feature request for RWKV7 support.", + "confidence": 0.99, + "canonical_issue_reason": "Prefer issue:46984 as the canonical issue because it is open and has the only recorded discussion activity, making it the better live tracker for the same request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46984 is the best issue for the cluster: it is active/open and appears to be the current tracking issue for RWKV7 support.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and highly similar request text indicate the same underlying feature request; the open issue is likely the live duplicate/tracker." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the same title, have high textual similarity, and 46984 is the open issue with discussion activity while 46983 is closed. The soft-edge acceptance is conservative enough given the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "a0e838dac41470648a4111510cffd4db52634a0d210dde16522bc5db35bdd8dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are superficially similar research/article-style topics about AI-driven vulnerability discovery, but they do not describe the same underlying bug, feature, or concrete change. I would not treat them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No true canonical duplicate here: both are standalone topic/article issues, and their titles point to different framing and scope (LLMs/lessons learned vs transformers/cybersecurity system).", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be chosen as the cluster representative, 47015 is slightly more specific and self-contained, but the pair is still not a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Similar wording, but they read as different standalone topics rather than the same underlying issue; no shared target, filename, or explicit linkage to justify duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-54", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006", + "pull_request:47019", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47062", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47083", + "pull_request:47088", + "pull_request:47089", + "pull_request:47090" + ], + "soft_pairs": [ + "pull_request:47083|pull_request:47088", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46950|pull_request:47057", + "pull_request:46927|pull_request:47054", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:47057", + "pull_request:46941|pull_request:46970", + "pull_request:47056|pull_request:47058", + 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model file; both patch the attention-mask dtype cast in the same code path, so they are duplicates of the same fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": false, + "reason": "Both touch CohereASR training loss, but the implementations differ materially (loss_function with shift_labels vs direct CrossEntropyLoss), so they are not the same concrete change." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Same model area and same issue theme, but the loss fixes are different enough that they should not be merged as duplicates." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Both are integration-fix PRs, but one is a Mamba2 OOM test/load tweak and the other is a PEFT loading adjustment; unrelated concrete bugs." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47057", + "accept": false, + "reason": "Both target integration-test failures, but the fixes address different failure modes and different code/tests, so they are not duplicates." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47054", + "accept": false, + "reason": "Both are GLM46V integration fixes, but the actual edits differ and the PRs address separate failure variants rather than the same underlying bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Unrelated models and fixes; only superficial similarity from being small test/integration patches." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "Same broad Mamba2/other-failure cluster, but one changes PEFT loading and the other changes Mamba2 test loading arguments; not the same bug." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Different models and different failure modes; no same 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"pull_request:46928", + "right": "pull_request:47057", + "accept": false, + "reason": "BLIP-2 tokenizer mapping vs DeepSeekV3.2 load_error; unrelated." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47058", + "accept": false, + "reason": "Both are test-fix PRs, but they touch different models and different bugs." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Different models and different fixes; not the same underlying issue." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47058", + "accept": false, + "reason": "Different model bugs and different code changes." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47058", + "accept": false, + "reason": "Different models and different fixes." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47054", + "accept": false, + "reason": "Different models and different bug fixes; only similar failure labeling." + }, + { 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"reason": "Workflow automation and MusicGen generate typo fix are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different model/code paths and different bugs." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46971", + "accept": false, + "reason": "Pytest compatibility vs Mamba2 OOM test changes; not duplicates." + }, + { + "left": "pull_request:46971", + "right": "pull_request:46974", + "accept": false, + "reason": "Mamba2 test loading changes versus MusicGen generate bug; unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46974", + "accept": false, + "reason": "Docs autolink cleanup and MusicGen generate typo fix are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow automation vs documentation autolink cleanup; not the same change." + }, + { + "left": "pull_request:46958", + "right": 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"accept": false, + "reason": "Masking utilities fix and num_labels return-type/doc change are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Wav2vec2 SDPA dispatch and flash-linear-attention availability are different feature areas and different code paths." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Num_labels None handling and AQLM config validation messages are unrelated." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47088", + "accept": false, + "reason": "Masking-utils fix and CANINE attention-mask dtype fix are different models and different bugs." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "These both touch generation behavior, but one is finegrained FP8 routing/kernel optimization while the other is DeepSeekV4 use_cache support; not duplicates." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "DINO conversion-mapping work and native FSDP2 module migration are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "FSDP2 migration and Serge branch-normalization workflow are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47019", + "accept": false, + "reason": "Docs autolink cleanup and masking-utils regression fix are unrelated." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47082", + "accept": false, + "reason": "Masking-utils fix and RoMa model addition are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "FSDP2 migration and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47025", + "accept": false, + "reason": "Both touch tests/model correctness, but one is RoPE behavior changes across many models and the other is a diffusion_gemma test adjustment; not the same bug." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46957", + "accept": false, + "reason": "FSDP2 migration and finegrained FP8 decode optimization are different features and code paths." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47089", + "accept": false, + "reason": "RoMa model addition and AQLM config validation are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47089", + "accept": false, + "reason": "Torch-compile backend selection and AQLM config validation are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46995", + "accept": false, + "reason": "Molmo2 model addition and flash-linear-attention availability are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-54", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46986", + "pull_request:46995", + "pull_request:47003", + 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Most other soft edges are just broad thematic similarity and should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46895 is the cleanest canonical representative: it has an explicit issue target (46894), fixes a concrete CohereASR training-loss double-shift in the actual model code, and includes test coverage. The later CohereASR PRs are near-rewrites of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46895 is the strongest overall representative because it is the most concrete, self-contained, and explicitly tracked bugfix among the duplicate-like candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46836", + "right": "pull_request:46995", + "accept": false, + "reason": "Different features: Unlimited OCR support vs MLU availability check for flash linear attention." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47025", + "accept": false, + "reason": "Unrelated PRs: wav2vec2 SDPA dispatch vs Diffusion Gemma test cleanup." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47025", + "accept": false, + "reason": "Different areas and fixes: native FSDP2 migration vs Diffusion Gemma test changes." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "Unrelated: DINO 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"reason": "Qwen3-TTS addition vs Japanese docs translation; not the same artifact." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45694", + "accept": false, + "reason": "Molmo2 model addition vs split-batches training-args fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46895", + "accept": false, + "reason": "Molmo2 model addition and CohereASR loss fix are unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47003", + "accept": false, + "reason": "TrainingArguments split-batches fix vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47003", + "accept": false, + "reason": "CohereASR loss-shift fix and OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47003", + "accept": false, + "reason": "Docs autolink cleanup vs OpenVINO exporter introduction; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift bug and same model/test files; 47090 is a near-duplicate rewrite of 46895." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR loss double-shift fix on the same code path and files." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug; these are duplicate reworkings of the same fix." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47055", + "accept": true, + "reason": "Same EdgeTam processor-kwargs bug in the same model forward path; 47055 is a broader version of the same fix." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Mamba2 model OOM fix vs test-only dtype/offload changes; related symptom, but not the same concrete code-path fix." + }, + { + "left": "pull_request:46926", + "right": "pull_request:47054", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error test workaround in the same test file and setup path." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47057", + "accept": true, + "reason": "Same DeepSeekV3.2 load_error workaround in the same integration test file." + }, + { + "left": "pull_request:46949", + "right": "pull_request:47056", + "accept": true, + "reason": "Same Whisper cache-init/integration-test fix in the same model code path." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47058", + "accept": false, + "reason": "Both relate to Mamba2 OOM, but one changes model code and the other changes test harness behavior; not the same concrete fix." + }, + { + "left": "pull_request:46971", + "right": "pull_request:47058", + "accept": false, + "reason": "Both are Mamba2 test-side OOM mitigations, but they are different changes rather than one identical fix." + }, + { + "left": 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They touch different model families, different code paths, and different user-facing capabilities.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:41224 is the narrower, more self-contained PR, but there is no true duplicate relationship here; it is only a weaker representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and features (TimesFM covariates vs DINOv3 classification); no shared underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "c6b66e4e3edfdcba0e5e70c9a9b24f755048b05ab623a18263ca379902824f41", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "One true duplicate-like pair exists: the two `fixed_cross_entropy` PRs are alternate implementations of the same kwargs passthrough fix. The rest are unrelated model, processor, docs, or test changes and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present. Among the PRs, #43251 is the best canonical representative because it directly targets issue 43240 and contains the clearest end-to-end fix to `fixed_cross_entropy`.", + "best_issue_reason": null, + "best_pr_reason": "#43251 is the strongest representative of the cluster\u2019s only genuine overlap: it directly fixes the `cross_entropy` kwargs problem with an explicit tracking issue and a complete implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different problems: missing Mistral tokenizer methods vs ExecuTorch dynamic-shape export coverage." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API gaps are unrelated to adding a new MobileLLM model." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor preload robustness changes are unrelated to introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug in `fixed_cross_entropy` kwargs handling; both change the same code path and could be merged into one PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs fix is unrelated to model addition work." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs fix is unrelated to Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export dynamic-shape test is unrelated to Mistral4 fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas: exportability testing vs MobileLLM model scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model support is unrelated to `cls.config` resolution order." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition does not overlap with Falcon output-collection refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation-skill PR address entirely different code paths." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes are unrelated to the `layrnorm` rename conversion patch." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model changes are unrelated to serve chat parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes are unrelated to the TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to config resolution order in `modeling_utils`." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "The shared file path is only the auto-model registry; one PR adds a model and the other is a model-creation skill, not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and model-creation skill PR are not the same underlying code change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the conservative verdicts are appropriate. The only accepted pair, `pull_request:43251` and `pull_request:43254`, does look mergeable into a single PR for the same `fixed_cross_entropy` kwargs bugfix. The other pairs are reasonably treated as unrelated based on their titles and file paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "5f61b295c3c1e1ca9cc6ed3495015f1e53fe75d681b3126f807ce44d544dad15", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are workflow dependency bumps, but they target different action families and different maintenance goals: #42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action and related workflow actions to newer versions. They are related, but not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the broader, more explicit workflow-action compatibility upgrade across many files, so it is the better canonical anchor if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster because it spans more workflows and has a clearer single-purpose maintenance intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different code paths and dependency families: #42975 focuses on core GitHub Actions runtime compatibility (checkout/cache/upload-artifact), while #42976 updates docker/build-push-action in build workflows. Similar maintenance theme, but not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "2fa989cb05e20d1de9b4d0885a7f8c85b6e703ab9e590bba1954b44aeee3b4e6", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are separate model-addition PRs, not duplicate fixes: they share repository boilerplate like docs, auto-registry, and test scaffolding, but each targets a different model family and codepath.