diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 704867e84142c34cee8a60f8072f61522fc9078e..b7d8f9c68988f6c172a600e3c6ad985be8439cf8 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260526T180028Z", - "generated_at": "2026-05-26T18:20:10Z", + "snapshot_id": "20260527T000053Z", + "generated_at": "2026-05-27T00:05:37Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1755,35 +1755,6 @@ } ] }, - { - "cluster_id": "cluster-44001-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44004, - "issue_numbers": [], - "pr_numbers": [ - 44001, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44001, - "right_pr_number": 44004, - "code_similarity": 0.087, - "size_similarity": 0.237, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.262, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44002-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2144,15 +2115,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44001-2", - "canonical_pr_number": 44004, - "duplicate_pr_numbers": [ - 44001 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44002-2", "canonical_pr_number": 44002, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 592f1db6f598797ef818ef42a9cb17dc116fcec3..1918dcc281022a18417b94f891bb2d1f196d94ef 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": "20260526T180028Z", - "generated_at": "2026-05-26T18:20:10Z", + "snapshot_id": "20260527T000053Z", + "generated_at": "2026-05-27T00:05:37Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -565,8 +565,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -943,8 +943,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -1286,8 +1286,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -1614,8 +1614,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -1930,8 +1930,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -2280,8 +2280,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -2595,8 +2595,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -2921,8 +2921,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -3246,8 +3246,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -3567,8 +3567,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -3879,8 +3879,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -4205,8 +4205,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -4513,8 +4513,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -4831,8 +4831,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -5129,8 +5129,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -5437,8 +5437,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -5745,8 +5745,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -6070,8 +6070,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -6357,8 +6357,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -6676,8 +6676,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -7008,8 +7008,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -7320,8 +7320,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -7625,8 +7625,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -7912,8 +7912,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -8255,8 +8255,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -8566,8 +8566,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -8871,8 +8871,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -9162,8 +9162,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -9459,8 +9459,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -9750,8 +9750,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -10055,8 +10055,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -10374,8 +10374,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -10679,8 +10679,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -10977,8 +10977,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -11296,8 +11296,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -11608,8 +11608,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -11927,8 +11927,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -12256,8 +12256,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -12596,8 +12596,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -12893,8 +12893,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -13213,8 +13213,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -13518,8 +13518,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -13826,8 +13826,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -14181,8 +14181,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -14507,8 +14507,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -14869,8 +14869,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -15328,7 +15328,7 @@ "issue:44297|issue:45230", "issue:43352|issue:44393" ], - "prepared_review_unit_hash": "43dcc699751e024f009f28c0361e36564297c1c5e3bdb6b2353acdd88fe2caa1", + "prepared_review_unit_hash": "2716e78f647d024f2adb5180e32e8f99f5ac3967fd688d7e1f6cd5e7fd2270b2", "component_budget": { "node_count": 431, "item_count": 431, @@ -15350,222 +15350,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster; it contains many unrelated issue reports with only loose similarity around v5 regressions, import/performance, and a few model-specific bugs. No soft edge looks like the same underlying bug/change with enough confidence to merge.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style regression report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the most central issue node for loose grouping, though it is too vague to be a precise duplicate target.", + "summary": "The cluster is mostly heterogeneous, with several unrelated bug reports loosely tied together by Transformers v5 regressions, import issues, or model-specific failures. No PRs are present. I\u2019d use the broad v5 regression report as the best issue anchor, but I would not merge any of the soft pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best matches the cluster\u2019s recurring theme of widespread v5 breakage, making it the most reasonable canonical anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best global issue representative only because it is the closest catch-all v5 breakage report; it still lacks the specificity needed for strict duplicate consolidation.", + "best_issue_reason": "issue:45850 has the most general scope, a clear regression-oriented title, and enough discussion to serve as the best triage hub for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated: a nonsense title versus a Gemma-4 audio positional-encoding bug; no shared concrete failure path." + "reason": "Completely different bugs: a placeholder/title-only issue versus a Gemma-4 positional encoding problem." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion about forward args vs an import error for a missing symbol; different problem classes." + "reason": "Documentation confusion in model.forward is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:44355", "right": "issue:46178", "accept": false, - "reason": "Compiled Python file errors are not the same as a backend-mapping ValueError for tensorflow_text." + "reason": "Compiled-Python-file errors and a tensorflow_text backend mapping error are different code paths." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Both are version-related breakages, but one is the transformers env CLI and the other is Python 3.14 import/loading; too broad to be the same bug." + "reason": "Both mention version-related breakage, but one is the env command and the other is Python 3.14 import failure; not the same bug." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel not applied with model_init is unrelated to an FP8 inference failure on B200." + "reason": "Liger Kernel application via model_init and FP8 inference on B200 are unrelated model/runtime issues." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both mention RoFormer, but one is kwargs propagation and the other is attention-interface usage; not the same concrete defect." + "reason": "Both involve RoFormer, but one is kwargs forwarding and the other is attention-interface implementation; different underlying defects." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder racoon report." + "reason": "Scheduler kwargs handling is unrelated to the racoon issue." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the racoon issue." + "reason": "RoPE implementation discussion does not match the unrelated racoon issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are different areas and symptoms." + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache during chunked prefill is unrelated to a cache-strategy typo." + "reason": "Chunked prefill cache regression and a typo in cache strategies are not the same bug." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast label reduction behavior." + "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5-35B chat crash is not the same concrete issue as a generic 'many models break' regression report." + "reason": "Qwen3.5 chat crash is a specific model failure; 45850 is only a broad umbrella regression report." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor.save_pretrained files is a concrete serialization bug, while the other report is too generic to match." + "reason": "Missing processor save files and a generic bug report do not indicate the same underlying problem." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading problems are unrelated to a backend error caused by tensorboard without TensorFlow." + "reason": "Lazy loading malfunction is unrelated to the TensorFlow/tensorboard backend error." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "General Qwen3-VL-Moe bugs and missing _tp_plan for tensor parallelism are related only at a model-family level, not the same bug." + "reason": "Qwen3-VL-Moe issue and missing _tp_plan for tensor parallelism are distinct model-support bugs." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading failure and unsafe sys.modules access may be adjacent, but they are not clearly the same underlying defect." + "reason": "Lazy loading is not the same as unsafe sys.modules access in modeling_utils." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support and a weight-conversion-script question are different requests/issues." + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeekV4 weight-conversion question." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL 2D box output problems are unrelated to PretrainedConfig type-checking regressions." + "reason": "Qwen3-VL bbox hallucination/error and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both involve v5 regressions, but one is the env command and the other is checkpoint reload compatibility; not the same bug." + "reason": "Both are version-related, but one is the transformers env command and the other is checkpoint reload compatibility; different bugs." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config missing pad_token_id is a specific config bug, not the same as a broad v5 breakage umbrella." + "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as the broad v5 regression report." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "2D bounding-box output errors are not the same as an infinite-loop generation bug for a specific image." + "reason": "Qwen3-VL bbox output failure and Qwen3_5 infinite-loop behavior are different failures." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time slowdowns and missing GenerationMixin cache are both v5-related, but the concrete code paths differ." + "reason": "Removing import * usage for performance and a missing cache issue in chunked prefill are not the same change or bug." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern old checkpoints under v5, but one is general reload failure and the other is remote-code/meta-init incompatibility." + "reason": "Checkpoint reload incompatibility and meta-initialization incompatibility are related to upgrades, but they are different concrete failures." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific config migration bug, not the same as a generic v5 breakage report." + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the same as the broad v5 breakage report." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration guidance is unrelated to a cache-strategy typo." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache-strategy docs/code is not the same as a broad statement that v5 breaks many models." + "reason": "A typo in cache strategies is not the same as the broad statement that v5 breaks too many models." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General import errors after upgrading to 5.5.0 are related in theme, but not the same concrete failure as the broad v5 breakage claim." + "reason": "Many import errors after upgrade and broad v5 breakage overlap only at a high level; they are not the same concrete issue." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* performance work and an import failure for Qwen3_5ForCausalLM are different issues." + "reason": "Import-* cleanup/performance work is unrelated to a specific missing Qwen3_5ForCausalLM module import." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow import is not the same as lazy loading not working properly; the overlap is too broad." + "reason": "Slow import sometimes and lazy loading not working properly may be adjacent, but there is not enough evidence they are the same underlying bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests is unrelated to scheduler kwargs handling." + "reason": "Missing set_seed in SAM-HQ tests is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type mismatch warning for sam3_video/tracker is unrelated to Liger Kernel application in model_init." + "reason": "SAM3 tracker/model-type warning and Liger Kernel not applied via model_init are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs propagation is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "AutoProcessor kwargs propagation to cached_file and scheduler kwargs handling are different APIs and bugs." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility failure is unrelated to Qwen3-VL bounding-box output bugs." + "reason": "Python version incompatibility and Qwen3-VL bounding-box errors are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is a specific serialization bug, not a generic bug report." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a generic bug report." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for NemotronH is unrelated to Qwen3-VL bounding-box hallucination/error." + "reason": "Flash Attention 2 support for NemotronH and Qwen3-VL bbox errors are unrelated model-specific issues." } ] }, @@ -15684,7 +15684,7 @@ "issue:44861|issue:45290", "issue:44998|issue:45850" ], - "prepared_review_unit_hash": "8e067e079f4dd9507bfb02698cbb00a2d75b8d63e3325d87932e5eff9ce5768b", + "prepared_review_unit_hash": "5312f4bf8e6a5e21b38ef562c928d5dcdd572babab22b84eeca15aaa65d0bae5", "component_budget": { "node_count": 431, "item_count": 431, @@ -15706,276 +15706,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and docs issues, with some broad overlap around v5 breakages and tokenizer/model-loading problems. None of the soft pairs look like true duplicates under a strict same-bug standard.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the cluster\u2019s loose v5-regression theme, even though it is too generic to subsume the specific bugs cleanly.", + "summary": "Mostly heterogeneous Transformers issues (tokenizer docs/regressions, model-loading bugs, training/runtime edge cases, and unrelated utilities). No listed soft-edge pair looks like the same concrete bug/change; the only obvious duplicate signal in the item set is the repeated Qwen3.5 MoE from_pretrained report (45310/45478).", + "confidence": 0.66, + "canonical_issue_reason": "issue:45310 is the earlier, concrete report of the same Qwen3.5 MoE from_pretrained failure as 45478, so it is the best canonical anchor among these items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative cluster anchor because it describes the widest user-visible regression pattern; the other issues are narrower, model-specific, or unrelated.", + "best_issue_reason": "issue:45310 is the most actionable representative: it names a specific model, a specific version range, and a concrete loading failure, unlike the broader or vaguer reports in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Generic bug report versus a buffer/position_ids reading problem; no clear shared code path or concrete duplicate symptom." + "reason": "Specific buffer/position_ids bug vs a generic bug report; no shared code path." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "CLI env command regression and scheduler kwargs bug are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* cleanup/perf issue is unrelated to a HybridCache import failure." + "reason": "Import-star cleanup/perf issue vs missing HybridCache import are different failures." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different bugs." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate issues." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import cleanup is unrelated to a testing_utils bug." + "reason": "Repository import cleanup has no overlap with a testing_utils typo." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism output corruption are not the same bug." + "reason": "Cache-strategy typo and pipeline-parallelism output bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python-version compatibility failure is not the same concrete problem as the broad \u201cmany models break\u201d report." + "reason": "Python-version compatibility problem vs broad v5 breakage complaint." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support regression and Qwen3_5 import failure are different failure modes." + "reason": "Interpreter support issue vs a specific missing import symbol." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and tied-weight-key AttributeError are unrelated." + "reason": "Optional post_init policy and tied-weight key crash do not share a concrete bug." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different models and different symptoms; not the same underlying bug." + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 MoE loading error are different model paths." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs being ignored." + "reason": "Docs referencing removed pipeline APIs is unrelated to scheduler kwargs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward and tokenizer-loading regression are not the same issue." + "reason": "Forward-doc confusion and tokenizer-loading regression are not the same underlying issue." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied via model_init and flash_attention_3 training degeneration are distinct code paths." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "CLI env command breakage and lazy-loading failure are not the same bug." + "reason": "Liger Kernel application in model_init and flash-attention training degeneration are different problems." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key crash are unrelated." + "reason": "Saving Pipeline objects and _tied_weights_keys list handling are unrelated code paths." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding bug do not match." + "reason": "DSA indexer activation issue and Gemma4Audio positional encoding bug are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not sufficiently specific to be duplicates." + "reason": "Generic placeholder report vs a specific Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading malfunction and scheduler kwargs handling are unrelated." + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared expert gating and a comb transpose issue are different model bugs." + "reason": "DeepSeek-V4 gating logic and deepseek-v4 weight-transpose/conversion issue are different bugs." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env CLI is unrelated to Qwen3_5 import failure." + "reason": "Broken env command and missing Qwen3_5 import are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are different model-specific defects." + "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs are unrelated." + "reason": "Processor timestamp bug and scheduler kwargs bug do not match." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-* cleanup/perf issue is unrelated to VRAM leakage in dataloader threads." + "reason": "Import-star performance issue vs VRAM leak in multithreaded loading are different." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Model.forward docs confusion and Llama 3.2 model-loading regression are not the same underlying bug." + "reason": "Documentation confusion and Llama 3.2 model-loading regression are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and forward-API documentation confusion are unrelated." + "reason": "Slow checkpoint loading and forward-doc confusion are different issue types." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different architectures and different implementation bugs; no shared concrete fix." + "reason": "GLM-5 RoPE math and Gemma4Audio positional encoding are separate model-specific bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in threaded dataloading and GLM-5 RoPE implementation are not duplicates." + "reason": "VRAM leak in multithreaded use is unrelated to RoPE implementation." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models and DeepSeek-V4 weight conversion are separate feature/question areas." + "reason": "Continuous batching/audio-model support and weight conversion script availability are not the same bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage report and a specific Qwen3_5 import error are too different to merge." + "reason": "Broad version-wide breakage complaint vs a specific import error." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings migration and dataloader-thread VRAM leak are unrelated." + "reason": "TF32 configuration guidance and VRAM leak are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and Qwen3VL timestamp calculation are unrelated bugs." + "reason": "Unexpected network requests with local_files_only and timestamp calculation are different failures." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing save_pretrained files are different issues." + "reason": "Timestamp math bug and missing processor save files are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and VRAM leak are unrelated." + "reason": "Processor timestamp bug and VRAM leak are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding bug are different problems." + "reason": "CPU offload device mismatch and Gemma4Audio positional encoding are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GLM-MoE and Gemma-4 audio positional encoding do not match." + "reason": "torch.split return handling and Gemma4Audio positional encoding are unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Layernorm eps precision discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "MLA rms_norm_eps precision issue and Gemma4Audio positional encoding are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import failures, but for different symbols and likely different export paths; not the same concrete bug." + "reason": "Different missing import symbols; no shared root cause is evident." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is a generic v4\u2192v5 behavior change and the other is a specific decoder-type bug." + "reason": "Both are tokenizer regressions in v5, but the symptoms and likely fixes differ." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Unsupported Flash Attention 2.0 for NemotronH and Qwen3_5 import failure are unrelated." + "reason": "Flash Attention support limitation and missing Qwen3_5 import are different issues." }, { - "left": "issue:44908", - "right": "issue:44998", + "left": "issue:44998", + "right": "issue:44908", "accept": false, - "reason": "Scheduler kwargs and an unrelated off-topic issue are not duplicates." + "reason": "Unemployment is unrelated noise, not a software bug match." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and an off-topic issue are unrelated." + "reason": "A typo in cache strategies is unrelated to an off-topic issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and an off-topic issue are unrelated." + "reason": "CLIPOutput attentions regression is unrelated to the off-topic item." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key list handling and chat template tool-call crash are different code paths." + "reason": "Tied-weight-key crash and chat-template tool-call crash are different code paths." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Off-topic issue and broad v5 regression report are not the same underlying bug." + "reason": "Off-topic item and broad version-breakage complaint are not duplicates." } ] }, @@ -15994,8 +15988,8 @@ "review_unit_count": 50, "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-10000-431", "nodes": [ @@ -16225,8 +16219,8 @@ "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": [ @@ -16303,8 +16297,8 @@ "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": [ @@ -16374,8 +16368,8 @@ "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": [ @@ -16472,7 +16466,7 @@ "issue:44365|issue:46222", "issue:44370|issue:46222" ], - "prepared_review_unit_hash": "2adc2e7ff48520849d8ae6ff3881e00e09fbf3972547c4a2574e6639c43c825c", + "prepared_review_unit_hash": "996c6bf499666d136718c12050a3b3bab7cf69333d2125d87a979a1a28eb49db", "component_budget": { "node_count": 7, "item_count": 7, @@ -16494,132 +16488,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes distinct i18n translation requests for specific languages with a handful of near-identical generic template issues. There is no single underlying bug/change shared by all items, so I rejected all soft duplicate edges.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44370 is the closest central representative of the generic template-placeholder subgroup, with exact/near-exact similarity to issue:46222 and issue:44365. The Turkish, Spanish, and Romanian requests are separate translation tasks and should not be collapsed into it.", + "summary": "This cluster is mostly separate documentation localization requests, not duplicates: Turkish, Spanish, and Romanian are clearly distinct, and the later placeholder-titled issues look like template-generated translation requests rather than the same underlying task.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 27088 is the oldest concrete, language-specific request and is the clearest representative in the set, but it should not be treated as a true duplicate target for the other language-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44370 is the best global representative only for the templated placeholder issues, not for the whole mixed cluster. It is the strongest duplicate-like center, but the language-specific issues remain distinct.", + "best_issue_reason": "27088 is the best representative issue because it is specific and readable, while the later placeholder-titled issues are too generic to serve as a stable canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish translation request vs generic placeholder issue; same i18n theme, but not the same concrete request." + "reason": "Different translation requests; the right side is a generic template issue, not evidence of the same language/task as Turkish." }, { "left": "issue:27088", "right": "issue:46222", "accept": false, - "reason": "Turkish request and a generic placeholder entry; no evidence they target the same language or task." + "reason": "Different translation requests; generic placeholder title is too vague to equate with the concrete Turkish request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish request vs generic placeholder text; boilerplate similarity is not enough to merge." + "reason": "Different translation requests; the placeholder issue could be a separate language-specific task, not a duplicate of Turkish." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request vs generic placeholder issue; different concrete translation work." + "reason": "Different translation requests; the placeholder issue is too underspecified to be the same underlying task as Turkish." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are different language tasks, not duplicates." + "reason": "Different target languages (Turkish vs Romanian) mean these are separate issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are separate language-specific issues." + "reason": "Different target languages (Turkish vs Spanish) mean these are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request vs generic placeholder issue; same subsystem, but not the same underlying request." + "reason": "Spanish translation request versus a generic placeholder issue; not enough evidence they are the same task." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request vs template placeholder issue; no concrete match on language target." + "reason": "Spanish translation request versus a generic placeholder issue; template similarity alone is not enough." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are distinct tasks." + "reason": "Different target languages (Spanish vs Romanian) mean these are separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request vs generic placeholder entry; insufficient evidence that they are the same issue." + "reason": "Spanish translation request versus a generic placeholder issue; no evidence of the same underlying request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs generic placeholder issue; no clear shared language/task." + "reason": "Romanian translation request versus a generic placeholder issue; not enough evidence they are duplicates." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian request vs generic placeholder issue; boilerplate similarity alone is not a duplicate signal." + "reason": "Romanian translation request versus a generic placeholder issue; generic similarity is insufficient." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs generic placeholder issue; different concrete translation target." + "reason": "Romanian translation request versus a generic placeholder issue; could be a different language/task." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request vs generic placeholder issue; not the same underlying change." + "reason": "Romanian translation request versus a generic placeholder issue; no clear same-task evidence." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are generic placeholder template issues, but the available evidence does not prove they refer to the same actual language request." + "reason": "Both are generic template issues, but there is no evidence they refer to the same language or same translation task." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Near-identical template text, but no explicit language target or code to confirm a true duplicate." + "reason": "Both are generic template issues, but template similarity does not establish the same underlying request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Template-placeholder similarity only; too little concrete evidence to merge." + "reason": "Both are generic template issues, but no concrete evidence they are the same issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Very similar placeholder text, but the issues are not tied to a clearly identical concrete request." + "reason": "Highly similar placeholder issues, but still no proof they are the same language/task." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Near-match on boilerplate only; no explicit target language or change path to confirm duplication." + "reason": "Highly similar placeholder issues, but they may be separate translation requests created from the same template." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Exact/near-exact template wording, but still only boilerplate similarity with no concrete same-language evidence." + "reason": "Exact placeholder match is not enough here; these could still be separate language-specific translation requests, so do not merge." } ] }, @@ -16638,8 +16632,8 @@ "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-36817-16", "nodes": [ @@ -16960,8 +16954,8 @@ "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": [ @@ -17023,8 +17017,8 @@ "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": [ @@ -17086,8 +17080,8 @@ "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": [ @@ -17149,8 +17143,8 @@ "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": [ @@ -17252,8 +17246,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -17374,8 +17368,8 @@ "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": [ @@ -17494,8 +17488,8 @@ "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-45672-2", "nodes": [ @@ -17557,8 +17551,8 @@ "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": [ @@ -17620,8 +17614,8 @@ "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": [ @@ -17683,8 +17677,8 @@ "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": [ @@ -17840,151 +17834,151 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "d61a2175817ffcac4cdd5d775fd623149c6f58a721426115e5135518226d9127", + "prepared_review_unit_hash": "bb61d71e3e8c584c84a1795f4f681546c95fcdca68100e53dcfed976ee4c17c2", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34772, - "estimated_input_tokens": 8693, - "estimated_eval_tokens": 17642 + "serialized_chars": 34776, + "estimated_input_tokens": 8694, + "estimated_eval_tokens": 17644 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34772, - "estimated_input_tokens": 8693, - "estimated_eval_tokens": 17642 + "serialized_chars": 34776, + "estimated_input_tokens": 8694, + "estimated_eval_tokens": 17644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs that only share broad thematic similarity. The only clear duplicate-like pair is the two `fixed_cross_entropy` patches for issue 43240, which both adjust the same loss helper code path; the rest should stay separate.", - "confidence": 0.95, + "summary": "One true duplicate-like pair exists: the two `fixed_cross_entropy` patches. The rest are unrelated model additions, refactors, or test/docs changes despite superficial similarity.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is a reasonable canonical representative for the 43240 loss-helper fix: it is tightly scoped to `fixed_cross_entropy` and explicitly targets the issue. PR 43254 is a very close alternative that also links 43240 and patches the same code path, so the choice is representative rather than evidence of unique linkage.", + "canonical_pr_reason": "PR 43251 is the strongest representative because it directly targets the reported issue 43240 and applies the fix at the exact `fixed_cross_entropy` call site with a complete kwargs plumbing change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is a strong overall representative for the cluster\u2019s only true near-duplicate pair, because it is a focused implementation of the 43240 `fixed_cross_entropy` change. That said, PR 43254 is similarly issue-linked and code-path-equivalent, so this is a conservative representative choice rather than a uniquely privileged one.", + "best_pr_reason": "PR 43251 is the best overall pick: it addresses a concrete bug, has an explicit issue target, and is the clearest standalone fix in the set.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different work: VideoPrism model/docs addition vs an ExecuTorch dynamic-shape export test." + "reason": "Unrelated PRs: new VideoPrism model integration vs an Executorch dynamic-shape test. No shared bug or mergeable code-path." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different code paths: tokenizer API additions vs ExecuTorch export testing." + "reason": "Mistral tokenizer API additions and Executorch export tests are unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated: tokenizer method additions vs adding a new MobileLLM model." + "reason": "Tokenizer method additions for MistralCommon do not overlap with adding a new MobileLLM model." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different scope: processor auto-loading robustness vs adding MobileLLM support." + "reason": "Processor robustness fixes across existing models are not the same change as introducing MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs fix is unrelated to a new model implementation." + "reason": "Cross-entropy kwargs plumbing is unrelated to adding MobileLLM model files and tests." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different bug domains: cross-entropy kwargs vs Mistral4 test/model fixes." + "reason": "Different bug domains: loss helper kwargs vs Mistral4 test/model adjustments." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export tests are unrelated to Mistral4 test fixes." + "reason": "Executorch dynamic-shape testing is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different artifacts and problems: export test coverage vs new model addition." + "reason": "A dynamic export test and a new model integration are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition is unrelated to `cls.config` resolution order." + "reason": "New MobileLLM model support and config-resolution logic in `modeling_utils` are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model files are unrelated to Falcon output-interface refactoring." + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Unrelated: model addition vs model-creation skill/docs repo changes." + "reason": "Falcon model refactor is unrelated to the model-creation skill documentation/workflow PR." }, { - "left": "pull_request:43995", - "right": "pull_request:45213", + "left": "pull_request:44827", + "right": "pull_request:45170", "accept": false, - "reason": "Falcon refactor and model-creation skill are different changes with no shared code-path bug." + "reason": "Mistral4 test fixes and `layrnorm` renaming are different concrete changes in different subsystems." }, { - "left": "pull_request:43995", - "right": "pull_request:44827", + "left": "pull_request:44827", + "right": "pull_request:46048", "accept": false, - "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/model fixes." + "reason": "Mistral4 test/model work is unrelated to adding a TDT loss kernel integration." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and `layrnorm` typo renaming are different concrete issues." + "reason": "No shared underlying bug: Mistral4 test fixes versus config-class resolution ordering." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45213", "accept": false, - "reason": "Different subsystems: Mistral4 fixes vs adding a TDT loss kernel." + "reason": "Model tests/fixes are not the same as the model creation skill PR." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:45213", "accept": false, - "reason": "Model-specific test fixes are unrelated to `cls.config` resolution behavior." + "reason": "Shared auto-model file aside, these are not the same concrete fix; one is Mistral4 test work, the other is a model-creation skill overhaul." }, { - "left": "pull_request:44827", + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Model-specific fixes are unrelated to the model-creation skill PR." + "reason": "New MobileLLM implementation and a workflow/skill PR are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "These are effectively the same `fixed_cross_entropy` fix for issue 43240: both add support for extra `cross_entropy` kwargs in the same code path." + "reason": "Both patch the same `fixed_cross_entropy` code path to forward supported kwargs to `nn.functional.cross_entropy`; they are near-identical fixes for the same underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The soft-edge verdicts look conservative and the cluster summary is mostly grounded, but the reasoning overstates the evidence for PR 43251. PR 43254 also has an explicit issue link to 43240 and the same `fixed_cross_entropy` code path, so 43251 is not the only PR here with clear issue linkage. The canonical/representative rationale should be phrased more conservatively." + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted pair is a plausible duplicate/mergeable same-bugfix match (`fixed_cross_entropy` in the same file with the same issue target). The other pair judgments are conservative and consistent with the diffs shown." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18008,7 +18002,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "b51635748fb7d6b5da65cfd107ef150cf4985a888e6a03df3d6f19836819ace4", + "prepared_review_unit_hash": "609edf3ab9010d3b524fe7db0fb7e7ca33e502e7709db36e266341b5cfb3a201", "component_budget": { "node_count": 2, "item_count": 2, @@ -18030,18 +18024,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two related but distinct VibeVoice PRs: one for the base model integration and one for a later realtime extension with additional tokenizer/generation work. They overlap on shared scaffolding, but they are not the same change.", - "confidence": 0.91, + "summary": "Related VibeVoice work, but not the same change: PR 40546 introduces the base VibeVoice implementation, while PR 42781 adds a separate realtime/acoustic-tokenizer extension and extra generation plumbing. They share files because 42781 builds on the same family, but they are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42781 is the broader and newer VibeVoice PR, covering realtime-specific components in addition to the shared base integration, so it is the better representative of the cluster topic.", + "canonical_pr_reason": "No canonical PR for dedupe: 40546 is the base VibeVoice implementation, while 42781 is a distinct realtime extension with additional tokenizer/feature-extraction and generation changes.", "best_issue_reason": null, - "best_pr_reason": "PR #42781 is the strongest representative because it subsumes more of the VibeVoice stack and appears to be the more complete follow-on implementation, though it is not a duplicate of #40546.", + "best_pr_reason": "No single best duplicate PR: 42781 is broader, but it targets a different concrete feature scope than 40546 rather than the same bug/change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files indicate related work, but #40546 is the base implementation while #42781 adds realtime and acoustic-tokenizer changes; they are not the same concrete PR and would not naturally merge into one PR." + "reason": "Reject: these are related VibeVoice-family PRs, but one implements the base model and the other adds realtime/acoustic-tokenizer support; not the same underlying change and not mergeable as one duplicate PR." } ] }, @@ -18071,7 +18065,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "3e0c6b1226ac35babb093253ccb1350f35ca59dc73bb1780b1257d47f2b3cef7", + "prepared_review_unit_hash": "76db3861fd7795142acb60d862798f8021c2a5f50120f3f79774095bb9022720", "component_budget": { "node_count": 2, "item_count": 2, @@ -18093,18 +18087,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They touch different models, code paths, and documentation, so this is not a duplicate pair.", + "summary": "These are unrelated PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. The shared \"add support\" phrasing is superficial.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different products/features and do not represent the same underlying change.", + "canonical_pr_reason": "PR 41224 is the cleaner representative: it adds a single, concrete image-classification capability with explicit model/AutoModel wiring, docs, and tests. PR 40755 is a separate, broader forecasting feature in an unrelated model family.", "best_issue_reason": null, - "best_pr_reason": "41224 is the more self-contained standalone PR in the pair, but only as a local representative; it is not a duplicate of 40755.", + "best_pr_reason": "PR 41224 is the most self-contained and mergeable PR in this cluster; it has a narrowly scoped codepath and clear end-user behavior.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and change goals: TimesFM covariates vs DINOv3 image classification. They do not fix the same code-path problem and could not plausibly be merged into one PR." + "reason": "Different model families and tasks (TimesFM forecasting with covariates vs DINOv3 image classification); they do not fix the same concrete codepath and would not plausibly merge into one PR." } ] }, @@ -18199,12 +18193,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "c334841605cd69d3ff1fc0a223ca1be13b6f2e94e0336be876d50125aeae30ba", + "prepared_review_unit_hash": "c61376cf12bfb17897ff43931630286b0601abd2d794d726ed1d86b7c723f1c4", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18212,7 +18206,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18221,24 +18215,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). They share Transformers boilerplate and auto-registration edits, but the titles, model names, files, and code paths are different, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are three separate model-addition PRs for different architectures (DeepSeek OCR, Isaac, Kimi2-6). They overlap in Transformers boilerplate, but they are not the same underlying change or bug fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45630 is the most representative cluster member: it has the highest review activity and a broad integration footprint across auto-mappings and model files, but it still corresponds to a distinct model addition rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45630 is the strongest representative of the cluster because it has the broadest integration surface and the most review activity, but it is still a distinct model-addition PR rather than a duplicate of the others.", + "best_pr_reason": "PR #45630 is the strongest standalone PR in the set because it appears most mature and comprehensive, with substantial framework integration and the most discussion, making it the best representative despite not being merge-equivalent to the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions for DeepSeek OCR vs Isaac. Overlap is limited to shared framework boilerplate and registry/docs updates, not the same underlying change." + "reason": "Both add different models (DeepSeek OCR vs Isaac). Shared docs/auto-registration changes are generic model-integration boilerplate, not the same code-path fix or a PR that could be merged into one." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions for Isaac vs Kimi2-6. Similar auto-mapping and docs scaffolding do not indicate the same bug or code-path fix." + "reason": "Isaac and Kimi2-6 are unrelated model additions. They touch similar Transformers plumbing, but the concrete implementation, model package, and tests are for different architectures, so they should not be merged together." } ] }, @@ -18268,12 +18262,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "91f5131001cebfb476cdcdc609032e29a9cfa5b232eca369421e9c7bb6d5c8fe", + "prepared_review_unit_hash": "a5284344bf2caeb25acc01908e3fad2dda2286ccf053c6cb1d44151f035bc6b6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18281,7 +18275,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5933, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18290,18 +18284,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both broad dependency-maintenance PRs touching overlapping GitHub Actions workflows, but they fix different upgrade sets and different underlying compatibility concerns, so they should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These are related GitHub Actions maintenance PRs, but they change different action families and address different upgrade goals. PR 42975 is a broad Node 24 compatibility sweep for workflow actions, while PR 42976 is a separate upgrade of docker/build-push-action and a few other workflow actions to newer versions. Similar theme, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs are related maintenance updates, but they target different action families and different upgrade goals rather than the same concrete change.", + "canonical_pr_reason": "PR 42975 is the broader, more clearly scoped representative of the cluster: it upgrades workflow actions specifically for Node 24 compatibility across many files.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader workflow-actions compatibility update and covers more of the shared workflow surface.", + "best_pr_reason": "PR 42975 is the best single representative because it covers the wider cross-workflow action compatibility update and has the clearest umbrella purpose.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions version bumps, but 42975 upgrades checkout/cache/upload-artifact and other workflow actions for Node 24 compatibility, while 42976 upgrades docker/build-push-action and a different set of workflow actions. They overlap in files, not in the same underlying fix or mergeable change." + "reason": "Both are workflow dependency bump PRs, but they target different actions and different concrete changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and related workflow versions. They are similar maintenance work, not the same fix and not something that would naturally merge into one PR." } ] }, @@ -18323,7 +18317,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-10", + "cluster_id": "cluster-42978-11", "nodes": [ "pull_request:42978", "pull_request:43448", @@ -18334,143 +18328,179 @@ "pull_request:46135", "pull_request:46151", "pull_request:46162", - "pull_request:46214" + "pull_request:46214", + "pull_request:46225" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", "pull_request:42978|pull_request:43451", "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46225", "pull_request:43448|pull_request:43451", "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46225", "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46225", "pull_request:45487|pull_request:46214", "pull_request:45487|pull_request:46151", + "pull_request:45490|pull_request:46225", "pull_request:45490|pull_request:46162", "pull_request:46109|pull_request:46214", "pull_request:46109|pull_request:46151", "pull_request:46135|pull_request:46214", "pull_request:46135|pull_request:46151", "pull_request:46151|pull_request:46214", - "pull_request:46162|pull_request:46214" + "pull_request:46162|pull_request:46214", + "pull_request:46162|pull_request:46225" ], - "prepared_review_unit_hash": "6af528238739bbd9a55ebd4bd8922081006c06c4f201f1111e2a83d62a7f6e18", + "prepared_review_unit_hash": "e357f60a7dfdb7dbc38df3c4f649d4d83294352cd58cf9d2d889e4e2553b5935", "component_budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 15, - "serialized_chars": 29975, - "estimated_input_tokens": 7494, - "estimated_eval_tokens": 15244 + "node_count": 11, + "item_count": 11, + "soft_pair_count": 20, + "serialized_chars": 34562, + "estimated_input_tokens": 8641, + "estimated_eval_tokens": 17538 }, "budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 15, - "serialized_chars": 29975, - "estimated_input_tokens": 7494, - "estimated_eval_tokens": 15244 + "node_count": 11, + "item_count": 11, + "soft_pair_count": 20, + "serialized_chars": 34562, + "estimated_input_tokens": 8641, + "estimated_eval_tokens": 17538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model-addition PRs plus separate XPU/distributed test expectation updates. The overlaps are driven by shared docs/auto-mapping/test infrastructure rather than the same underlying bug or change, so there is no true duplicate canonical here.", + "summary": "This cluster is a grab bag of unrelated PRs: several new model additions and several XPU/test expectation tweaks. They share broad tooling or subsystem areas, but not the same concrete bug/change, so none of the soft edges should be merged.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43451 is the strongest representative artifact in the cluster: it is the most complete standalone model-addition PR, with broad implementation, processor/image/video support, tests, and heavy review activity.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43451 is the best overall standalone PR in this mixed cluster because it has the broadest and most mature scope, making it the clearest exemplar even though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs/auto-mapping files are broad infrastructure, not the same change." + "reason": "Both are new model-addition PRs, but one adds ViT NEPA and the other adds Molmo; different model families and different code paths." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2). Similar files, but separate model implementations and docs." + "reason": "ViT NEPA and Molmo2 are distinct model implementations, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM). Same repo areas touched, but unrelated model families and code paths." + "reason": "ViT NEPA versus CTSM: unrelated model additions with different implementations and targets." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46225", + "accept": false, + "reason": "ViT NEPA and Rio2 are separate model additions; shared auto-registration patterns are too broad to imply duplication." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families with different configs/processors/features, so not the same PR change." + "reason": "Molmo and Molmo2 are different models, not one bug/change; similarity is only at the generic model-onboarding level." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; overlap is only in generic model-registration/docs plumbing." + "reason": "Molmo and CTSM are unrelated model additions." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46225", + "accept": false, + "reason": "Molmo and Rio2 are different model families; no shared concrete fix." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model introductions with different implementation details and targets." + "reason": "Molmo2 and CTSM are separate model onboarding PRs with different architectures and files." }, { - "left": "pull_request:45487", - "right": "pull_request:46214", + "left": "pull_request:43451", + "right": "pull_request:46225", "accept": false, - "reason": "AltCLIP/ChineseCLIP model-parallel fix is a different code-path issue from HRM text XPU expectation updates." + "reason": "Molmo2 and Rio2 are distinct model additions; shared auto-mapping edits are incidental." }, { "left": "pull_request:45487", "right": "pull_request:46151", "accept": false, - "reason": "Model-parallel device placement fix vs token-classification test expectations are unrelated changes." + "reason": "AltCLIP/ChineseCLIP model-parallel fix versus token-classification XPU expectations are different code paths and different changes." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46214", + "accept": false, + "reason": "AltCLIP/ChineseCLIP device-placement fix is unrelated to HRM text test expectations." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46225", + "accept": false, + "reason": "CTSM and Rio2 are different model additions; do not merge just because they touch auto-model mappings." }, { "left": "pull_request:45490", "right": "pull_request:46162", "accept": false, - "reason": "CTSM model addition is unrelated to Florence2/LFM2_VL XPU test expectation updates." + "reason": "CTSM model onboarding is unrelated to Florence2/LFM2-VL XPU expectation updates." }, { "left": "pull_request:46109", "right": "pull_request:46214", "accept": false, - "reason": "Distributed trainer test parity tweak is not the same underlying bug as HRM text XPU expectations." + "reason": "Distributed trainer parity test adjustments are unrelated to HRM text expectations." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "Both mention XPU-related test behavior, but they target different test suites and different assertions." + "reason": "One changes distributed trainer tests, the other changes pipeline token-classification expectations; not the same bug." }, { "left": "pull_request:46135", "right": "pull_request:46214", "accept": false, - "reason": "Kosmos2.5 integration expectations are model-specific and unrelated to HRM text expectations." + "reason": "Kosmos2.5 XPU integration expectations and HRM text expectations affect different model tests and behaviors." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "Kosmos2.5 XPU expectations and token-classification expectations are separate model/test changes." + "reason": "Both are test-only updates, but for different models and different behaviors; too broad to be duplicates." }, { "left": "pull_request:46151", "right": "pull_request:46214", "accept": false, - "reason": "Different test domains (pipeline token classification vs HRM text) and different expectation data; not mergeable as one duplicate fix." + "reason": "Token-classification pipeline expectations versus HRM text expectations are separate test changes." }, { "left": "pull_request:46162", "right": "pull_request:46214", "accept": false, - "reason": "Florence2/LFM2_VL XPU expectations are model-specific and do not fix the same code path as HRM text." + "reason": "Florence2/LFM2-VL XPU expectations are not the same change as HRM text expectations." + }, + { + "left": "pull_request:46162", + "right": "pull_request:46225", + "accept": false, + "reason": "FlFlorence2/LFM2-VL test expectation updates and Rio2 model addition are unrelated changes." } ] }, @@ -18503,7 +18533,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "a9fcc1982e99f3a7b2238586f6006ecf872b0164403e1ba03e65327fcaa377f5", + "prepared_review_unit_hash": "3dcb35036dd4ca58bb46951c14f730c86682c138306d2ffe68a742e60c3152a9", "component_budget": { "node_count": 3, "item_count": 3, @@ -18525,30 +18555,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs do not look like duplicates: one fixes Whisper decoding/tests, one is an unrelated CLIP/ViT test edit, and one is a separate FP8 dequant/model-loading fix.", - "confidence": 0.82, + "summary": "No duplicate PR cluster here: the three PRs touch different problems, and the only apparent overlap is superficial test-only similarity. PR 44815 is the strongest standalone fix; 43291 is a narrow Whisper test/tokenizer change; 43665 looks like unrelated test noise.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantive standalone fix, with a clear code-path change and supporting model/integration updates; the other PRs are unrelated to it.", + "canonical_pr_reason": "PR 44815 is the most substantive and coherent fix, centered on a concrete dequant/loading path bug with related implementation changes and tests. The other PRs are either test-only or unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 appears to be the strongest representative of the set because it addresses a concrete runtime bug across loading/FP8 code, whereas PR 43291 is Whisper-only and PR 43665 is test-only and not clearly a real fix.", + "best_pr_reason": "PR 44815 is the best representative of the cluster because it fixes a real code-path issue and has the clearest, broadest technical scope. PR 43291 is narrower and 43665 is not a meaningful bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different subsystems and different problems: Whisper tokenizer decoding vs CLIP/ViT test edits. No shared code path or concrete same bug." + "reason": "Both are test-related, but they target different models and different behaviors; no shared bug or code path suggests they could be merged into one PR." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/test fix is unrelated to the FP8 dequant/model-loading changes in 44815." + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequant/model-loading fix; they do not address the same underlying defect." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These touch unrelated areas and solve different issues; broad title similarity is not enough to treat them as one change." + "reason": "The overlap is only superficial test churn. 43665 is not the same concrete bug/change as the FP8 loading/dequant fix in 44815." } ] }, @@ -18585,70 +18615,70 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "b314a8ba5a2da23a414fe8716a6cb68c505e60725a76ddf3f9d168358145d666", + "prepared_review_unit_hash": "84a5da59e4484b364cdb567f759ccdc54e9ab1a0ec1cbf630d02b736ec9803b0", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11340, - "estimated_input_tokens": 2835, - "estimated_eval_tokens": 5926 + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11340, - "estimated_input_tokens": 2835, - "estimated_eval_tokens": 5926 + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only PRs 46100 and 46114 are effectively the same change; the others are either unrelated test/bot scaffolding or a much broader model/config update and should not be deduped together.", - "confidence": 0.94, + "summary": "The only convincing duplicate pair is the two near-identical ViT test-migration PRs (46100 and 46114). The broader grafana/CI PR (45932) is too expansive and unrelated to be merged as the same change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the cleanest canonical representative of the exact duplicate pair (46100/46114): same file, same diff, same purpose, and it was opened first.", + "canonical_pr_reason": "PR 46100 is the cleanest minimal representative of the exact test-only migration change; 46114 is essentially the same forked diff with a different title/body.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 best represents the duplicate cluster because it is the earliest instance of the identical ViT test-migration change and has the clearest standalone identity among the duplicates.", + "best_pr_reason": "PR 46100 best represents the cluster because it is the smallest, most focused instance of the exact same ViT test-edit change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Same test file, but the PRs are different bot/debug scaffolds with different surrounding setup and intent; not the same underlying change." + "reason": "Different PR intents and different diffs; one is setup/version/dependency noise, the other is a test-migration fork." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are intentional repo-bot/debug PRs, but they change different workflows and test-related plumbing, not one concrete shared fix." + "reason": "Both touch test_modeling_vit, but 43488 is a setup.py/dependency change while 43532 is a much broader CI/model/workflow PR." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Overlap on the ViT test file is incidental; one is CI/workflow plumbing while the other is a forked test-migration PR with a different purpose." + "reason": "Shared test file is not enough; 43532 has many unrelated workflow/model changes and does not look like the same concrete PR." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "These touch different code paths and scopes: 45932 is a broad model/config and CI-secrets change, while 46100 is a tiny ViT test-only migration stub." + "reason": "45732/46100 are not the same underlying change: 45932 spans workflow secrets and multiple model files, while 46100 is only a tiny test migration." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "They have the same file and identical diff hunk, and both are clearly the same ViT test-migration PR duplicated under a forked title." + "reason": "These look like the same exact test-only change in the same file, with identical diff content and only title/body differences." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: PRs 46100 and 46114 are an exact duplicate pair with the same file and identical diff, while the other linked pairs are broader or different-purpose changes that do not look mergeable as a single bugfix. The soft-edge false/true calls are conservative overall." + "feedback": "The analysis is grounded in the packet and stays conservative. The duplicate call on 46100 and 46114 is supported by the identical diff preview and matching single-file test change. The rejections for 43488, 43532, and 45932 versus the ViT test-migration PRs are also reasonable because those PRs include broader or different changes beyond the shared test file. No evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -18675,7 +18705,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "4addd3107cd6ae18cf3a710a758408cf1b48b91ee532950020f3b77ac073e7e7", + "prepared_review_unit_hash": "7111eb3ca68d3fb87965d9c454e1a9885113a096d92920c869923711ce6c82e7", "component_budget": { "node_count": 2, "item_count": 2, @@ -18697,18 +18727,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct open PRs adding new, related segmentation pipelines. They share documentation and pipeline scaffolding, but they target different tasks and model integrations, so they are not duplicates.", - "confidence": 0.95, + "summary": "These PRs are related by shared pipeline/docs scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: 43612 adds promptable concept segmentation, while 43613 adds promptable visual segmentation; they are separate features.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, 43613 is the broader/more integrated addition, with extra model and test coverage. It is still distinct from 43612.", + "best_pr_reason": "43613 is the broader and more integration-heavy PR, but it still targets a different segmentation pipeline than 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Related pipeline-template changes, but different underlying tasks and code paths: concept segmentation vs visual segmentation. They are not the same change and would not be merged into one PR." + "reason": "Different tasks and code paths: 43612 adds PromptableConceptSegmentationPipeline, while 43613 adds PromptableVisualSegmentationPipeline with different model integrations and tests; shared docs/metadata updates are incidental." } ] }, @@ -18738,40 +18768,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f51683e574004618c45b542f2311919809fd88268269b99badcb176421cb4484", + "prepared_review_unit_hash": "eda293ac9e53287437349d57c560afe3dcacbb8dc8998919e86ad6ddfaecaf53", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch `trainer.py` but address different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They do not look like the same underlying change.", - "confidence": 0.95, + "summary": "These are two independent `trainer.py` extensibility PRs: one adds `_loss_is_scaled_for_ga` for gradient-accumulation loss scaling, the other adds `_get_signature_columns` for column filtering. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is linked, and the PRs are not duplicates. If one PR must represent the cluster, `#43651` is the better anchor because it makes a concrete behavioral change in the training loss path rather than a general refactor hook.", + "canonical_pr_reason": "No canonical PR as a duplicate target: the PRs touch the same file but solve different trainer code paths and should be triaged separately.", "best_issue_reason": null, - "best_pr_reason": "`#43651` is the more representative standalone change: it introduces a specific fix/behavioral control for loss scaling during gradient accumulation. `#43663` is also a standalone trainer extensibility refactor, but it is a different code path and less suitable as a cluster representative.", + "best_pr_reason": "PR 43651 is the more concrete bug-fix style change, with a tight code-path change in `training_step` and a clear user-facing extensibility need.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both modify `trainer.py`, but one targets loss scaling in `training_step` while the other targets signature-column computation for column filtering. Different code paths, different behavior, and they would not naturally merge into one PR." + "reason": "Both modify `trainer.py`, but one addresses gradient-accumulation loss scaling while the other adds a hook for signature-column filtering; different underlying behavior and not plausibly one merged PR for the same bug." } ] }, @@ -18801,12 +18831,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "f2ebc50ebe407c1531a975bebf66b88823366ce3252f32741ad504c638e85812", + "prepared_review_unit_hash": "fa675c3f9f53355aa700bdbcff68a01f5be8cb7d59d60d1268e2a2cb86b7633a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18814,7 +18844,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18823,18 +18853,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they appear to fix different failure modes: one modernizes annotations / runtime typing, the other makes TypeAdapter safe when pydantic is absent.", - "confidence": 0.83, + "summary": "Two open PRs touch the same CLI file and both orbit TypeAdapter annotation/import handling, but they appear to address different failure modes rather than the same exact fix.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 looks like the broader fix for the CLI type-annotation NameError, with a wider typing cleanup in the same code path.", + "canonical_pr_reason": "PR #43842 is the cleaner representative of the cluster: its title and diff directly target the TypeAdapter NameError when pydantic is absent, with a narrow fix in src/transformers/cli/serve.py.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the better canonical PR because it appears to address the underlying annotation/runtime NameError more generally, rather than only the optional-pydantic import case.", + "best_pr_reason": "PR #43842 is the best overall fit because it states the concrete failure mode clearly and applies a focused change to that code path, making it the most useful representative for triage.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They overlap in `src/transformers/cli/serve.py` and the title mentions the same symptom, but the diffs point to different fixes: 43656 changes future-annotation/type-hint behavior, while 43842 specifically avoids importing `TypeAdapter` at runtime when pydantic is unavailable. These are related but not the same concrete bug, and both could plausibly land separately." + "reason": "Same file and similar TypeAdapter-related cleanup, but the fixes are not the same underlying bug: #43656 adds future annotations and broader typing adjustments, while #43842 specifically guards the TypeAdapter import/annotation for the pydantic-not-installed case. Different explicit issues also suggest distinct reports." } ] }, @@ -19026,12 +19056,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "4e6fcbcd6ec510bbef48318d616d0944da1f5e6b803792858821d30d32ccbb18", + "prepared_review_unit_hash": "40a424985269f5509b579b3a14884a95781ab69820fd7d1635e853f5101e83f1", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84889, + "serialized_chars": 84890, "estimated_input_tokens": 21223, "estimated_eval_tokens": 42702 }, @@ -19039,399 +19069,339 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75084, - "estimated_input_tokens": 18771, - "estimated_eval_tokens": 37798 + "serialized_chars": 75087, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad standardized output-tracing migration across many unrelated model families. The only strong duplicate pockets are the GPT-J/CodeGen PRs and the GPT-Neo PRs; the rest are same-theme but different code paths and should not be merged together.", + "summary": "This cluster is a set of model-specific PRs to standardize output tracing / capture_outputs across different Transformer architectures. Most are related at the theme level, but only a few are true duplicates within the same concrete code path (notably GPT-J/CodeGen and GPT-Neo variants).", "confidence": 0.89, - "canonical_issue_reason": "Issue #43979 is the umbrella tracking issue for the output-tracing/decorator migration, and many PRs in the cluster explicitly target it.", - "canonical_pr_reason": "PR #44722 is the clearest canonical PR for the true duplicate set: it directly refactors GPT-J/CodeGen output tracing, links the tracking issue, and overlaps the other GPT-J-focused PRs.", - "best_issue_reason": "#43979 best represents the shared migration theme that ties the cluster together.", - "best_pr_reason": "#44722 is the best representative PR because it covers the same concrete GPT-J/CodeGen tracing change as the closest duplicates and is the most focused consolidation point.", + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is a strong representative of the core change: it targets the shared GPT-J/CodeGen output-tracing refactor, has an explicit issue link, and covers the same concrete files that later variants touch.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best single representative for this cluster because it captures the main standardized output-tracing change in the most central GPT-J/CodeGen code path and overlaps with the closest duplicate variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (FNet/CVT vs GPT-J); same broad refactor theme but not the same code-path bug/change." + "reason": "Different model families and code paths (CVT/FNet vs GPT-J/CodeGen); only the issue target is shared." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths (FNet/CVT vs DeBERTa v2); not mergeable as one concrete fix." + "reason": "Same broad refactor theme, but different architectures and implementation paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same underlying block/call pattern; 44066 just bundles the related CodeGen copy as well." + "reason": "Same GPT-J output-tracing refactor in the same file; 44085 looks like a narrower variant of the 44066 change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are output-tracing migrations, but they touch different architectures and code paths (ResNet/RegNet vs EfficientNet)." + "reason": "Different models (RegNet/ResNet/RT-DETR vs EfficientNet) and different code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; same issue family is not enough." + "reason": "EfficientNet vs GPT-J/CodeGen; same theme, but not the same concrete bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; different concrete implementations." + "reason": "GPT-J/CodeGen output tracing vs EfficientNet output tracing; different model implementations." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are separate model implementations; no shared concrete bug/change." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated code paths despite sharing the refactor theme." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; only the tracing pattern matches, not the underlying code path." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different model code." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are distinct model code paths." + "reason": "GPT-J/CodeGen vs MPT; same architectural cleanup, but not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/file and appear to address the same concrete change." + "reason": "Both are GPT-Neo output-tracing refactors over the same model file set; they look like near-duplicate variants." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; related theme but different model code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen; similar pattern, but different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations, so these are not the same fix." + "reason": "GPT-J/CodeGen and GPT-Neo are different implementations, so these are not the same concrete change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet-focused refactor versus GPT-J/CodeGen refactor; different concrete code paths." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths." + "reason": "MGP-STR and GPT-J/CodeGen are separate model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; same migration family but different underlying changes." + "reason": "ResNet and GPT-J are different model families and fixes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated implementations." + "reason": "GPT-Neo and ResNet changes are unrelated beyond the generic refactor pattern." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; not the same concrete bug/change." + "reason": "ResNet vs MPT; different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model code paths." + "reason": "GPT-Neo output tracing vs Flaubert output tracing; not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are separate fixes." + "reason": "GPT-Neo and Flaubert are different model families with separate implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo output tracing versus GPT-J/CodeGen output tracing; same theme, different code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen; same pattern, but not the same code-path problem." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + "reason": "MPT and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J; too different to be one merged PR." + "reason": "GPT-Neo and GPT-J are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "GPT-Neo vs MGP-STR; unrelated concrete fixes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; not the same concrete fix." + "reason": "GPT-Neo and MGP-STR are separate model changes." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J/CodeGen touch different model internals." + "reason": "MPT and GPT-J are different architectures." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model families." + "reason": "GPT-2 and MGP-STR are unrelated implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; not the same underlying bug/change." + "reason": "GPT-J and MGP-STR are different model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model implementations." + "reason": "ViLT and Flaubert/XLM are separate model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; same refactor style, different code paths." + "reason": "GPT-2 vs GPT-J/CodeGen; same refactor theme, but not the same bug/change." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated fixes." + "reason": "SegFormer and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different code paths." + "reason": "SegFormer and LongT5 touch different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer versus VisualBERT; not the same concrete change." + "reason": "SegFormer and VisualBert are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are distinct model implementations." + "reason": "GPT-Neo vs MPT; same output-tracing motif, but different concrete changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-2 versus GPT-Neo; separate model fixes." + "reason": "MPT and ImageGPT are separate implementations." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "Flaubert/XLM and LongT5 are different model code paths." + "reason": "TextNet and Flaubert/XLM are unrelated model changes." }, { - "left": "pull_request:44017", + "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "Segformer and GPT-Neo are unrelated implementations." + "reason": "RegNet and GPT-Neo are different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and VisualBERT touch different model internals." + "reason": "MPNet and Flaubert/XLM are separate model families." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and LongT5 are different code paths." + "reason": "RegNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and Segformer are separate fixes, not one concrete bug." + "reason": "TextNet and LongT5 are different model code paths." }, { - "left": "pull_request:44010", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model code paths." + "reason": "GPT-Neo and MPT are different models; not mergeable as one PR." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT versus VisualBERT; different concrete changes." + "reason": "SqueezeBert and VisualBert are separate code paths." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are distinct model implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are unrelated implementations." + "reason": "RegNet and TextNet are unrelated model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44074", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and TextNet are different model fixes." + "reason": "MPNet and LongT5 are different model families and fixes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are separate code paths." + "reason": "SqueezeBert and DeBERTa-v2 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated model implementations." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different concrete fixes." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa v2 and Vits are unrelated code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are different model implementations." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are separate fixes." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBERT and LongT5 are different code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model fixes." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44073", - "accept": false, - "reason": "ViLT and VisualBERT are separate model implementations." + "reason": "DeBERTa-v2 and TextNet are unrelated changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family; these are the closest duplicate implementations in the cluster." + "reason": "Both touch the same GPT-J/CodeGen standardized output-tracing refactor and overlap on the same files." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file/code path, so they plausibly collapse into one PR." + "reason": "Both target the same GPT-J output-tracing change in modeling_gptj.py; one is a narrower variant of the other." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J/CodeGen and SpeechT5 are unrelated code paths." + "reason": "GPT-J and SpeechT5 are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and ResNet are different model code paths; same migration style is not enough." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are separate model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated fixes." + "reason": "CVT/FNet and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different concrete code-path changes." + "reason": "DeBERTa-v2 and SpeechT5 are different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and Vits are separate implementations." + "reason": "DeBERTa-v2 and ViT-S are separate model families and code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about cross-model pairings. The accepted soft-edge pairs are plausibly mergeable duplicates within the same GPT-J/CodeGen or GPT-Neo code paths, and the rejections correctly avoid conflating shared migration style with the same concrete fix." + "feedback": "The summary is conservative and grounded in the packet. The PR representative choice is defensible, and the accepted soft-edge pairs all look like same-file or same-model variants of the same output-tracing refactor, so they appear mergeable into a single bugfix PR. The false verdicts are also appropriately cautious across unrelated model families." }, "evaluator_used": true, "retried": false, @@ -19469,12 +19439,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "455ba10e803d6715197729142893817c6b756c274910d07036028d78e7d9663b", + "prepared_review_unit_hash": "fb9235df1ab10975f38deb20ad582ba858fe527b4c5c81737d2700b8ef1d9b9e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84889, + "serialized_chars": 84890, "estimated_input_tokens": 21223, "estimated_eval_tokens": 42702 }, @@ -19482,57 +19452,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to the new standardized output-capturing mechanism, but they affect different architectures and code paths, so they are not duplicates of one another.", - "confidence": 0.95, + "summary": "These PRs are related model-by-model refactors to standardized output tracing/capture_outputs, but they target different architectures and code paths. None of the soft pairs looks like a true duplicate PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44056 is the clearest representative of the shared refactor pattern: it introduces `capture_outputs` plus an explicit `_can_record_outputs` mapping, making it a strong canonical example of the standardized tracing change.", + "canonical_pr_reason": "PR 44056 is the best single representative of the cluster because it shows the common refactor pattern clearly: adding capture_outputs plumbing plus an explicit _can_record_outputs mapping in the model base class.", "best_issue_reason": null, - "best_pr_reason": "PR 44056 is the best standalone representative of this cluster, but only as an example of the pattern; it is not a duplicate of the other model-specific refactors.", + "best_pr_reason": "PR 44056 is a strong cluster representative: it is self-contained, clearly about standardized output tracing, and is broad enough to stand in for the shared refactor theme without being tied to a one-off model edge case.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models (`FocalNet` vs `ImageGPT`) and different forward paths, so they are not the same concrete change." + "reason": "Same broad refactor theme, but different model families (FocalNet vs ImageGPT) and different concrete code paths; too model-specific to be one merged PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations (`VisualBert` vs `TextNet`); the shared goal is too broad to make them duplicate PRs." + "reason": "Both modernize output tracing, but VisualBert and TextNet are separate implementations with different forward paths and tests, not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both adopt capture-based output tracing, but in different model implementations and call paths (`MPNet` vs `VisualBert`)." + "reason": "Related decorator/capture_outputs cleanup, but MPNet and VisualBert are distinct model-specific refactors rather than one shared bug fix or change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different implementation details; they are related by refactor theme only, not the same bug/change." + "reason": "Same general migration pattern, but MPNet and TextNet touch different model internals and are not plausibly one PR for the same code-path problem." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "`RegNet` and `SqueezeBert` are unrelated model code paths; these are separate standardized-output migrations, not one duplicate fix." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the similarity is only in the standardized output refactor pattern, not a shared concrete fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "`SqueezeBert` and `SpeechT5` are distinct model stacks; the overlap is only the capture-output refactor pattern, not the same PR-worthy change." + "reason": "SqueezeBert and SpeechT5 both adjust output tracing, but they fix separate model-specific forward/output handling and should not be merged as duplicates." } ] }, @@ -19617,298 +19587,304 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "77541cba6e06cf1e038a30f48dcd2fc1acb48c5b30c2604b25b06b0d771123e6", + "prepared_review_unit_hash": "b0cc381fef03f1a371f3a2bd88d8e4761d0ef8a68a3171332af35b8bc7065513", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43401, - "estimated_input_tokens": 10851, - "estimated_eval_tokens": 21958 + "serialized_chars": 43392, + "estimated_input_tokens": 10848, + "estimated_eval_tokens": 21952 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43401, - "estimated_input_tokens": 10851, - "estimated_eval_tokens": 21958 + "serialized_chars": 43392, + "estimated_input_tokens": 10848, + "estimated_eval_tokens": 21952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly the same high-level refactor theme (\u201coutput tracing\u201d), but they target different model families and code paths, so they are not duplicates. The only non-model change is the docs toctree fix, which is unrelated.", + "summary": "These are mostly independent model-specific output-tracing refactors, not true duplicates. I would reject all soft-edge merges and treat this as a thematically similar but heterogeneous cluster.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the best representative of the cluster because it is a clean, self-contained output-tracing refactor spanning two closely related model files and sits in the densest similarity group.", + "canonical_pr_reason": "PR 44003 is the strongest representative of the output-tracing refactor pattern, but the surrounding PRs are separate model-specific changes rather than duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest exemplar of the shared refactor pattern: it makes the output-tracing change explicitly with the new decorator/imports and is more central than the single-file variants.", + "best_pr_reason": "PR 44003 has the broadest and most core tracing changes, spanning two related model files and the new output-capturing helpers, so it is the best representative PR in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model architectures (timm_backbone vs upernet) and different forward/output code paths." + "reason": "Same tracing-refactor theme, but different model implementations and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they touch unrelated models and cannot plausibly be merged as one concrete fix." + "reason": "Different models; only the refactor pattern is similar." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and implementations; only the general refactor style matches." + "reason": "Different model families; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone refactor is unrelated to the mamba/falcon_mamba output-tracing changes." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Different code paths and model behavior; shared wording is not enough for a duplicate." + "reason": "Both are tracing refactors, but they target different architecture code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output mechanisms; not the same underlying bug/change." - }, - { - "left": "pull_request:43998", - "right": "pull_request:46106", - "accept": false, - "reason": "Model refactor vs docs toctree edit; clearly unrelated." + "reason": "Separate model codepaths; similarity is only in output-tracing cleanup." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are refactors of output handling, but for different models and forward signatures." + "reason": "Different models; not a shared bug or mergeable single fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model implementations; same subsystem theme only at a very high level." + "reason": "Same broad refactor style, but unrelated model implementations." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything have different forward/output logic and are not the same fix." + "reason": "Different model families; this is not one concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Unrelated model wrappers; no shared concrete bug or code path." + "reason": "Both are refactors, but they affect different model wrappers." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and output-tracing refactors only match superficially." + "reason": "Separate model-specific changes, not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated models; same refactor pattern, different implementation details." + "reason": "Distinct model codepaths; similar refactor theme only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model classes and output types; not mergeable into one PR as a single fix." + "reason": "Different model implementations, so not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; shared wording is only a template-level similarity." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "CodeGen and vision-text dual encoder are unrelated concrete changes." + "reason": "Output-tracing refactor in different model stacks." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model architectures and output-capture changes; not the same underlying bug/change." + "reason": "Separate model families; no single shared bug." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are different models with different forward contracts." + "reason": "Both refactor output handling, but in unrelated models." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; no evidence they fix the same concrete problem." + "reason": "Different codepaths and model architectures." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Depth Anything and UnivNet are separate output-tracing refactors, not duplicates." + "reason": "Different model families; not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs toctree cleanup is unrelated to model output tracing." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and mamba/falcon_mamba do not share the same code path or bug." + "reason": "Same refactor motif, but different concrete model implementations." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations; similarity is only in the refactor naming." + "reason": "Different models and codepaths; not the same fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "These are both refactors, but for distinct model code paths and output behavior." + "reason": "Separate model codepaths; only the high-level theme matches." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated; not the same fix." + "reason": "Different models; not one underlying bug or change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model-specific output behavior, not a duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; only loosely similar." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are tracing-related, but they fix different model codepaths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything vs VisionEncoderDecoder are different model wrappers and output contracts." + "reason": "Different model families; same refactor style is not enough." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; only the output-tracing refactor motif is shared." + "reason": "Separate wrappers in different modalities; not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated model implementations." + "reason": "Different model implementations and call paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and tracing mechanisms; not the same underlying change." + "reason": "Different models; not a single concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR target different model code paths and output shapes." + "reason": "Same output-tracing pattern, but unrelated models." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrappers with different modality-specific behavior." + "reason": "Different model wrappers and codepaths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model code and output handling; not mergeable as one duplicate fix." + "reason": "Different encoder-decoder wrappers; not mergeable into one PR." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Vision encoder-decoder vs RWKV are unrelated model families." + "reason": "Different models; only the refactor theme overlaps." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different subsystems and output logic; same generic refactor theme only." + "reason": "Different model implementations; not the same underlying change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated changes." + "reason": "Separate model codepaths with similar tracing cleanup." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths." + "reason": "Different models; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder vs DPR are separate implementations, not the same bug." + "reason": "Different model-specific refactors, not duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model families." + "reason": "Unrelated model implementations; same pattern only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and output mechanics; not the same underlying change." + "reason": "Different model families and codepaths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated code paths and should not be merged as duplicates." + "reason": "Different models; not the same fix." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "Model refactor vs docs navigation cleanup; clearly different work." + "reason": "Docs-only toctree change is unrelated to tracing refactors." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Unrelated model code and documentation change." + "reason": "Documentation navigation change is unrelated to model code." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "UnivNet output-tracing refactor is unrelated to the docs toctree fix." + "reason": "Docs toctree cleanup does not overlap with model output tracing." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "Model refactor vs documentation tree edit; not duplicates." + "reason": "Unrelated docs-only change versus model refactor." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "Different artifact types and unrelated changes." + "reason": "Docs-only navigation fix is unrelated to the model refactor cluster." } ] }, @@ -19941,52 +19917,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "9c43cb965442b5f330914c29c9995df391f45888344328b0b40a194a7170505d", + "prepared_review_unit_hash": "c9e9ff1c40e8350e918d6a26e0cdb75b371974d6cd30e194e872ce27dccb3ea5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). The shared files are just standard Transformers boilerplate for adding a new model, not evidence of the same underlying change.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only common registration/docs plumbing, not the same underlying bug or change, so none should be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45075 is the most complete standalone model addition in the set, with model, image-processing, conversion, docs, and tests all present.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45075 is the strongest representative of this cluster because it contains the most fully fleshed-out implementation and validation surface.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs scaffolding is generic new-model boilerplate, not a duplicate fix or one mergeable change." + "reason": "Different model families and tasks: PenguinVL vs Voxtral TTS. Shared files are only generic auto-registration/docs, not the same code-path fix." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model integrations. Similar filenames reflect template-based model addition work, but the actual implementations, configs, and tests are for distinct models." + "reason": "Different model integrations: PenguinVL and DeepSeek-OCR-2. Overlap is limited to boilerplate model registry changes and repo checks." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are different models with different purposes and files. Overlap is limited to common Transformers integration points, so they are not the same underlying change." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions. Similarities are broad Transformers scaffolding, not a single mergeable change." } ] }, @@ -20016,12 +19992,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "a37660598d7f71f82585f8190536573ef0bfd1939a1684a44dd2289461510e1b", + "prepared_review_unit_hash": "8d708633c890c9291223e1f16189d0647f677acf4de391980a14401db18dbb04", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -20029,7 +20005,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -20038,18 +20014,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to module/fusion infrastructure, but they implement different layers and different concrete code paths: #44979 adds a generic Module Fusion API, while #45363 adds n-to-1 kernel fusion via KernelConfig and integration glue. They do not look like duplicate changes.", - "confidence": 0.9, + "summary": "Two PRs about fusion mechanisms, but they target different levels and concrete changes: one introduces a generic module-fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading integration. Related topic, not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete user-facing feature PR: it wires fusion through KernelConfig and runtime integration points. #44979 is a lower-level enabling API that supports a broader abstraction, so it is better treated as related infrastructure rather than the same change.", + "canonical_pr_reason": "PR 45363 is the better canonical representative because it makes a concrete end-to-end feature change across core loading/integration files, whereas PR 44979 is a lower-level API scaffold for module fusion. They overlap in theme but not in exact code-path change.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best representative of the cluster because it describes a specific end-to-end fusion workflow and touches the execution path, whereas #44979 is mainly the generic API foundation.", + "best_pr_reason": "PR 45363 is the strongest single representative of the cluster: it is more feature-complete, user-facing, and spans the actual integration path for kernel fusion. PR 44979 is adjacent infrastructure rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same underlying fix/change: one introduces a generic Module Fusion API, the other implements n-to-1 kernel fusion through KernelConfig and integration code. They would not plausibly be merged as one duplicate PR." + "reason": "Both concern fusion, but not the same concrete bug/change. 44979 adds a new generic Module Fusion API and tests, while 45363 implements n-to-1 kernel fusion via KernelConfig and model/integration updates. Different code paths and not plausibly one merged PR." } ] }, @@ -20079,7 +20055,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f5286346b89905a03ab53d0c68570ef51b1ff6bb73bb56f2dbe6abca58b80d42", + "prepared_review_unit_hash": "6dd846faa10f4363fb5c1252eca9220c7e8335472cab11ffaa90b32ffa5dbf61", "component_budget": { "node_count": 2, "item_count": 2, @@ -20101,18 +20077,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs implement the same fix for the Mistral regex patch AttributeError in the same function and file; 45317 is the more complete variant with tests, so the pair should be clustered together with 45317 as the representative PR.", + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the fuller implementation of the same bug fix and adds test coverage, making it the best canonical PR for this cluster.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it addresses the same concrete bug as 45086 and includes test coverage, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest representative because it targets the same issue as 45086 but includes the test update and appears more complete/stable.", + "best_pr_reason": "PR 45317 is the best overall PR candidate because it fixes the exact same code path and adds tests, so it is the strongest representative of this bugfix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete code-path bug fix in src/transformers/tokenization_utils_tokenizers.py for _patch_mistral_regex; 45317 is essentially the expanded version of 45086 with tests, so they are the same underlying change." + "reason": "Same underlying bug and same code change in `_patch_mistral_regex`; 45317 is essentially a superset with tests, so these are duplicates." } ] }, @@ -20142,7 +20118,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "31d5db2e18f5d6eb4c16786e3b66e54e441176006f0ea1703d7c5739f979db75", + "prepared_review_unit_hash": "d085fa4062656c444b428394995c56fd54f6b291aae166932c92a42334c3e792", "component_budget": { "node_count": 2, "item_count": 2, @@ -20164,18 +20140,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about Nemotron-H support, but they tackle different slices of the work: one is a refactor/inheritance and checkpoint-conversion mapping change, while the other is a broader \u201cproper\u201d model split into nemotron_h / dense / sparse with docs and auto/model wiring. They overlap in shared files, but not the same concrete change set.", - "confidence": 0.89, + "summary": "Both PRs touch Nemotron H model code, but they target different changes: one is a conversion/refactor inheritance update, the other is a broader model split and docs/registration update. They are related, but not duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more complete Nemotron-H implementation effort and better represents the cluster\u2019s main direction; PR #45115 looks like a narrower precursor/refactor.", + "canonical_pr_reason": "PR 45569 is the broader, more central Nemotron H change set: it introduces the dense/sparse model split, updates auto-registration, docs, and tests, making it the better representative for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative PR because it covers the larger end-state work: model variants, docs, auto mappings, and tests.", + "best_pr_reason": "PR 45569 is the best overall representative because it covers the larger end-to-end model packaging change rather than only the narrower conversion-mapping/refactor work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared Nemotron-H files are not enough here: #45115 focuses on GraniteMoeHybrid-style inheritance and conversion mapping, while #45569 implements the fuller Nemotron-H / Dense / Sparse model split and docs. They are related, but not the same fix and would not plausibly merge into one PR." + "reason": "They overlap in Nemotron H files, but the concrete changes differ: 45115 focuses on inheritance/conversion-key renaming, while 45569 introduces the dense/sparse model split and associated docs/auto-mapping updates. Not the same fix and not something that should be merged as one PR." } ] }, @@ -20205,7 +20181,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "c95f513002cd097440b249a35c186a30531766ec16ec3a2c7e82544734f3b8d0", + "prepared_review_unit_hash": "f49968ea68817946484073e3bcd757bfec9dd1071f00e85857982199e3669acf", "component_budget": { "node_count": 2, "item_count": 2, @@ -20227,18 +20203,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related but not duplicates: one adds heterogeneous per-layer config support, the other adds heterogeneous modeling/runtime support. They share infrastructure files, but they target different parts of the feature and would not be the same mergeable change.", - "confidence": 0.93, + "summary": "These are related feature PRs in the same heterogeneous-config effort, but they are not duplicates: one adds per-layer configuration support, the other adds broader heterogeneous model/runtime support that builds on it.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader end-to-end feature PR, covering heterogeneous modeling/runtime changes in addition to config plumbing, so it is the better canonical anchor for the cluster.", + "canonical_pr_reason": "PR #45333 is the cleaner foundational change: it introduces heterogeneous per-layer configuration support with a narrower, self-contained scope.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative because it spans the larger underlying feature area and includes the concrete model-path changes, while #45333 is only the config-side subset.", + "best_pr_reason": "PR #45333 is the best representative for this cluster because it defines the core config-layer abstraction that the larger modeling PR depends on.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: #45332 adds heterogeneous modeling/runtime support, while #45333 adds per-layer configuration support. They are adjacent pieces of the same feature family, but not the same concrete code-path fix/change and would not be merged as one PR." + "reason": "Related but not the same change: #45333 is config-only support, while #45332 extends into heterogeneous modeling/cache/runtime paths. They address adjacent layers of the feature rather than one identical fix." } ] }, @@ -20268,7 +20244,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "6bfc4757f11bbb38c6fcfee5a22286e81863f0dcb4e72a2f121cf73aa06bbfd7", + "prepared_review_unit_hash": "7bd98fe65dfd75002a914ff0dc1e627458997bc6a74f7802bc05ca47b8817b0f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20290,18 +20266,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-related pull requests, but they are not the same underlying change. PR 45415 is a broad repository-wide type-checking sweep, while PR 45425 adds specific typing protocols and utility types for a narrower set of model/integration code paths.", - "confidence": 0.91, + "summary": "These are related only by broad typing cleanup, but they target different changes: one is a wide type-checking pass across many `src/transformers/*` files, while the other adds shared typing aliases/protocols and specific typing fixes around `modeling_utils` integration. They do not look like the same underlying bug or mergeable duplicate PR.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "45415 is the broader umbrella change: it updates many `src/transformers/*.py` files plus `pyproject.toml` to make type checking work. 45425 is a narrower typing refactor focused on `_typing.py`, `modeling_utils`, and related helpers.", + "canonical_pr_reason": "PR 45425 is the better canonical representative because it has a tighter, more coherent scope: shared typing helpers in `_typing.py` plus corresponding fixes in a small set of integration points. PR 45415 is a much broader repository-wide type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "45415 is the best representative PR for this cluster because it covers the larger cross-cutting type-checking effort and subsumes the general theme more than the focused follow-up in 45425.", + "best_pr_reason": "PR 45425 is the best fit for the cluster because it is the more concrete code change and centers on a specific typing gap, whereas PR 45415 is a large mechanical type-checking pass spanning many unrelated files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they address different scopes and likely different mergeable changes: a broad typing sweep versus targeted protocol/type additions. Shared files alone are not enough to treat them as the same fix." + "reason": "Both are typing-related, but they fix different things: 45415 is a broad type-checking cleanup, while 45425 introduces typing protocol/alias support and targeted integration fixes. They are not the same underlying change and would not plausibly merge into one PR." } ] }, @@ -20333,7 +20309,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "053000d38193d6343a20b199e5f1432e7fe146bd83307a9bc0dde8905ccb5578", + "prepared_review_unit_hash": "c1e2adcd89419d0b011eea4a84cfef0867374d0048b03c78c307f60caae3cb82", "component_budget": { "node_count": 3, "item_count": 3, @@ -20355,30 +20331,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs (46084, 46098) appear to fix the same Mamba2 cached-forward bug for `use_cache` with `seq_len > 1`; the Qwen3.5 PR (45513) is a separate model-specific fix and should stay separate.", - "confidence": 0.88, + "summary": "Two Mamba2 PRs are duplicates of the same cache/seq_len>1 bug; the Qwen3.5 PR is a separate model-specific fix and should not be merged with them.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46098 is the most complete and explicit version of the Mamba2 fix: it names the concrete bug, targets the shared issue (#46032), and includes model, test, and docs updates.", + "canonical_pr_reason": "PR #46098 is the most complete representation of the Mamba2 fix: it targets the same issue as #46084, touches the same model/tests, and its title/description clearly state the incorrect-use_cache-with-seq_len>1 bug across CPU and GPU paths, plus docs/tests updates.", "best_issue_reason": null, - "best_pr_reason": "PR 46098 is the best representative because it clearly states the failure mode, is tied to the tracked issue, and appears broader/more finished than the narrower implementation in 46084.", + "best_pr_reason": "PR #46098 is the best cluster representative because it is explicit about the concrete bug, covers the same code path as #46084, and adds the user-facing docs/tests that make the change easier to understand and validate.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and different code paths: Qwen3.5 GDN linear attention vs Mamba2 cache handling. Similar wording about multi-token cached forward is not enough to treat them as the same change." + "reason": "Both concern cached multi-token forward behavior, but they are for different model families and different implementations (Qwen3.5 GDN linear attention vs. Mamba2). Similar symptom, not the same underlying fix." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Both target the same Mamba2 `use_cache` bug for `seq_len > 1`, share the same issue target (#46032), and touch the same model/test files; they look like overlapping fixes for the same underlying code-path problem." + "reason": "Same issue target, same Mamba2 files, and both fix use_cache with seq_len>1 in the same code path. #46098 is a fuller version of the #46084 fix rather than a distinct change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45513 is a separate Qwen3.5/OLMo-hybrid cached-forward fix, while 46084 and 46098 both target the same Mamba2 `use_cache`/`seq_len > 1` bug under issue #46032 and share the same core files. The soft-edge verdicts are conservative enough, and the two Mamba2 PRs look mergeable as one bugfix." + "feedback": "The summary is conservative and grounded in the packet. The Qwen3.5 PR is clearly a different model family and should not be merged with the Mamba2 fix. The 46084/46098 pair shares the same issue target and files, and 46098 looks like a fuller, mergeable superset of the same bugfix rather than a distinct change." }, "evaluator_used": true, "retried": false, @@ -20405,7 +20381,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "8ccc548a0a6dada48d48583649edbfba9d3d3cee4abeedc30303497a877c6cbf", + "prepared_review_unit_hash": "20c31e8882a3371f947e8e707764908921428f847bea42905a5dbb3136eb53b0", "component_budget": { "node_count": 2, "item_count": 2, @@ -20427,18 +20403,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related but not duplicate: both PRs touch expert-parallel loading, yet they fix different distributed bugs and different code paths. One targets EP + DeepSpeed ZeRO-3 / accelerate launch config handling; the other targets EP + FSDP2 expert parameters being overwritten during rank-0 broadcast.", - "confidence": 0.95, + "summary": "These PRs are related by expert-parallelism support, but they fix different bugs in different code paths: 45548 is about preserving `distributed_config`/`has_ep` for EP + DeepSpeed ZeRO-3 loading under `accelerate launch`, while 45662 prevents expert parameters from being overwritten after distributed sharding in FSDP2. They are adjacent, not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45662 is the better canonical representative for this cluster because it fixes a concrete runtime loading overwrite bug in the sharded-parameter path; PR 45548 is a separate EP/ZeRO-3 serialization and capability-flag change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45662 is the stronger standalone fix: it addresses a concrete silent corruption path in expert parameter loading under FSDP2, with narrowly scoped code changes tied to the failure mode.", + "best_pr_reason": "PR 45662 is the strongest overall fit for the cluster theme: it has a focused fix in the model-loading path and addresses a specific failure mode, whereas 45548 is about config persistence and EP detection rather than the same bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Same broad EP area, but different bugs: ZeRO-3/accelerate config loading vs FSDP2 rank-0 broadcast overwriting experts. Not mergeable as one fix." + "reason": "Different underlying failures: 45548 preserves `distributed_config` and adds `has_ep` for EP + ZeRO-3/accelerate loading, while 45662 wraps post-shard parameters to stop rank-0 broadcast from overwriting experts under FSDP2. Shared subsystem only, not the same change." } ] }, @@ -20468,12 +20444,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "3db06b4901eb7c064c7f9b10bd073cd7f6f13c21f7e75d6316ec6c36efbf110a", + "prepared_review_unit_hash": "6df6b01e5822cc0664cbd75e6fddd10cb688e66ecf863ff4aa1c1c262de5c085", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20481,7 +20457,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20490,18 +20466,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision in captured_info handling, but PR #45645 is the more complete fix because it includes the worker-safe logging change plus the CI workflow update needed to read multiple captured_info files.", - "confidence": 0.87, + "summary": "Both PRs address the same xdist-related `captured_info` collision problem in testing debug logs. PR #45645 appears to be the more complete implementation because it includes the core `testing_utils.py` fix plus the CI/workflow changes needed to consume multiple `captured_info*.txt` files.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical representative: it contains the core xdist-safe output change from #45639 and also updates the workflow to preserve/aggregate the resulting debug logs.", + "canonical_pr_reason": "PR #45645 is the stronger canonical choice because it covers the core bug fix and the downstream CI/log-collection changes, making it the more complete solution to the shared xdist artifact issue.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest overall candidate because it fully covers the underlying bug and its CI-log fallout, whereas #45639 is only the narrower helper/test change.", + "best_pr_reason": "PR #45645 is best suited overall since it preserves debug logs end-to-end: it fixes the writer-side collision and updates workflow/log handling to read all generated files.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying captured_info xdist-collision fix; #45645 is a superset that extends the same code-path change with workflow support, so they could plausibly be merged into one PR." + "reason": "Same underlying xdist collision problem for `captured_info` artifacts; #45645 expands on #45639 with the same core `testing_utils.py` fix and compatible workflow support, so they could plausibly be merged into one PR." } ] }, @@ -20604,7 +20580,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "7e1eb31f9e5c227b9fc93b04823ec5a2cec3b9e55f977da749a2ba0731f7f85a", + "prepared_review_unit_hash": "4588ad3f4409ffb1a887f5753bbdfbe4c65de90c06f0677dc41dc82483a38b01", "component_budget": { "node_count": 4, "item_count": 4, @@ -20626,48 +20602,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all implement SDPA/attention-dispatch support, but they do so for different model families and code paths. They are related by theme, not duplicates, so none of the soft edges should be accepted.", - "confidence": 0.96, + "summary": "All four PRs are model-specific additions for `attn_implementation`/SDPA dispatch, but they target different model implementations and code paths. They are similar in feature theme, not duplicates of the same underlying fix.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest and most representative of the cluster: it adds SDPA dispatch for two closely related model variants (SeamlessM4T and SeamlessM4T v2) and includes corresponding tests, making it the strongest canonical example of this feature pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest representative of the theme because it spans both SeamlessM4T and SeamlessM4T-v2 and includes the broadest code/test coverage, but it is still a model-specific implementation, not a duplicate of the others.", + "best_pr_reason": "PR 46196 is the best representative PR because it is the most complete model-specific SDPA dispatch change in the group and covers multiple related variants with tests, while the others are narrower single-model adaptations.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Different models and code paths (ShieldGemma2 vision model vs CTRL text model); same high-level feature, but not the same concrete fix." + "reason": "Same general SDPA-dispatch theme, but ShieldGemma2 and CTRL are different model families with different concrete code paths; they should not be merged as duplicates." }, { "left": "pull_request:46069", "right": "pull_request:46154", "accept": false, - "reason": "Different architectures and implementations (ShieldGemma2 vs T5 seq2seq); these would not be merged into one PR." + "reason": "These are separate model implementations (ShieldGemma2 vision classifier vs T5 seq2seq) adding the same feature type, not the same bug/change." }, { "left": "pull_request:46069", "right": "pull_request:46196", "accept": false, - "reason": "Different model families and attention plumbing; one is ShieldGemma2, the other SeamlessM4T/v2, so not a duplicate." + "reason": "Different model families and files; this is shared feature work, not one underlying code-path fix." }, { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA dispatch, but for distinct model internals (CTRL vs T5) and separate test/documentation updates." + "reason": "CTRL and T5 are distinct architectures and implementations; similar SDPA support does not make them duplicates." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "Same broad subsystem, but different models and code paths; not the same underlying bug/change." + "reason": "Different concrete model code paths (CTRL vs SeamlessM4T/v2), so they are not mergeable as one PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 and SeamlessM4T/v2 have different attention implementations and fixes; too model-specific to treat as duplicates." + "reason": "T5 and SeamlessM4T/v2 are different model stacks; these are separate SDPA enablement changes, not the same fix." } ] }, @@ -20697,7 +20673,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "869764d2688f6533e8a1a0cfb9b5f7521f06ba7cfdcc7d50e0847504fb6d40db", + "prepared_review_unit_hash": "0c13bcb38527c26b261cbe65ffd1c1e3003fcf35034e87e26c3eff972d4ed301", "component_budget": { "node_count": 2, "item_count": 2, @@ -20719,18 +20695,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs share a broad theme of removing source-file reads, but they target different code paths in different modules: `import_utils.py` vs `modeling_utils.py`. They are related refactors, not the same underlying bug/fix.", - "confidence": 0.89, + "summary": "Both PRs remove file-based source inspection, but they target different helpers in different modules (`import_utils` vs `modeling_utils`) and fix different behavior, so they are not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear duplicate/canonical representative; both are independent changes in separate modules with different implementation details and test impact.", + "canonical_pr_reason": "PR 46207 is the better representative because it targets a specific code path in `modeling_utils` and includes tests; PR 46152 is a separate `import_utils` refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is slightly more representative of the cluster because it directly replaces a source-reading helper with introspection and includes an accompanying test, but it is still not a canonical duplicate of #46152.", + "best_pr_reason": "PR 46207 is the strongest standalone change in this cluster: it replaces source-reading with introspection for `_can_set_*_implementation` and has accompanying tests, while 46152 is unrelated beyond the broad theme of avoiding file reads.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both aim to avoid reading source files, but they fix different concrete behaviors in different subsystems (`import_utils` resource resolution vs `modeling_utils` attention-implementation detection). They are not mergeable as one PR without conflating separate problems." + "reason": "Same high-level theme, but different modules, different concrete helpers, and different behavior changes; they do not look like the same underlying fix and would not plausibly merge into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 3781cd21535784d3bac4a3781c394b25c90086b3..6220d1e8280a452fc27756b41c420744ba06aa7c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260526t180028z", + "analysis_id": "hybrid-model-20260527t000053z", "archived_artifacts": { - "hybrid": "snapshots/20260526T180028Z/analysis-runs/hybrid-model-20260526t180028z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260526T180028Z/analysis-runs/hybrid-model-20260526t180028z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-26T18:20:13Z", + "published_at": "2026-05-27T00:05:40Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260526T180028Z", + "snapshot_id": "20260527T000053Z", "variant": "hybrid" } diff --git a/snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/analysis-report-hybrid.json b/snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..b7d8f9c68988f6c172a600e3c6ad985be8439cf8 --- /dev/null +++ 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unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor preset bug and ONNX export bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is an index-0 empty-tensor failure." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-parameter/index-0 failure during BertModel loading/training; only wording and model-pretraining context differ." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and GPT-OSS tensor-parallel failure are different problems." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer detokenization bug and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issues; no common underlying bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor recomputation issue is not the same as the mask shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed training errors, but the concrete failures are different (weight rank error vs collective mismatch)." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model component, but one is CPU-offload incompatibility and the other is uninitialized-memory after materialization; not clearly one bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index-0 failure and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training-stack regressions: activation checkpointing/FSDP vs custom compute_loss signature." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model-parallel failures with no shared concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures: dtype mismatch in preprocessing vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different compatibility bugs: vLLM config attribute missing vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4 issues, but one is device-map mismatch and the other is expensive reverse-embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility and Qwen running error are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/checkpointing recompute mismatch and CUDA assert on auto device mapping are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and tensor-parallel-only failure are different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: TRL SFT embedding unpacking versus GPT-OSS TP failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are Qwen-related runtime issues, but the specific failures differ and do not look like one fix." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE implementation problems on different backends; not the same underlying defect." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 size-0/index-0 failure pattern; only the affected model differs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation regressions, but they concern different removed APIs/commands and would need separate edits." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model bugs: dtype mismatch in preprocessing versus StopIteration in video embedding." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram op missing are different failures." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL embedding unpacking and MPS histogram issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both involve tensor computations, but one is Liger Kernel cross-entropy dispatch and the other is autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP error and GenerationMixin import error are separate regressions." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Model GPU compatibility bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and video StopIteration are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor/index-0 bug; different model names only." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different issues: missing config attribute for vLLM vs CUDA assert in auto device mapping." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Both affect Qwen-3 family areas, but the concrete crash modes are different." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs drift: TextClassificationPipeline return_all_scores versus transformers run command removal." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer wrong-token-IDs v5 regression across model families; 45920 is the broader manifestation of the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure and outdated examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint versus model-loading implementation problem are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 runtime error and outdated RAG docs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it identifies the two supported duplicate clusters (ZeRO-3 index-0/empty-tensor and AutoTokenizer wrong-token-IDs) and treats the rest as unrelated. The soft-edge verdicts are generally conservative, and the accepted pairs are backed by nearly identical titles/error patterns." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "c80ba2c97484a5344cd5a5f483fd828a234dd5a2d74f8b16de77c9f2a35a981c", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39131, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with a few real duplicate pockets. The main correction is to reject 39290 vs 43531: they both mention sliding_window, but the model families and failure contexts differ too much. A couple of tighter matches remain, especially SigLIP2 and custom-module loading.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 39290 is still the strongest single anchor among the near-duplicate pockets, but only as a local representative; the cluster overall is too diverse for a strong global canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must stand in for the cluster, 39290 is the best representative because it is the clearest specific bug report with the strongest nearby duplicate signal, though the overall set is not one bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Same keyword, but Gemma3TextConfig/vLLM and Qwen3-MoE point to different model-specific failures; not enough evidence for one bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table QA crash are unrelated code paths and symptoms." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model-loading test failure vs corrupted checkpoint; different underlying problems." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the models, shapes, and triggers differ." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and PretrainedConfig/pydantic regression are separate issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/Bert index error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table-question-answering crash are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the pydantic field regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5/chat, but the concrete failures differ too much to merge." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime failure is unrelated to the table QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and symptoms: sliding_window/vLLM versus Gemma4 device-mapping." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied weights in Mistral3 and a corrupted checkpoint are different causes." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error and MPS histogram error are distinct failure paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different models and different runtime errors; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error is unrelated to the sliding_window bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 PLE device mismatch are not the same issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors around loading, but the model paths and exact failures differ." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to the PretrainedConfig/pydantic issue." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading and GGUF gpt-oss support are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and TP-not-working are not the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation bug are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat streaming failure are different code paths." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to the pydantic field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers incompatibility are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window and PretrainedConfig/pydantic breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup error are different issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but the affected scenarios and tensors differ." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both concern SigLIP2 producing bad outputs on the same model family; this looks like the same underlying issue." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized rotary memory are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers incompatibility." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and Qwen3.5 embedding unpacking are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen3.5 SFT unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different reports with no shared failure mode." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to wrong custom-module resolution after save/load; same dynamic-module path bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weight bug and translation-model tied-weight regressions are different model families and fixes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but one soft-edge acceptance is too strong: issue:39290 vs issue:43531. They share a sliding_window keyword, but the packet shows different model families and different failure contexts (Gemma3TextConfig/vLLM vs Qwen3-MoE), so calling them the same bug overstates the evidence. For a conservative review, that pair should be marked false or at most tentative. The other accepted pairs are more plausible, but this single overconfident accept is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44492|issue:44512", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "9ae4db3ea942906e931f9fda13dc770f42ce24e3cf87a12b852c7d2c71ca4b7e", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37578, + "estimated_input_tokens": 9395, + "estimated_eval_tokens": 19046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set, with a few small duplicate clusters around non-persistent buffer corruption, remote_code regressions, and SigLIP2 discrepancy/quality problems. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43950 is the clearest broad regression report in the cluster: it describes the underlying non-persistent-buffer corruption bug directly, and it has the strongest duplicate-style overlap with issue:44534 (plus likely the related 45902 symptom).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global anchor because it states a concrete Transformers 5.x regression with a clear code-path focus and likely absorbs the closest duplicate reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different problems: Qwen3Moe FP8 config failure vs flash-attn2 fallback being blocked by checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different code paths: Qwen3.5 PagedAttentionCache crash vs tied-weights handling on translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH is not the same as tied-weights handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer ReLU discussion vs a docs typo about a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different failures in different models/subsystems; no shared concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different symptoms: detokenization bug vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to old docs mentioning the removed run command." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No common underlying bug; they affect different models and failure modes." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same Transformers 5.x non-persistent-buffer corruption regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "AutoConfig remote_code field loss is a different bug than buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example issue and the other is a model quality discrepancy." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different training/runtime issues: autocast dtype mismatch vs Qwen3.5 RLHF gradient explosion." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API mismatch and ZeRO-3 load failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import/export API issue is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer materialization bug; 45902 is a model-specific manifestation after meta\u2192to_empty(cuda)." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level compatibility problems: bitsandbytes kwarg mismatch vs missing Float8 storage." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs noisy loading behavior are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are different problems." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging vs missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 outputs, but the observed failures are too different to treat as the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states issue is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn packed-sequence misinterpretation is different from CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure layers; no shared root cause." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing inefficiency and int4 memory blowup are different optimization issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy/quality regression versus the expected/original behavior." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise is not the same as failing to load a specific model." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU compatibility failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noisy loading messages are unrelated to the specific model-load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": true, + "reason": "Same remote_code regression family; 43643 is a concrete AutoConfig missing-fields symptom of the broader breakage." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior and Qwen3 MoE memory usage are different issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "ZeRO-3 load indexing error and FP8 config failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V loading failure is not the same as the Molmo tied-weights attribute bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS int histogram support and Gemma4 device mismatch are different runtime problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft-edge pairs are supported by the issue titles and the provided soft-pair evidence, and the rejections do not overclaim shared root causes. No PRs are present, so the anchor choice 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": 17, + "review_unit_index": 4, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:43782|issue:44960", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:42491|issue:44368", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43742|issue:45399", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "fd3079dccae342689c5c53338d250c89a63f0ea14141903d017d30e301516ec7", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: only a few pairs look like true duplicates, mainly doc typos/regressions and a couple of same-error code-path bugs. Most soft-similar pairs share only broad subsystem/theme overlap, not the same underlying issue.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: Qwen3VL from_pretrained weight_only error vs a generic GLM5 model-loading issue." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer-loading regression vs flash-attn fallback gating; unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2.5-VL class name vs bitsandbytes Int8Params kwarg incompatibility; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different LoRA/tie_word_embeddings warning issue, not the same HF4.x to HF5.x Qwen3 MoE loading failure." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regressions broadly vs a Gemma4 device_map forward mismatch; no shared concrete bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-like addition failing in tokenizer mapping vs remote_code regressions; overlapping theme only." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 PLE device mismatch; distinct failures." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback blocking; unrelated bugs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error while loading vs flash-attn install/fallback checks; different code paths." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code breakage vs Kimi-K2.5 tokenizer codec regression; not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug vs non-persistent buffer corruption on from_pretrained; separate loading semantics." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Deepspeed ZeRO-3 index error on non-pretrained Bert vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "FineGrainedFP8 Qwen3 MoE failure vs remote_code regression broadly; too different." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same doc regression: both note removed v5 pipeline tasks (summarization/translation/text2text) still referenced in docs." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` / `Int8Params.__new__` incompatibility when loading models with init_empty_weights or bitsandbytes." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed vs corrupted Ovis2 checkpoint; unrelated model issues." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the Whisper audio feature-extraction path failing; `_torch_extract_fbank_features()` is the likely root cause of 'can't run'." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 failure vs bitsandbytes/init_empty_weights kwarg issue; different subsystems." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs tokenizer loading failure for est-roberta; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer compute_loss signature change vs mask/tensor shape mismatch; unrelated errors." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed weight-conversion failure vs gradient averaging with GAS/model_accepts_loss_kwargs; different training bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "PEFT LoRA gradient checkpointing ineffective vs missing supports_gradient_checkpointing flag on a remote-code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but on different Qwen families and with different symptoms; not clearly the same defect." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure vs NemotronH checkpoint loading failure; distinct models and failure modes." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF NaN/SDPA fallback issue vs flash_attention.py s_aux=None crash; unrelated." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes kwarg incompatibility vs CLIPTokenizer max_length sentinel value; no shared root cause." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/index shape mismatch error pattern; the later report is the same underlying IndexError with different tensor sizes." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading failures on different models; one is an error-message issue, the other a load failure." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in v5.3.0, with StopIteration being a concrete symptom of the broader video pipeline breakage." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure; separate bugs." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight dimension error vs void segmentation map processing failure; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support request vs Phi-tiny-MoE autocast dtype mismatch; no common code-path bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it describes the cluster as mostly heterogeneous while calling out only a few plausible duplicate pairs. The accepted soft-edge verdicts are defensible from the issue titles/body context, and the rejected ones avoid overclaiming 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": 17, + "review_unit_index": 5, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:45313|issue:45357", + "issue:42491|issue:45276" + ], + "prepared_review_unit_hash": "521c103eb31bd9fa102759c9a3b13f0ce9636d713aa69ed23056a619f3a99db6", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model-specific regressions; only a few soft pairs look like true duplicates. The clearest duplicate groups are the non-persistent-buffer regression, the custom-model init regression, and the SigLIP2 wrong-output reports.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the best anchor for the non-persistent-buffer regression: it is the earlier, more fully specified report, and issue:44534 is essentially the same bug phrased later.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest single issue to keep as canonical because it is concrete, well-scoped, and has a clear near-duplicate; it is easier to triage than the more model-specific or ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different failure modes: rope scaling bug vs uninitialized-memory rotary embedding issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but distinct code paths: FSDP2 shared_kv_states KeyError vs device_map auto device mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated topics: GGUF architecture support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different inference bugs in different pipelines; no shared concrete code path." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption vs OCR long-input index error are not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration issue and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing class vs meta-device loading regression; not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different concrete failures: torch.compile with SDPA vs flash-attention crash on Qwen3.5 position_ids." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are the same custom-model initialization regression; one is just a notebook-specific phrasing of the other." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure is unrelated to meta-device loading bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support request and Float8 storage TypeError are different problems." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration vs unpacking embeddings in TRL SFT trainer are different code paths." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A script runtime failure and GGUF model support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Qwen3MoE FP8 loading." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/model-like failure and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different tensor-shape issues; not enough to treat as duplicates." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to the long OCR index error." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report incorrect SigLIP2 outputs for the same model family; the later one is essentially the same underlying inference bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3 Bert initialization failure is unrelated to add-new-model-like tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 Bert index error is a different bug from the tokenizer-mapping/model-like issue." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config loading, but the model-specific failures are not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map dequantized-model offload failure and mmap OOM on Strix Halo are different issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate regression: both say transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 wrong outputs and docs-example mismatches/quantization failures are related only by model family, not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA hf4.x/hf5.x compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device mapping CUDA assert and FineGrainedFP8Config failure are different Qwen issues." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 issue and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT loading failures, but the titles do not establish the same concrete underlying bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading and incorrect save_pretrained visual encoder keys are different Qwen3.5 regressions." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility on hf5.x and Gemma4 resize_token_embeddings behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the duplicate judgments stay conservative overall. The canonical non-persistent-buffer pair is well supported by the titles, and the accepted soft pairs are plausibly same-bug matches without overclaiming beyond the available evidence. No pair is forced together on weak evidence, and the rejected pairs are explained in a cautious way." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43854|issue:43931", + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "c7771e78b7b4192731d92935b995cd8b50f4c107943c00197fa0c5edc3527706", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38299, + "estimated_input_tokens": 9575, + "estimated_eval_tokens": 19406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports. The only soft edge that looks like the same underlying bug is the resize_token_embeddings/output_embeddings pair; all other candidates are too model-/path-specific to merge confidently.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45292 is the cleanest canonical for the shared resize_token_embeddings bug: it states the core generic symptom on output_embeddings, while 45276 is a broader Gemma4-specific manifestation of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative because it describes the common root symptom without extra model-specific detail, making it the most reusable target for deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different training/runtime bugs: checkpoint resume/max_steps accounting vs optimizer arguments being ignored." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.0.0, but one is about non-persistent buffers and the other about custom model initialization in Jupyter; different problems." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and likely different root causes; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different architectures; no clear shared code-path bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions in v5, but one is LlamaTokenizer pre-tokenizer handling and the other is AutoTokenizer token IDs for Granite; not the same change." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a documentation/example issue plus quantization failure; the other is a runtime nonsensical-results report. Too different to merge confidently." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion/offload behavior vs GLM-4.7-Flash loading in tests; unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different resource problems: Qwen3 MoE training memory usage vs quantized offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "A LoRA compatibility regression across branches is unrelated to a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is MoE training memory usage and the other is int4 quantization reserved-memory/OOM; different issues." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq save/load corruption are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x/hf5.x compatibility has no overlap with resize_token_embeddings behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/saving related, but extra_state handling and init_empty_weights _is_hf_initialized are distinct bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both hit flash_attention paths, but one is a packed-sequence/position_ids crash and the other is an s_aux=None AttributeError; different code paths." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar symptom, but model-specific implementations differ (Gemma4 vs T5Gemma) and the reports do not establish a single shared root cause." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are different model families and the evidence is not enough to treat them as the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device model loading are different incompatibility reports." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to AudioFlamingo3 track-to-track leakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures; no shared underlying bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is unrelated to failing to load a specific model." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state rebuilding and Qwen multimodal text_config unwrapping are different model-architecture bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading vs int4 reserved-memory growth are related broadly to memory, but not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Gemma4 vs Qwen3.5 MoE offload issues; not mergeable as one fix." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: embedding/token leakage vs PLE device mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantized-model loading problems for different models/quantization formats." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/OOM reports with no shared code-path evidence." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and disabling mmap for Strix Halo are different issues." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to PEFT LoRA checkpointing effectiveness." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both describe the same resize_token_embeddings failure to update output_embeddings; 45276 is the broader model-specific instance, while 45292 is the generic core report." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM on Strix Halo." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:45276 \u2194 issue:45292, is well supported by the titles and the shared resize_token_embeddings/output_embeddings symptom. The rejected pairs are phrased cautiously and do not overstate evidence. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:44164|issue:45759", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "e44fba1572dce3fbf5b76a47c515c65fcaf1232fff60a035d44c2b67aa14e082", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36815, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous Transformers bug reports. Only one soft edge looks like a true duplicate pair: the `resize_token_embeddings` regression in 45292/45335, where the general bug and the T5Gemma-specific symptom match the same underlying API issue.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45292 is the broader, model-agnostic report: `resize_token_embeddings` does not update the affected embeddings. Issue 45335 appears to be the T5Gemma-specific manifestation of the same bug, so 45292 is the better canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best representative issue because it describes the root regression in general terms, while 45335 is a narrower model-specific reproduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: one is a model load/save corruption case, the other is a Qwen3.5 checkpoint save_pretrained regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different failure modes: gradient checkpointing in eval mode vs RLHF NaNs from Qwen3.5 position_ids/SDPA behavior." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading regressions, but on different model/config paths (video-input Qwen VL vs granite_speech strict config)." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Distinct issues: read-only permission propagation during save_pretrained vs loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention crash on sink-less models vs Gemma4 FSDP2 shared_kv_states rebuild KeyError." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization vs Trainer resume_from_checkpoint max_steps calculation are unrelated regressions." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init failure is not the same bug as extra_state not being handled by save/from_pretrained." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: autocast dtype mismatch in Phi-tiny-MoE vs meta-device loading breakage in some models." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying API regression: `resize_token_embeddings` does not propagate to the relevant output/decoder embeddings; 45335 is the T5Gemma-specific reproduction." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility is a different problem from the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the specific failures differ (vocab-size mismatch vs inability to load a particular model)." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Separate model-loading bugs affecting different architectures and mechanisms." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated issues: missing Float8 storage object vs mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to a broad tokenization-change report." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map mismatches are different failures." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same bug as Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Loading models with base_model_prefix is a different regression from Jupyter notebook custom-model initialization." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility problems are unrelated to the Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: PagedAttentionCache linear_attention crash vs a template-node compilation TypeError." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "No clear evidence they are the same underlying bug; the titles point to different reproduction contexts and failure modes." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check and Perceiver interpolation are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to the mask-shape IndexError." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 inference quality issue is not the same as ModelOutput key assignment behavior." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility is unrelated to the Qwen3.5 embedding unpacking issue in TRL SFTTrainer." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different removed/changed pipeline behaviors and are not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage object and non-template-node compilation are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but the concrete failures differ too much to merge confidently." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to gguf_file breaking from_pretrained for tokenizer/model loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, 45292/45335, is a reasonable merge candidate from the titles alone: both report `resize_token_embeddings` failing to update downstream embeddings, with 45335 being the T5Gemma-specific manifestation. The remaining pairwise rejections do not overclaim sameness and are phrased cautiously enough for the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45584", + "issue:45859", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:36032|issue:42915", + "issue:43883|issue:44488", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:44987|issue:44991" + ], + "prepared_review_unit_hash": "eb9d4803d52350f448dd896917dd93483ffc3f05dca020db179711655aea898c", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37231, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the soft matches are high-similarity false positives across different models, tokenizers, and regression types. I did not find any pair that looks like the same concrete bug/change.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43646 is the broadest v5 regression among the set and best represents the cluster\u2019s general model-initialization breakage theme, though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most general and central issue, with the widest scope among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures in different subsystems: deepspeed/BertModel broadcast vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5-era loading regressions, but one is CamemBERT masked-LM output quality and the other is tokenizer loading for a different model." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return bug is unrelated to CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but they hit different models and distinct code paths (_patch_mistral_regex vs generic tokenizer load failure)." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training memory usage and the other is mmap behavior on Strix Halo." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and Qwen VL video-input regression are separate bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-placement issues, but they affect different models and code paths (XLNet relative positions vs Qwen3.5 MoE rotary embedding)." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer gpu_broadcast NoneType crash is unrelated to Whisper return_language behavior." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator TypeError and _is_hf_initialized regression are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping lookup failure and torch >=2.9 flex_attention compilation failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they concern different models and different breakages." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but one is a specific model load failure and the other is a different model's tokenizer load failure." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are distinct initialization bugs." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss and runtime special-token post-processor updates are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation error are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio features, but the reported crashes and APIs differ; not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights metadata error is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 PagedAttentionCache group-type crash." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and Qwen2.5-VL multi-image IterableDataset failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend handling, but one is install extras coverage and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different artifacts; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 linear_attention group-type crash are distinct model/runtime issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is non-persistent buffers and the other is custom model initialization; separate concrete bugs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and StaticCache sequence-length return type are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file path breakage and Qwen2.5-GGUF loading failure are related to GGUF loading broadly, but not the same concrete failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization regression are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized-model device_map offload failure and Qwen2.5-GGUF loading failure are different loading paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-states output vs rope index scaling." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are transformers>=5 loading regressions, but they affect different models and 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": 17, + "review_unit_index": 9, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987" + ], + "soft_pairs": [ + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43089|issue:45987", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43632|issue:44534", + "issue:41553|issue:43582" + ], + "prepared_review_unit_hash": "19c3dc1c7459266af054a56bea1389f7f7e801d8f86169a4d197eeefd109a3b9", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36673, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of mostly unrelated Transformers bug reports, with a strong but not exact concentration around v5 model-loading/serialization regressions. None of the soft pairs look like the same concrete bug, so I rejected all of them.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43611 is the broadest, most central representative of the repeated v5 loading/initialization regressions in this set, even though the cluster overall is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best issue anchor because it describes a general v5 compatibility break rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures: a template compilation error versus an invalid method call in GraniteMoEHybrid. Same framework area, not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading issues, but one is a missing attribute on Molmo and the other is a tokenizer loading failure for a specific model. No concrete shared code path." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI batched-vs-single output mismatch are unrelated defects." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom model initialization breakage and non-persistent buffer corruption are different v5 regressions." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and a cache API type-contract bug are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization failure versus non-persistent buffer junk values; not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights/serialization, but one is a missing tie in Mistral3 conditional generation and the other is inconsistent lm_head serialization by device. Similar theme, different defect." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault on Llava Next loading and a Qwen3OmniMoe video-processing ValueError are distinct multimodal issues." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise while loading transformers and a Mistral regex patch crash are not the same failure mode." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and different symptoms: bad AutoModel/pipeline outputs for SigLIP2 versus incorrect processor image size for OmDet-Turbo." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe and template-node compilation error are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching mismatch and DAC STE mismatch are different audio-model bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are different tokenizer/model-loading issues." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-Intelligence/fast loading regression and Mistral regex patch crash are not the same code-path problem." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "_torch_extract_fbank_features() and compiled flex_attention on torch>=2.9 concern different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 failure and init_empty_weights/_is_hf_initialized argument mismatch are different initialization bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage and mmap OOM avoidance on Strix Halo are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is generic checkpoint correctness and the other is specifically incorrect visual encoder keys. Similar area, not clearly one bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict and MobileLLM key error are different loading failures." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-flag duplication and physical-intelligence/fast loading failure are unrelated tokenizer/model issues." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are different Torch/version compatibility problems." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression across several Qwen models and still-image rope-index scaling in Qwen2.5-VL are different multimodal bugs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is missing lm_head tying and the other is LoRA merge collapse with extended vocabulary. Not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-images IterableDataset failure and Qwen2.5-VL temporal position scaling are different multimodal training/inference bugs." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is a base_model_prefix loading break and the other is junk-filled non-persistent buffers. Same release, different defect." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and noisy loading logs are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag handling and non-persistent buffer corruption are different v5 breakages." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44079|issue:45663", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44462|issue:45812", + "issue:44291|issue:44589", + "issue:43482|issue:45538", + "issue:42175|issue:45542", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43818|issue:45357", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43792|issue:43957" + ], + "prepared_review_unit_hash": "da05d36dd29e3de7b5e8e2e0561e8b33d3961116e68242e06bbbeffeefdbe930", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36899, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "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/v5 regressions and model-specific loading/training bugs, not a tight duplicate set. Only one soft pair looks like the same underlying Qwen2.5-VL position-id bug.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set ('Recent transformers versions break models using `remote_code`') and best represents the overall v5 regression theme across multiple model-loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable cluster representative because it is the broadest, most reusable description of the loading/regression class, even though many other items are more specific manifestations.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Different models and failures: perplexity on GPT-OSS vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated symptoms: Whisper runtime failure vs missing Float8 storage type." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: ModelOutput key assignment vs Gemma4 attention shared_kv_states rebuild." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different layers: torch>=2.9 flex_attention compilation vs remote_code model loading regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL related, but one is multi-GPU training and the other is iterable dataset handling with multiple images per prompt." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is generic loading noise, the other is a specific tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is add_special_tokens/BOS-EOS behavior for a specific tokenizer." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing error is not the same as a missing supports_gradient_checkpointing flag on a remote-code model." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one is ignoring tokenizer.json while the other is wrong token IDs for Granite models; too different to merge confidently." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument breakage is separate from the Float8 storage lookup failure." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading in Transformers v5 is unrelated to CLIPTokenizer max_length semantics." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TF/backend packaging, but one is missing TensorFlow in a torch extra and the other is a tensorboard-only undefined backend error." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration is not the same bug as single-label classification with num_labels=1 yielding zero loss." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure is distinct from Qwen3 MoE memory inefficiency during training." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading regressions: GGUF/Transformers v5 vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture/weights issue is separate from Qwen3.5 save_pretrained visual-encoder key regression." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to Mistral tokenizer regex patch crashing." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask mismatch and Gemma3 mixed-length NaNs are both batching issues but appear to be different mechanisms and models." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/compilable_check failure is not the same as bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen2.5-VL issues, but one is dataset finetuning with multiple images and the other is video position-id calculation." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are different object-state bugs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression is unrelated to ModelOutput field handling." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend omission in a torch install extra is not the same as PaddleOCR-VL loading failure in vLLM." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression and bfloat16 dtype mismatch are different Transformers v5 issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL position-id/rope-index code path; one reports still-image temporal scaling, the other video input vision_position_ids being wrong." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 init/load regressions, but one is base_model_prefix loading and the other is custom model initialization; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper model runtime failure is not the same as meta-device loading breakage affecting other models." + }, + { + "left": "issue:45020", + "right": "issue:45381", + "accept": false, + "reason": "Remote-code loading regressions and Qwen2.5-VL video position IDs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The cluster is indeed heterogeneous, and the lone accepted Qwen2.5-VL position-id pair is the only clearly mergeable one. The choice of issue:45020 as a broad umbrella is defensible given the repeated v5/remote-code loading regressions in the set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:45325|issue:45834", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:40990|issue:42947", + "issue:43526|issue:43883", + "issue:43322|issue:46050" + ], + "prepared_review_unit_hash": "ad4a78dd2a4e8475ab64e94a47d8bd6eec8dace9b4f2f9a3a8c5551a308b5e99", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of semantically similar but non-duplicate bug reports spanning different models and code paths. The soft pairs share broad themes like loading, offloading, quantization, or tied weights, but they are not the same underlying bug/change, so none should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 is the broadest umbrella candidate (offloading + quantization) among the items, but the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best cluster representative because it is the most general and central of the few offloading/quantization reports, though it still does not subsume the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and different failures: Qwen2.5-VL rope-index scaling vs Kosmos2.5 OCR length/index error." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-related, but they describe different models and bugs: SigLIP2 inference mismatch vs Perceiver resolution/interpolation failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is an AyaVision model bug and the other is a v5 serialization inconsistency; not the same code-path problem." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different quantization/loading issues on different model families (Qwen3Moe FP8 vs Qwen2.5-GGUF v5 load failure)." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated compatibility reports: PaddleOCR-VL loading in vLLM vs a torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both involve multimodal/device behavior, but one is a video-input regression and the other is a Gemma4 PLE device mismatch." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config issues, but one is an init_empty_weights API break and the other is strict config validation for granite_speech." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and symptoms: glm-4v-9b load failure vs cjvt/sleng-bert load failure." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to torch.export failures in torch_compilable_check models." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to a tokenizer-version regression." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different tasks and bugs: perplexity on gpt-oss-20b vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "A specific BOS/EOS tokenizer bug is not the same as the broader AutoTokenizer wrong-IDs regression." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation failure is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are model-specific runtime bugs, but Bark CPU offload mismatch and DAC.from_latents STE mismatch are different problems." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map auto, but the model families and failure modes differ (cudaErrorAssert vs forward device mismatch)." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision tied-weights issue is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to Qwen2.5-VL multi-image finetuning failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batch mismatch is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: tied lm_head weights vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to composite Qwen config unwrapping." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder padding-mask issue is unrelated to Perceiver non-default-resolution interpolation behavior." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading regression." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a benchmark is unrelated to gradient checkpointing not taking effect with PEFT LoRA." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load quantization breakage are distinct 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": 17, + "review_unit_index": 12, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:44008|issue:45823", + "issue:36331|issue:42617", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:43404|issue:45357", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:43873|issue:44756", + "issue:44423|issue:45406", + "issue:41720|issue:42617", + "issue:45632|issue:45684", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43526|issue:43881", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:44671|issue:44743" + ], + "prepared_review_unit_hash": "d6844e82e0aa3a14bfac0af6512ac07876fde015f299440df4e1d88bb226d1ac", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37121, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues with only superficial overlap around loading, offloading, and model-specific regressions. I did not find any soft pair that looks like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 is the best cluster anchor: it is a broad, currently open infrastructure bug about offloading/quantization with strong discussion and inbound-reference signals, while most other items are narrower model-specific regressions or API breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most representative and actionable issue in this set because it captures a broad class of loading/offloading failures and has the strongest evidence of ongoing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is a GLM model load problem and the other is a tokenizer loading regression for a specific repo; no sign of the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: tied lm_head weights in a multimodal model vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both crash during model use/loading, but they involve different models and different failure modes (cuda assert vs segfault)." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "One is a vLLM/PaddleOCR-VL loading failure, the other is strict config validation blocking granite_speech; these are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both touch loading/serialization, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained regressions, but one is tied lm_head serialization varying by device and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-map CUDA failure and flash-attention generation issues are different bugs in different execution paths." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "One is a script/runtime failure for 3d_parallel.py; the other is a model/config-specific FineGrainedFP8 failure." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizer/version-related reasoning is too broad here; one reports high perplexity on a model/dataset, the other a general tokenization change across versions." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is CUDA reserved-memory growth under int4 quantization and the other is an apex FusedRMSNorm leak in T5." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma model families and different symptoms: variable name collision vs device-mapping mismatch." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature breakage is unrelated to the 3d_parallel.py execution problem." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading bug and Trainer max_steps resume calculation are separate concerns." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config validation for granite_speech is not the same as tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API incompatibility and FineGrainedFP8 model failure do not share the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight-tying bug in Mistral3 and incorrect visual encoder keys in Qwen3.5 are different save/serialization defects." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape handling and tokenization-version changes are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 is a different code path from packed-weight loading in BitNet." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload concerns, but one is quantization/offloading correctness and the other is a Strix Halo mmap OOM workaround." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serve/multimodal scenarios, but they fail in different processor paths with different missing attributes." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for local trust_remote_code models and read-only permission propagation during save_pretrained are unrelated filesystem issues." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "A video-input regression across Qwen VL models is not the same as TRL SFT embedding unpacking failure." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different model families and distinct causes: compile/SDPA failure versus CPU-offload device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image preprocessing/resolution bugs, but the affected models and mechanism differ enough that they do not look like one bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER inputs and processor output-size mismatch are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8 model failure and dequantized model loading with cpu offload are not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as a broad tokenization-change report." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Label-reduction logic in BeitImageProcessorFast is unrelated to a GLM model loading failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device-map CUDA assert and GPT-OSS MoE tensor-parallel failure are different distributed/inference problems." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py runtime failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset with cache are different model-specific 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": 17, + "review_unit_index": 13, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45081", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:43873|issue:45704", + "issue:43421|issue:45701", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:44451|issue:44991" + ], + "prepared_review_unit_hash": "08eb5397ce4e9e7ffffae1b8ca8d68e1c74cb9d05ec3221f4611af875c1c0bd2", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36630, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair is a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crashes are the same bug. All other pairs are related at a broad subsystem level but describe different failures, models, or code paths, so they should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44514 is the best canonical issue: it is the earlier, more complete report for the exact same batched-input/padding=False crash, while issue:44545 is a near-verbatim duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative overall because it has the same concrete failure mode as issue:44545 and appears to be the primary report that the later issue duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but they are different bugs: Mistral regex patching vs Granite token ID corruption." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different config issues; one is sliding_window handling, the other is missing pad_token_idx after v5." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-serialization discrepancies, but they affect different fields and model families." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal failures with different inputs and error modes; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different loading/runtime failures in different architectures; one is FP8 config, the other is Llava Next segfault." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes on different models and tasks; not one shared defect." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer behavior after special-token changes, but one is runtime post-processor refresh and the other is a Granite token-ID regression." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated failures: Trainer custom loss signature vs Qwen3 device-mapping cuda assert." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Different tokenizer problems: slow/fast inconsistency versus T5 tokenizer load-time method conflict." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems and symptoms; metric-gathering label trimming is not related to SAM3 PCS text/bbox behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different runtime paths and models: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processor bugs affecting different modalities; segmentation-map handling is unrelated to Bark voice_preset." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Completely different issues: MacOS bus error on CLIP vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/offload-related, but one is a CPU-offload device mismatch and the other is packed-weight unpacking in accelerate loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different areas: torch.compile/SDPA vs tokenizer special-token registration." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different loading problems: auto device mapping crash vs PEFT adapter local-checkpoint loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different features and failure modes: quantization offloading vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific TokenizersBackend post-processor update bug; the other is a broader tokenization-version-change report." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different bug classes: offload device mismatch vs tokenizer special-token decode behavior." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different model/config issues; sliding_window in Qwen3-MoE is unrelated to AutoModelForCausalLM unwrapping text_config in Qwen 3.5/3.6." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different symptom and subsystem: BarkProcessor voice_preset vs Qwen3 auto device mapping crash." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Both involve loading-related behavior, but one is path parsing/import warning and the other is a multimodal token-counting bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Unrelated docs/typo issues: cache strategy typo vs pipeline docs mentioning removed tasks." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False; 44545 is a duplicate of 44514." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different classification bugs: config propagation in Qwen3.5 vs degenerate zero loss across sequence-classification models." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer/config state issues, but one is post-processor refresh and the other is DiaConfig persistence of custom token IDs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model/runtime failures: Perceiver non-default resolution vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer load failures for different models; no evidence of the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The accepted duplicate pair, issue:44514/issue:44545, is strongly supported by matching titles and closely aligned failure descriptions, with 44514 appearing to be the earlier and fuller report. I don\u2019t see any overstatement in the other pair judgments based on the provided evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:43531|issue:44589", + "issue:43782|issue:45381", + "issue:44987|issue:45042", + "issue:45588|issue:45759", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:45704|issue:45859", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "0067a6f5ed62946114e3b99c12f3a10c08c63da3b58aa98e5b2e2adaba0ef8f0", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36772, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicates or mergeable equivalents stand out here. The soft pairs mostly share broad areas like tokenizers, multimodal models, offloading, or training, but each describes a different concrete failure mode or root cause, so all edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: one is config unwrapping for composite Qwen multimodal models, the other is CPU offload incompatibility in rotary embedding forward." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated failures: optional post_init policy in patchtsmixer vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding window handling vs missing Float8 storage type on load." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen/VL-related, but one is a weight_only loading error and the other is a video vision_position_ids bug; not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Separate problems: loading a specific model fails vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash_attention sink-less s_aux handling vs from_config not unwrapping text_config." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "No shared bug: AddedToken keyword duplication error vs a model loading failure for ScandiBERT." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Distinct Qwen issues: warning about tie_word_embeddings vs incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different model/docs problems: SigLIP2 example errors vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Not the same issue: local PEFT checkpoint loading for GraniteSpeech vs quantized sinq save/load corruption." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: SFT trainer input embedding unpacking vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated: apex FusedRMSNorm memory leak in T5 vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer bugs: runtime special-token post-processor refresh vs BigBird mask token registration/decode output." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Distinct issues: FSDP2 shared_kv_states rebuilding per layer vs trust_remote_code gradient-checkpointing flag missing." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both involve training behavior, but one is eval-mode gradient checkpointing support and the other is gradient explosion under ZeRO-3." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Related to offline tokenizer loading, but not the same bug: one is generic cache/offline failure, the other is a specific _patch_mistral_regex model_info call." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different models and symptoms: memory leak from fused norm use vs CPU offload incompatibility in Qwen rotary embedding." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Distinct regressions: sliding_window handling in Qwen3-MoE vs Jupyter custom model definition/initialization in Transformers 5." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "No overlap beyond being model-runtime bugs: cudaErrorAssert on Qwen3 auto device mapping vs T5 fused RMSNorm memory leak." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer paths: special-token post-processor update issue vs LayoutLMv2Tokenizer crashes on NER/padding." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Separate model correctness bugs: SigLIP2 AutoModel/pipeline output regression vs CamemBERT masked LM predictions in v5." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different areas: PEFT local checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "One is a documentation/example mismatch, the other is a quantization offloading issue; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch mistral regex logic, but one is a crash on fix_mistral_regex and the other is a Kimi tokenizer regression with codec handling/warning." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different runtime errors in different components: ZeRO-3/BertModel indexing vs audio fbank feature extraction." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated multimodal training failure vs local checkpoint loading with PEFT adapters." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Completely different: tokenizer regression vs hub API list_repo_files not forwarding revision." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Different domains entirely: image processor segmentation-map handling vs GenerationMixin import error." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Separate bugs: packed BitNet weights not unpacked on accelerate load vs DAC.from_latents not matching forward pass without STE." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: torch fbank feature extraction vs add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "No shared underlying defect: BigBird special-token decode bug vs BitNet packed-weight loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:45183|issue:45479", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:43388|issue:46032", + "issue:44062|issue:44488", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43950|issue:45987", + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:30064|issue:36331", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:41720|issue:44991", + "issue:39692|issue:45834", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:44821|issue:45084", + "issue:45584|issue:45834", + "issue:44186|issue:44442" + ], + "prepared_review_unit_hash": "17ca86f12c6443af6d5748b803825e884b962b795653e5cfb7be2b99641f824e", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab-bag of unrelated Transformers issues across tokenizers, multimodal models, generation, and cache logic. None of the soft pairs looks like the same concrete bug; the closest is the two Mistral regex issues, but they describe different failure modes.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue: the items are heterogeneous and do not form a single duplicate set. If one must be chosen as an anchor, issue 44843 is the closest because it is the most specific and directly tied to the Mistral tokenizer patch path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the best representative only in a weak sense: it is specific, reproducible, and the only item in a near-related soft pair, but it still does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failure modes: Qwen3OmniMoe video input validation vs Gemma 3n attribute collision in forward()." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are regressions, but on different models/code paths: CLIP attentions assignment vs RTDetrV2 output drift." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated bugs: torch.compile+SDPA on Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different core problems: input validation XOR logic vs degenerate single-label classification loss." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is a long-ocr index error in Kosmos2.5." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and bugs: SDPA/compile failure vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different training/runtime paths: gather_for_metrics batching vs Mamba2 cache correctness." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer loading, but one is an AddedToken keyword conflict and the other is a model-specific load failure." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different subsystems: dtype mismatch in image preprocessing vs Gemma 3n audio mask name collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Distinct model/config bugs: sparse-layer construction vs RoPE layer dropping." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "No shared code path: Llava Next loading segfault vs MPS histogram not implemented for Int." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and symptoms: LayoutLMv2 tokenizer crashes vs Perceiver interpolation failure." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC STE mismatch; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding window vs AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both are cache/state-related regressions, but one corrupts non-persistent buffers and the other violates get_seq_length return type." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but they concern different mechanisms and model families." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both mention _patch_mistral_regex, but the failures differ: offline model_info access vs missing backend_tokenizer attribute." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated: image segmentation-map processing vs CustomTrainer loss signature mismatch." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen variants, but the bugs are different: video input handling vs flash-attention generation behavior." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Separate model regressions with different outputs and different tasks: summarization vs masked LM." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Related to tokenization/special tokens in a broad sense, but the concrete bugs are different: runtime post-processor refresh vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: Qwen3 device-mapping cuda assert vs tokenizer load failure for est-roberta." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal/documentation issues: SigLIP2 example problems vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model loading bugs: BLIP2 dtype propagation vs Video-LLaVA video_tower/temporal-attention issue." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model families and failures: weight_only load error vs flash-attention generation problem." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "No shared underlying bug: AutoImageProcessor-from-URL loading vs template-node compilation error." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different input domains and failure modes: Whisper empty transcription after token alignment vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and APIs; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45406", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44561|issue:45020", + "issue:34634|issue:36010", + "issue:43577|issue:43582", + "issue:43825|issue:43994", + "issue:44805|issue:44936", + "issue:45987|issue:46192", + "issue:44671|issue:45701", + "issue:44485|issue:44509", + "issue:44610|issue:45072", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43906|issue:46209", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:43262|issue:43819", + "issue:34634|issue:36331", + "issue:43526|issue:43697", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43526|issue:44554" + ], + "prepared_review_unit_hash": "15a17dbba50b445dff34ac4f6c746368c730b9a88e82671d3935e780e1100d6a", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36600, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue mix; only the tokenizer added-token spacing reports look like the same underlying bug. The rest are similar at a subsystem level but not concrete duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:28218 is the clearest concrete report of the tokenizer added-token spacing bug, and it best matches the one plausible duplicate in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the strongest representative issue: specific, self-contained, and directly tied to the duplicate tokenizer behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern model/loading behavior, but one is about non-persistent buffer initialization and the other about FSDP CPU RAM efficient loading; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failures: CPU offload device mismatch vs bfloat16 dtype mismatch. Same broad inference area, not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input bugs, but they affect different models and different failure modes." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "issue:44561 is a specific trust_remote_code regression from a removed helper; issue:45020 is a broad umbrella report. Related, but not the same concrete bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "One is a BarkProcessor preset bug, the other an import error for GenerationMixin; no duplicate evidence." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different domains: BLIP2 dtype loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a v5 pipeline error-message mismatch; the other is a bad AutoModel/pipeline result for a specific model. Not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Generic index-shape error vs trainer evaluate-after-train failure; too little concrete overlap to treat as duplicate." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "One is a StaticCache return-type contract bug, the other silently ignores return_tensors when text_kwargs is passed." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and a general tokenization-version complaint are not the same code-path problem." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "One discusses GLM-5 RoPE implementation, the other stale docs about removed pipeline tasks." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different processors/models and different defects: input-size mismatch vs dtype mismatch." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer added-token spacing inconsistency, with slow/fast tokenizer behavior and an extra space after added tokens." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to dtype mismatch issues in other models." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention v5 pipeline removals, but one is an error-message issue and the other is stale docs; different artifacts and fixes." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL bugs: weight_only loading error vs still-image temporal position scaling." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is not the same bug as an FP8/B200 inference failure." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend selection issue vs tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling; distinct failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP float16 crash are different platform-specific bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate component bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Processor voice_preset failure and CustomTrainer compute_loss signature mismatch do not describe the same defect." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision bugs: label reduction returning one label vs RTDetrV2 output drift in v5." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful overlap; one is an empty placeholder title, the other a reproduction issue." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen tie-word-embedding warnings, but one is a wrong tied-weights mapping bug and the other is a user-facing warning during LoRA fine-tuning." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM load key error is not the same underlying problem as a broad remote_code regression." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and appropriately conservative. The summary stays within the packet evidence, and the only accepted soft-edge pair is plausibly the same tokenizer spacing bug based on the issue titles. The other pairings are correctly rejected as subsystem-level similarities rather than clear duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:43452|issue:44991", + "issue:44387|issue:44617", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:36010|issue:36331", + "issue:43454|issue:43577", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:43257|issue:43696", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43606|issue:45859", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "fb0fadd3e3b2d7fa119080baef4663f42585049a6f58372a1750cae28223fc3a", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformer issue reports with a few thematically similar pairs. Only the Qwen video-input regression pair looks like the same underlying bug; no PRs are present.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43329 is the clearest root-cause report in the set: it names the broken video branch in `_get_num_multimodal_tokens` and affects multiple VLM processors.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the best representative because it describes a concrete, centralized multimodal-video code-path bug with broad downstream impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: compilation/template-node errors vs tokenizer max-length behavior." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated subsystems: multimodal video token counting vs stale auto_mappings references." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failure modes: missing Float8 storage vs image processor torchvision dependency." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Training/DeepSpeed index error is not the same as evaluate-after-train state failure." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different APIs and bugs: PEFT local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading, but different entrypoints and concrete regressions; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is quantization-memory regression and the other is a model-specific memory limit issue." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/code-path failures: torch.compile+SDPA vs MXFP4 load fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Jupyter custom-model initialization breakage." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: DAC forward/from_latents mismatch vs config fields lost after save/load." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different loading/dispatch paths: Qwen3-MoE weight conversion vs multimodal token counting." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; both are generation-related but not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example failures are unrelated to gpt-oss MXFP4 loading." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model issues: zero probabilities vs processor output shape/input-size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Accelerate packed-weight unpacking bug is unrelated to OmDet processor size mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors with exceptions, but they are different functions and different root causes." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import-time GenerationMixin failure is unrelated to custom compute_loss keyword regression." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different multimodal model bugs: lm_head tying vs dtype propagation for BLIP2." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio processor methods and symptoms; not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same broken video-input path in Qwen multimodal processors; 44479 reads like the broader v5.3.0 manifestation of the helper bug in 43329." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3-MoE loading/conversion is unrelated to GPT-oss OOM." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to Qwen3-MoE accelerate/deepspeed weight conversion." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but different methods and failure modes; not the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload/device handling, but they are model-specific issues in different code paths." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting bug is unrelated to batched video processor output shape." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory-loading contexts: FSDP CPU RAM efficient loading vs mmap on Strix Halo." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counter bug is unrelated to GPT-oss perplexity." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge (43329/44479) is reasonably supported by the overlapping Qwen video-input regression context, and the other pair rejections do not overclaim sameness. No PRs are present, so there is no mergeability issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907" + ], + "soft_pairs": [ + "issue:43257|issue:43931", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44849|issue:45701", + "issue:44568|issue:45488", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:43697|issue:45357", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:43540|issue:44479", + "issue:42175|issue:43824", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:44987|issue:45907", + "issue:28282|issue:34689", + "issue:43577|issue:45072", + "issue:43742|issue:44291", + "issue:43257|issue:43756", + "issue:28282|issue:29127", + "issue:42175|issue:44488", + "issue:42915|issue:43749", + "issue:43582|issue:43782", + "issue:38175|issue:44898" + ], + "prepared_review_unit_hash": "427ab9fafce1a8b60dfd7648f4ae88d095bf249cdc3943a96d8a607f260c7cf7", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues mostly share model-loading/tokenization language but describe different concrete failures. I did not find any soft pair that looks like the same underlying bug or change; they span distinct code paths such as DeepSpeed/FSDP loading, video preprocessing, tokenizer behavior, quantization, and model-specific config regressions.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45701 is the best umbrella-style issue in this set: it is broad, open, and explicitly about version-dependent tokenization changes, which makes it the closest thing to a cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the strongest global representative because it is broad enough to subsume related tokenizer regressions, has active inbound references, and is phrased as a general behavioral regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3/VL-related loading bugs, but one is about MoE weight conversion under accelerate+deepspeed and the other is a weight-shape mismatch for Qwen3-VL-30B-A3B-Instruct. Different failure modes and code paths." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs TrainerState token-count tracking. Same broad area only at a high level, but unrelated bugs." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure vs MobileLLM key error during model loading. Different models and different loading/quantization failures." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument handling vs PIL backend requiring torchvision. Completely different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 config failure vs AutoImageProcessor URL loading. Different functionality and error classes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is a model-specific forward-pass regression, while 45701 is a broad tokenization/version-change complaint." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta tokenizer add_special_tokens regression vs LlamaTokenizer overriding ByteLevel with Metaspace. Both tokenizer-related, but distinct tokenizer implementations and behaviors." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model fails vs CLIPTokenizer max length bug. Not the same issue." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file breaks pretrained loading APIs vs Apple Silicon TypeError in caching_allocator_warmup. Unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device map cuda assert vs Qwen3OmniMoe video-input ValueError. Same family name, different concrete failure." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output mismatch in v5 vs Qwen3.5 save_pretrained saving wrong visual encoder keys. Different model behavior and different lifecycle stage." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token IDs lost on save/load vs MXFP4 quantization fallback. Different models and unrelated bugs." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure vs CLIPTokenizer model_max_length bug. No substantive overlap." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5/Qwen3.5 video-input regression vs qwen2.5-vl vision_position_ids wrong. Related family, but one is a broad multi-model regression and the other is a specific positional-ID bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with community CLIP model vs TrainerState token counter bug. Different components and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError vs broader v5.3 video-input regression across several model families. Overlapping theme, but not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow missing from torch install vs import error for Qwen2_5_VLForConditionalGeneration. Dependency packaging vs symbol export/import issue." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs Qwen3-vl-embedding StopIteration in 5.3.0. Different model and different exception path." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map=auto dequantized model offload failure vs CLIPTokenizer max length bug. Different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument collision vs tokenizer loading failure for est-roberta. Same area, but not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error about weight dimensionality vs tokenizer slow/fast inconsistency. Unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs PEFT minimum version bump. Completely unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast vs list_repo_files not forwarding revision. Different APIs and failures." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch ImportError for AutoModel vs Llama 3.2 90B Vision model loading regression. Both are load-time errors, but the causes are different." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype staying float32 vs SwitchTransformers/TimmWrapperModel dtype mismatches in bf16 inference. Both dtype-related, but different models and symptoms." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error while loading a model vs init_empty_weights TypeError from unexpected internal argument. Not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading issue vs Smollm3 RoPE layer count mismatch. Different model families and different bug types." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing ImportError vs LayoutLMv3 box-information error message clarity. No duplicate signal." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging dependency omission vs failure to load cjvt/sleng-bert. Different issues." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs FSDP_CPU_RAM_EFFICIENT_LOADING broken. Both involve advanced loading, but distinct mechanisms and models." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs Qwen3VL weight_only=True error. Different backend and failure mode." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in a specific model vs Perceiver non-default resolution failure. Separate model behaviors, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46202" + ], + "soft_pairs": [ + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:43906|issue:45381", + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:43756|issue:45325", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:43643|issue:45375", + "issue:45405|issue:45600", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43906|issue:46202", + "issue:41762|issue:44936", + "issue:44514|issue:45381" + ], + "prepared_review_unit_hash": "667db3c19375eec2524434462e643aecf3f81564776b50f3075753054ac4bd45", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "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 across different models/components. The only plausible duplicate pair is the SigLIP2 implementation mismatch vs. user-visible nonsensical outputs; everything else looks distinct and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; if we need one anchor, issue 43493 is the best root-cause-style report for the only likely duplicate pair (SigLIP2).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the clearest technical statement of the underlying bug, while 43994 reads more like a downstream symptom/reproduction on the same SigLIP2 path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated problems: XLNet CPU rope indexing vs flash-attention aux-state crash." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: Qwen3OmniMoe video processing vs Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different subsystems: Mistral3 weight tying vs StaticCache seq-length return type." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated image-label reduction bug vs sequence-classification loss degeneracy." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen/VL themes, but one is a reproduction of another issue and the other is a specific video position-id bug; not enough evidence of the same concrete defect." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 model correctness problem: HF/JAX discrepancy and broken/nonsensical outputs on the same model family." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state token counting and custom loss signature incompatibility are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different areas: init_empty_weights/_is_hf_initialized loading path vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different RoPE-related bugs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload defaulting and rope-validation list handling are separate issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken argument collision is unrelated to Mistral regex patching." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but one is a failing test and the other is a model-loading regression for a different model." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency issue is unrelated to tokenizer regex crash." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regression classes: save_pretrained key serialization vs incorrect token IDs from AutoTokenizer." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load failures: MobileLLM key error vs missing Float8 storage type." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but for different models and likely different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but the former is a generic trust_remote_code AutoConfig issue and the latter is a model-specific @strict field drop; not clearly the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Version-pin/release issue is unrelated to stale auto_mappings references." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation and strict config loading are different configuration bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training RuntimeError and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific bugs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are unrelated regressions." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "No clear shared underlying defect; one is a reproduction of an older issue, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate-after-train are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but batched chat-template padding crash is a different code path from wrong video vision_position_ids." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet is heterogeneous, and the soft-edge rejections are mostly conservative given the available titles. The only accepted pair, issue:43493 / issue:43994, is a reasonable likely duplicate on the same SigLIP2 path based on the titles alone. Minor caveat: the cluster summary says \"closed issues\" even though a few items are open, but that does not materially affect the verdict." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:43688|issue:43749", + "issue:45372|issue:46170", + "issue:43452|issue:43577", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:43819|issue:44811", + "issue:30064|issue:33666", + "issue:43452|issue:44843", + "issue:44936|issue:45823", + "issue:45542|issue:46178", + "issue:44484|issue:44704", + "issue:43295|issue:45356", + "issue:28282|issue:32090", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:28282|issue:33357", + "issue:44514|issue:45290", + "issue:44464|issue:44743", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:41720|issue:43906", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43531|issue:43742", + "issue:29159|issue:33357", + "issue:43688|issue:45440", + "issue:43688|issue:45701", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "413774f79871653359b4834ac934b7e853611d94b3f9b3e1aadc669efa9c5f7e", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37143, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct bugs across tokenization, loading, training, serialization, and backend detection. I would not merge any of the proposed soft edges as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella in the set, but the cluster is still too mixed to make it a safe duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best available anchor because it is broad, open, and about tokenizer/version regressions, but it still does not represent the unrelated training/loading/model-init failures in the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM loading are different bugs in different code paths." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency failures, but they involve different packages, platforms, and root causes." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading and Blip2 dtype propagation are unrelated failures." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a broader translation-model behavior report; not the same concrete bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent mismatch and Whisper batch_decode skip_special_tokens are unrelated code paths." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are different problems." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading and offline mistral-regex patch behavior are separate tokenizer/model-loading bugs." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate() after train and Gemma4 device-map mismatch are unrelated training/runtime issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "These are different backend-detection/import problems involving different dependencies." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size documentation/behavior and cached_file kwargs forwarding are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi-K2.5 codec handling are distinct tokenizer issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and NoneType broadcast errors are unrelated failures." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are different tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "These are different tokenizer-loading failures for different models." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import error and Mac bus error on CLIP are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but they hit different inputs and failure modes, so they are not clearly the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Qwen3 modular recurrent-state reset are different generation bugs." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import and output-embedding reinitialization after resize are different issues." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "A device-map cudaErrorAssert and a reproduction issue are not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but they affect different tokenizers and different mechanics." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in the mistral regex patch and tokenizer load failure for est-roberta have different root causes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM loading are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M key errors are different model-specific bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and MacOS bus error are not the same failure." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepSeekV3 MoE divergence are unrelated model bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "A specific auxiliary-loss bug and a broad tokenization-regression report do not match the same underlying issue." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig save/load token-ID loss are different persistence/tokenizer 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": 17, + "review_unit_index": 21, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:45491|issue:46002", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:41720|issue:44464", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:43577|issue:44554", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43720|issue:43927", + "issue:45823|issue:46050", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:43262|issue:43295", + "issue:44849|issue:46209", + "issue:43278|issue:43688", + "issue:43994|issue:46192", + "issue:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:44625|issue:46002", + "issue:43493|issue:43825", + "issue:28218|issue:33357" + ], + "prepared_review_unit_hash": "d9f3e1583510069040ed682b12a2b78559e6b25b19b19eb45e423a4ec2ebc44a", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a cohesive duplicate cluster: the issues span unrelated bugs across training, loading, config serialization, multimodal processors, attention kernels, and model-specific regressions. The soft-similarity pairs mostly share only broad keywords, not the same concrete code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43550 is the strongest standalone report here: it names a specific model, a concrete failure mode (torch.compile with SDPA), and a plausible single code path to fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on GPU and the other is classification-head NaNs after checkout/init; different symptoms and likely different causes." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is a Bamba torch.compile/SDPA failure; the other is a DiaConfig save/load field-loss bug. No shared code path." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but one is chunked generation with compiled forward and the other is Qwen3.5 flash-attention inference. Too broad to merge." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code-adjacent behavior, but one is missing fields in AutoConfig output and the other is a v5 API removal breaking remote-code models. Different fixes." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Completely different models and failures: SDPA/compile versus tokenizer AttributeError on tasks." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a video-input regression and the other is num_labels propagation into text config." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A CUDA assert in Qwen3 auto device mapping is unrelated to chunked generation output inconsistency under compiled forward." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Both are inference bugs, but one is flash-attention