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate PR here; if one must be chosen as the most representative, PR 45490 is the broadest new-model addition with the highest review activity and the most substantial model/registry coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 45490 is the best representative of the cluster because it is a fully scoped model-addition PR with broad integration changes and strong review activity, making it the most informative anchor for the group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo); overlap is only generic new-model scaffolding and docs/auto-registry updates." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and tasks (vision vs time series); shared files are standard model-registration boilerplate, not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated additions with distinct implementations; similarity is limited to common model onboarding patterns." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both are model introductions, but CTSM and Step3p7 affect different concrete codepaths and cannot 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": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "9db716c4321d3e3d470f693f3e0b28f883e50d73b21d192b3ac8c1cdf780bd9a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only share very weak soft similarity. The only near-match is the two YOLOS PRs, but they fix different parts of the device-mismatch story and are not a safe duplicate merge.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "46922 is the most concrete and representative PR here: it is explicitly tied to the YOLOS device-mismatch issue and contains the most complete fix in the pair.", + "best_issue_reason": null, + "best_pr_reason": "46922 is the strongest representative PR because it is issue-linked and includes the most complete YOLOS device-mismatch patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-focused, but they touch different model tests and different failures; not the same underlying change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test cleanup is unrelated to the FP8 dequantization fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test changes do not match the generation-config watermarking fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test changes and a YOLOS device-mismatch fix are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test edits are unrelated to CI/runtime integration changes for Phimoe." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test failures are unrelated to the FP8 dequant fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and different bugs: model tests vs generation watermarking validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Test-only PR for CLIP/ViT is unrelated to the YOLOS code-path fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 kernel/model-loading fixes are unrelated to Phimoe CI memory/device-map changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These address different bugs: FP8 dequantization vs generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequantization and YOLOS device mismatch are different concrete code-path problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config watermarking conversion is unrelated to the Phimoe CI integration fix." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking validation and YOLOS device placement are different bugs." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory/device-map patch for Phimoe is unrelated to YOLOS runtime device placement." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": false, + "reason": "Same broad YOLOS device-mismatch area, but not the same concrete fix: 46886 only changes no_split_modules, while 46922 also fixes a tensor-to-device mismatch in forward; too different to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "1bfe692971849a35f9c96d53baedf4b606c27d82b9c0648a67b86983163353df", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated \"[don't merge]\" test PRs that touch different code paths: packaging/dependency metadata, several CI/commenting/notification workflows, and the PR security-gate workflow. They are only superficially similar and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46747 is the most self-contained and concrete change (one workflow file), so it is the cleanest representative of the group, but it is not actually a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46747 is the best representative because it is narrow and easy to understand, though the cluster does not contain true duplicate PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: setup/versioning and test dependency tweaks versus a PR security-gate workflow edit. Same \"don't merge\" style, but not the same underlying fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are test-oriented, but one changes packaging metadata while the other changes CI/workflow and notification code. No shared bug or mergeable code-path problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they change different jobs and different behavior. They are not the same concrete CI issue and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "7389dbe974cbf0449cc91e706d47242e3eed458aad54f0240c111fd5ac87e404", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation/registry scaffolding, but they target different concrete features, model integrations, and test surfaces.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests implement different pipelines for different segmentation tasks, so they should not be collapsed into one duplicate.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative because they are separate feature additions; if forced, 43613 is the broader segmentation pipeline, but it is not a substitute for 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying change: concept segmentation vs visual segmentation, with different model backends and test files. Shared docs/registry updates are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "f40f0585085a00d8b44c45f96798c2a0791fefa333c489cb2cc8ae49b1da6c2b", + "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": "These two PRs both touch `trainer.py`, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR duplicate pair here; if one must be chosen as the cluster representative, `#43651` is the more self-contained behavioral fix and the clearer standalone change.", + "best_issue_reason": null, + "best_pr_reason": "`#43651` is the stronger standalone PR for this cluster because it changes an existing training-step bug/behavior directly, whereas `#43663` is a separate trainer extensibility refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Shared file only; one fixes gradient accumulation loss scaling and the other adds an overridable signature-columns helper. Different underlying problems, not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "1da9ba340ed265c9ebf3d631dd95c96890db64a15a78e3706913c7a34fa21069", + "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": "These are two separate CLI typing/annotation fixes in the same file, not duplicates of the same bug. One targets a TypeAdapter NameError via annotation/import handling; the other is a broader future-annotations/type-hint cleanup. ", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more specific and self-contained fix: it explicitly addresses the TypeAdapter NameError when pydantic is absent by moving the import under TYPE_CHECKING and quoting the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of its change because the problem statement is concrete and the patch is narrowly scoped to the runtime NameError path. PR 43656 is broader typing cleanup and appears to fix a different annotation-evaluation issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file, but different root causes: 43656 is a general future-annotations/type-hint refactor, while 43842 specifically fixes TypeAdapter NameError when pydantic is not installed. They are not the same underlying bug 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": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "6a36bda5efe79aaab73b5f235f2b6c6a6d3531405d82fc6e494b8c1e8616dda6", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84113, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76935, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a themed rollout of standardized output-tracing refactors across many different models. Most pairs are not true duplicates because they touch different model code paths; only a few same-model/same-file pairs look mergeable as one PR.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen duplicate subset: it is the latest, most complete refactor in the same concrete code path and explicitly aligns with the shared tracing work.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single PR to keep for this cluster because it covers the concrete GPT-J/CodeGen tracing refactor most completely and is the clearest representative of the duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; same tracking issue is not enough to merge." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; these are parallel refactors, not the same fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same model file set; could plausibly be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones and different implementations; only the refactor theme overlaps." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models; both are standardized-output refactors but not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model code paths; broad initiative overlap only." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and forward paths; not a duplicate change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model code paths; same refactor pattern only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families; not the same concrete bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model file/tests, so they look like the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; shared refactor theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model code paths; same umbrella initiative only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; not the same fix." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and outputs; not mergeable as one concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different backbones; only the output-tracing migration is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model implementations; not a duplicate." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different code paths and model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor trend, not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families; no shared concrete fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models and code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model implementations; too broad to treat as duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; not the same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; only the decorator pattern overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 versus MGP-STR; different concrete code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; same refactor style, different models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; different model paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated concrete code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert versus Flaubert/XLM; not a duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet versus LongT5; only the output-tracing theme matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet versus GPT-Neo; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet versus LongT5; different models and fixes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet versus LongT5; unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert versus MPT; not the same concrete bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo versus SpeechT5; different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet versus Flaubert/XLM; same refactor pattern only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "SegFormer versus TextNet; not mergeable as one PR." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 versus MGP-STR; different code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM versus LongT5; only the refactor theme overlaps." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet versus GPT-Neo; not the same fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT versus ImageGPT; unrelated concrete code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert/XLM; different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet versus LongT5; not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet versus GPT-Neo; different fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet versus LongT5; same umbrella refactor only." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet versus LongT5; not a duplicate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert versus GPT-Neo; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT versus SpeechT5; unrelated concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet versus LongT5; different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert versus DeBERTa; not the same underlying change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa versus TextNet; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen tracing refactor on the same concrete files; this looks like the same change in a later PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors touching the same underlying code path, so they are mergeable as one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus ResNet/RegNet; same refactor initiative only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa versus SpeechT5; not the same change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa versus ViT-S; different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet versus ImageGPT; same decorator migration, different concrete models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert versus Flaubert/XLM; not duplicates." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert versus LongT5; different implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR versus GPT-J/CodeGen; unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor style only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most PRs are model-specific output-tracing refactors, and the accepted soft pairs are limited to clear same-model/same-file overlaps (GPT-J/CodeGen and GPT-Neo). The rejections are appropriately conservative and do not overclaim duplicates across unrelated model families." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "b3b6a4c57e63147d20dcfe8284ba282ba127423c41305b918ff596f09fcb0105", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84113, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific migrations to standardized output capture/tracing, but they touch different model implementations and code paths. They are thematically similar, not true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the most representative single PR here because it has an explicit tracking issue and a focused standardized-output refactor, but it remains specific to SpeechT5 rather than duplicating the others.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest standalone candidate: clear title, explicit issue linkage, and a concrete output-tracing migration in one model, making it the most actionable representative of the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same refactor theme, but MPNet and VisualBert are different model code paths; not the same underlying change and not mergeable as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both migrate output tracing, but they affect different models and files; this is broad similarity, not a duplicate bug/fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet vs SqueezeBert are separate model implementations with separate output-tracing migrations; too different to treat as one change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "They share the standardized output-capture pattern, but SqueezeBert and SpeechT5 are distinct model-specific refactors with different concrete code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "5cd76a104e4e8a669c08b0f6e144a2b15aa4181fcdd44762705a073644b6a136", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all separate PRs in the same broad theme of output-tracing refactors, but they target different model implementations and code paths. I did not find any pair that is clearly the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative of the set, spanning two Mamba-family files and introducing the shared output-capturing/refactor pattern. It is a good cluster exemplar, though not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the most central representative here because it is a larger output-tracing refactor with shared helper plumbing across related files, making it the best single PR to anchor the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (`timm_backbone` vs `upernet`); same refactor theme, but not the same bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and implementations; both are output-tracing refactors only in a broad thematic sense." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations (`timm_backbone` vs `univnet`); too broad to treat as one duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are output-tracing cleanup, but they touch different model families and concrete forward paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different subsystems (`timm_backbone` vs `rwkv`); same pattern, not same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated model paths; no shared concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different forward logic; only a generic refactor similarity." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` vs `depth_anything` are separate model implementations, not one bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different code paths and model families; the similarity is only in the refactor style." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated targets for the same refactor pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are distinct models; not the same underlying issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`) with no shared concrete code-path bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Same high-level refactor theme, but these PRs modify different model implementations and forward signatures." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and changes; not a single mergeable duplicate PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated implementations; generic similarity only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; insufficient to call them the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different concrete targets (`univnet` vs `depth_anything`); no duplicate bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated code paths; same refactor category, not same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different implementation details; not one underlying PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba`-family output tracing vs `superpoint` is too broad to merge as a duplicate." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba`-family changes and `codegen` changes address different forward paths and outputs." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations (`timm_backbone` vs `codegen`); only broadly similar refactoring." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated model paths with different output semantics." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and forward contracts; not the same concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different code paths; no duplicate evidence beyond a shared theme." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are separate models; same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and different forward implementations; not one underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` vs `superpoint` are unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`depth_anything` vs `rwkv`) with no shared concrete bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are different implementations; not a duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but vision and speech variants have distinct code paths and forward logic." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated; same generic refactor theme only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and forward behavior; not the same underlying issue." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` target different model contracts and code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; no shared concrete bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are distinct code paths with only thematic overlap." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different targets and output contracts; not duplicate PRs." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` change different model code paths and are only broadly similar in refactor style." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "f91121eaa1a861bef072b8187ee341cd797c8ac108e9801f1b45b34ca961fab1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that share Transformers integration boilerplate but implement different models and code paths: PenguinVL vs Voxtral TTS. The similarity is superficial, so they should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the clearer representative of the cluster because it has an explicit issue target and a tightly scoped model integration, but it is still not a duplicate of 44662.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the better single representative if one must be chosen: it is explicitly tied to issue 45027 and has a focused Voxtral TTS implementation. That said, it does not subsume the PenguinVL PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: these PRs add different models for different tasks and do not fix the same concrete bug or implement the same change. Shared auto/model registration files are generic integration boilerplate, not evidence of duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "97bc638adbe6f87b3387b02dc86472abe5812f113cb2131f21847bf7851f5de0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "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 through module fusion, but they are not the same concrete change. #44979 introduces a new generic Module Fusion API, while #45363 applies KernelConfig-based n-to-1 fusion and adds example/integration wiring. They should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more canonical PR because it defines the core Module Fusion API and test coverage, which the other PR appears to build on rather than duplicate.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative PR for the cluster because it is the foundational change; #45363 is a narrower downstream application of fusion functionality.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related theme, but not the same underlying bug/change: one adds a generic fusion API, the other implements a specific KernelConfig-driven n-to-1 fusion path and example. They 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": 17, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "979d3d6ba4ba618c80864cd17b1723164e104f0f61d26e64f30adcbb630fa70d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4412, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4412, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex` on the same code path and target the same issue; PR 45317 is the more complete version because it includes test coverage.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger representative: same fix as 45086, clearer title, and it adds tests in addition to the code change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best single PR to keep because it covers the bug fix and validation, making it the most complete duplicate target.", + "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/code path; the second PR is essentially a stricter, test-backed version of the first." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "79585575ab5b5ee2db66802a716c500ce978e780bb6ba081c7c0be3dd86d7c85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related NemotronH refactors, but they are not the same underlying change. PR #45115 is mainly a conversion-mapping / inheritance refactor toward GraniteMoeHybrid compatibility, while PR #45569 introduces distinct NemotronH dense/sparse model packages, auto-mapping, docs, and tests.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the more complete and user-visible NemotronH change: it defines the dense/sparse model split, updates docs and tests, and wires the new classes into auto-mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest representative of the cluster because it contains the broader end-to-end model implementation rather than only checkpoint conversion/structural renaming.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related architecture work, but not duplicate fixes: #45115 targets conversion mappings and inheritance cleanup, whereas #45569 adds separate dense/sparse model implementations plus docs/tests. They could both land independently." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "f4ea4bf8b0b1b7bb10b2f79cd7ef5d8e8fea361e4a3916af56395798f8937a6a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about heterogeneous configuration/model support, but they are not the same change: #45333 is a narrower per-layer configuration PR, while #45332 adds the larger end-to-end heterogeneous model support including modeling, cache, masking, and related utilities. They overlap on shared config/docs files, but the code paths and merge scopes differ enough that they should not be treated as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate PR pair here; #45332 is the broader umbrella change and is the better representative of the cluster if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best representative because it covers the full heterogeneous-support feature set, not just configuration plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "#45333 appears to be a narrower config-only subset of the broader heterogeneous-model support in #45332, not the same concrete code-path fix/change. They share files, but the PRs target different scopes and would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "2d5b32b5f00bb7cfd9157c3a743e2809e0510857b893158ac62ee2e23095283c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad type-checking sweep across many Transformer modules, while #45425 adds specific typing protocols/aliases and targeted fixes for modeling utilities. They should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45415 is the broader umbrella typing sweep and better represents the cluster\u2019s overall theme, though it is not a duplicate of #45425.", + "best_issue_reason": null, + "best_pr_reason": "#45415 is the best single representative because it spans the widest set of files and captures the general type-checking effort.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They overlap on typing-related files, but the changes are different: #45415 is a broad annotation/type-checking pass, while #45425 introduces new typing protocols and aliases for specific APIs. Same subsystem, 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": 21, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "83ed3fa4a4a40806a9442e5a1bff4a2905e077f487292d601beea8385e30cc97", + "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": "Both items are pull requests around expert parallelism, but they fix different failure modes: one is about loading/serialization with accelerate + ZeRO-3, the other about expert tensors being overwritten during FSDP2/rank-0 broadcast. Not a duplicate pair.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45662 is the better canonical PR because it addresses a more concrete and code-path-specific EP loading bug, with targeted changes across model loading and MoE/tensor-parallel integration. #45548 is narrower and solves a different accelerate/ZeRO-3 configuration issue.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the strongest representative of the cluster: it has the clearer bug report implied by the title, broader but coherent code changes, and a direct fix for a specific expert-parameter overwrite problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Shared EP context and one shared file are too broad; the PRs fix different problems and different code paths (accelerate/ZeRO-3 loading vs FSDP2 rank-0 overwrite of experts)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "b67cd0b8dcfa73f6e005b4c9a45a63874b7f6c77a554d190a4dcd9ee4bbd214b", + "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 address the same xdist-related captured_info logging bug around patched testing/debug output. PR 45645 is the broader superset, adding the workflow-side log aggregation needed to handle the new per-worker files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file handling change plus the CI workflow update needed to read multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall representative: it fixes the underlying logging collision and also preserves CI debug log collection after the file-splitting change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: patched testing debug logs colliding under xdist. 45645 is essentially a superset of 45639, adding the workflow change required to consume the new per-worker artifacts, so these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "9a4bd62824f23724fc8a2c54e8ae1d74bd75a871106eab95e325b97aa072258d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: PR 45932 is a mixed CI/model-change PR for Grafana/testing plumbing, while PR 46100 is a focused test-migration PR adding kernel and vision model tests. They do not fix the same underlying problem and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the cluster contains two unrelated PRs with different goals and code paths, so neither cleanly represents a duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the better standalone representative because it has a single, coherent purpose (test migration) and is less of a mixed-purpose change than PR 45932.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: 45932 updates workflow secrets and several model files for a Grafana/testing-related change, while 46100 adds DDP/kernel and model tests. They address different problems and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "1a01f23d4a4642fbd230607fb6db1d1c29eb8ed8b0c0687d2aca684a67632013", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the distributed area, but they are not duplicates: one is a focused EP/Trainer integration, the other is a broad distributed branch base that happens to touch overlapping files.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more focused, self-contained change set: it targets EP integration through tensor parallel/runtime hooks and Trainer/config plumbing. PR #46269 is a much broader branch-base PR spanning many distributed subsystems, so it is not a good canonical representative of this specific topic.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of the cluster because it has a narrow, concrete code-path purpose and clearer intent. PR #46269 is too sprawling and mixes many unrelated distributed/FSDP/MoE changes, making it a poor duplicate representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames only show overlap in distributed internals; the PRs have different scopes and likely different goals. #46126 is an EP+Trainer integration, while #46269 is a broad distributed branch base touching many other areas, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "e3c738bf254e12fb294d43a09f10a19bfa7debb3e2dd2c18e0a932370f46604b", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26687, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26687, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated workflow-maintenance PRs that only look superficially similar. The only tight grouping is the repeated pr-ci-security-gate.yml edits, but they change different parts of the workflow and are not the same underlying fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the strongest representative because it makes the main substantive security-gate workflow change; the other PRs in the cluster are smaller or unrelated workflow edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best single exemplar for the cluster because it contains the most concrete behavioral change and sits at the center of the only exact-file subgroup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch GitHub Actions, but one fixes stdin handling in self-comment-ci while the other changes pr-ci-security-gate logic; different workflows and different problems." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes: self-comment-ci message piping vs pr-ci-security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different code paths and goals; quoting/stdin handling is not the same change as adjusting reusable workflow secret usage." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "These are separate workflow fixes in different files; same broad CI area is not enough to merge them as one duplicate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are shell-safety style edits, but they fix different commands in different workflows and do not target the same bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and behavior: SSH runner hardening vs benchmark trigger condition." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH runner download/token handling is unrelated to anti-slop permissions changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "No shared concrete bug; one hardens ssh-runner, the other changes assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; SSH runner security hardening is not the same as pr-ci-security-gate changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "These are separate workflow modifications with different intents and code paths." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both update workflow files, but anti-slop permissions and benchmark dispatch support are unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different operational fixes; not the same underlying change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permission tweaks and shell quoting in build-ci-docker-images are distinct problems." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Only a broad CI/security theme is shared; the actual workflow logic changes are different." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark workflow dispatch support." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes; not the same code-path problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow behaviors in different files; no duplicate underlying change." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch condition and docker-image tag detection are separate workflow issues." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared concrete fix; benchmark triggering and PR security gating are different changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow updates, but one fixes shell handling for commit messages while the other changes PR security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different shell/permissions behavior; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but 46554 adds checkout and diff-based checks while 46558 changes permissions and success gating; related but distinct fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the security-gate workflow, but they address different concerns: validation logic vs reusable-workflow comments/secret handling." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Secret inheritance change is a different security-gate edit than the checkout/diff-based validation added in 46554." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both are pr-ci-security-gate.yml edits, but they modify different aspects of the workflow and are not the same bug." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "One adjusts job permissions/guarding; the other removes inherited secrets from the reusable workflow call; distinct changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Both are about the reusable security-gate setup, but one adds explanatory comments while the other changes secrets propagation; not the same fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Shell quoting in build-ci-docker-images is unrelated to reusable-workflow secret handling in pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files, different workflows, different fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Commit-message handling in build-ci-docker-images is unrelated to secrets inheritance in the security-gate workflow." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "No shared concrete bug or change; SSH runner hardening and PR security-gate secret removal are distinct." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": 28, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "733bf98259e8d3182a53316f2cd6bfa561e82b30c6491e9371ccbfb1384602a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: both are path-traversal hardening PRs, but they protect different code paths and inputs (`weight_map` shard filenames in `hub.py` vs `transformers_weights` in `modeling_utils.py`).", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR from a duplicate-triage perspective; if one must be chosen, PR 46281 is the clearest representative of the checkpoint-shard path traversal fix in the loader code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46281 is the stronger standalone fix to use as the representative PR here because it directly addresses untrusted shard paths in the sharded-checkpoint loader with an explicit containment check.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Different bugs in different loaders: one validates sharded checkpoint filenames from `weight_map`, the other validates `transformers_weights` config paths. Same vulnerability class, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "dd08b37a00a8c4fe9edd813956cbce7e97fefbd0b952fd737210bea7428e7b04", + "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 not duplicates: one fixes CodeLlama decode stripping real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading as the wrong tokenizer class. They address different model families and different code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs: CodeLlama decoder behavior on decode vs AutoTokenizer class selection for DeepSeek checkpoints; 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": 30, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "9c4abfba9b5bc2139bc6165d4018ebf233a709930872b3b5e0648d5ea8f90f86", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate pull requests touching different generation/cache code paths; none look like duplicates of each other.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "46994 is the cleanest standalone fix with a clear validation bug and tight scope; the other PRs address unrelated behaviors in cache handling and prompt lookup decoding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different bugs: one adds early rejection for unsupported QuantizedCache layer types, the other fixes prompt lookup decoding length budgeting. No shared concrete code-path problem." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Different generation features and failure modes: max_length handling in candidate generation versus input validation for bad_words_ids/sequence_bias. They are not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47016-3", + "nodes": [ + "pull_request:47016", + "pull_request:47048", + "pull_request:47066" + ], + "soft_pairs": [ + "pull_request:47016|pull_request:47048", + "pull_request:47016|pull_request:47066", + "pull_request:47048|pull_request:47066" + ], + "prepared_review_unit_hash": "523296bf87c7020168d417bf92de0fdd3e8005acf1b4f18f3147c561cf85d59a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three PRs address the same class of Hungarian-matcher failure from non-finite cost matrices, but only the two broader DETR-family fixes are close enough to treat as duplicates; the RT-DETR-only fix is a separate model-path change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47048 is the cleanest representative fix: it patches the shared object-detection matcher path and directly addresses the infeasible cost-matrix crash for multiple models, making it the most canonical of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47048 is the best overall candidate because it targets the shared matcher utility rather than only model-specific copies, while still clearly fixing the concrete linear_sum_assignment infeasibility caused by NaN/Inf costs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47016", + "right": "pull_request:47048", + "accept": false, + "reason": "Both are about infeasible Hungarian cost matrices, but they fix different code paths and model families (RT-DETR vs shared DETR/Grounding DINO). They are related, not the same PR-level change." + }, + { + "left": "pull_request:47016", + "right": "pull_request:47066", + "accept": false, + "reason": "RT-DETR-only matcher fix versus Deformable DETR/LW-DETR matcher fix. Same symptom, but distinct implementations and not a single mergeable change." + }, + { + "left": "pull_request:47048", + "right": "pull_request:47066", + "accept": true, + "reason": "These are the same underlying bug pattern: non-finite cost matrices causing Hungarian assignment to fail. Both add the same nan_to_num safeguard to closely related object-detection matcher code, and they could plausibly be combined into one broader 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": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47026-2", + "nodes": [ + "pull_request:47026", + "pull_request:47046" + ], + "soft_pairs": [ + "pull_request:47026|pull_request:47046" + ], + "prepared_review_unit_hash": "08bc0f0fe85ab91014a703b64c8b3da078d26b7d1a397fbabd151b5c7aac5357", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xLSTM train-mode forward-path crash in src/transformers/models/xlstm/modeling_xlstm.py and share the same issue target; PR 47046 looks like the more complete fix, adding coverage for the related use_cache/return_last_states failure mode.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": "47046 is the broader, more complete train-mode fix and includes tests; it appears to subsume the narrower return_last_states-only patch in 47026.", + "best_issue_reason": null, + "best_pr_reason": "47046 is the best representative because it addresses the same xLSTM train-mode crash class with the wider scope and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": true, + "reason": "Same model file, same forward/train-mode crash area, and same tracking issue; 47046 appears to extend the same fix rather than address a different problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-6", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051", + "pull_request:47060", + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045", + "pull_request:47045|pull_request:47076", + "pull_request:47045|pull_request:47074", + "pull_request:47051|pull_request:47074", + "pull_request:47051|pull_request:47060", + "pull_request:47060|pull_request:47074", + "pull_request:47060|pull_request:47076", + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "0a4d5cfdabc1966057d1cbf8fb050e2e024dadcdf4951f64bb8db3291052d93f", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15762, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15762, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all in the multimodal pipeline/processor area, but they fix different concrete bugs: stop-sequence routing, audio format validation, generation-kwarg forwarding, batched decoding, key normalization, and audio placeholder validation. They do not look like duplicates of one another under a strict code-path standard.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present; as a PR cluster, #47051 is the best umbrella candidate because it is the broadest multimodal-generation pipeline fix and already spans the two shared pipeline code paths, making it the most representative central change in this set.", + "best_issue_reason": null, + "best_pr_reason": "#47051 is the strongest representative of the cluster because it addresses the general multimodal pipeline kwarg-routing path across multiple files, whereas the others are narrower model/processor-specific fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Both touch image_text_to_text, but one fixes stop_sequence translation and the other forwards generation kwargs; related area, not the same underlying bug." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Different subsystems and failure modes: stop-sequence handling in a text-to-text pipeline vs scalar audio format handling in Voxtral transcription." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47076", + "accept": false, + "reason": "Both involve audio inputs, but one validates Voxtral transcription request formats and the other validates Gemma4 audio placeholders; different code paths and fixes." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47074", + "accept": false, + "reason": "Voxtral audio-array encoding/format validation is unrelated to AnyToAnyPipeline input key normalization." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47074", + "accept": false, + "reason": "Both concern multimodal pipelines, but one forwards generation kwargs and the other normalizes input keys; distinct bugs, not mergeable as one fix." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "Shared multimodal context only; one is kwarg forwarding, the other is Qwen Omni batched post-processing." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47074", + "accept": false, + "reason": "Rejected despite similarity: Qwen Omni batched output decoding and AnyToAny input-key normalization are different concrete issues and code paths." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47076", + "accept": false, + "reason": "One fixes batched text post-processing, the other validates Gemma4 audio placeholder construction; not the same bug." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "AnyToAnyPipeline input normalization and Gemma4 processor audio-placeholder validation are separate changes in different components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/manifest.json b/snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ab3f541b4d6575e160db95306021c820b1164370 --- /dev/null +++ b/snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260706t000824z", + "artifacts": { + "hybrid": "snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-06T00:13:43Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260706T000824Z", + "variant": "hybrid" +} diff --git a/snapshots/20260706T000824Z/manifest.json b/snapshots/20260706T000824Z/manifest.json index d84495ef2f10c258a0a32cbcbd864cdbc7cdd52a..df7fa87303cf7e1ecc80035ce091d12a0ed19136 100644 --- a/snapshots/20260706T000824Z/manifest.json +++ b/snapshots/20260706T000824Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 7 }, "extracted_at": "2026-07-06T00:08:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260706t000824z", + "runs": { + "hybrid-model-20260706t000824z": { + "analysis_id": "hybrid-model-20260706t000824z", + "artifacts": { + "hybrid": "snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260706T000824Z/analysis-runs/hybrid-model-20260706t000824z/manifest.json", + "model": null, + "published_at": "2026-07-06T00:13:43Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260706T000824Z", "watermark": {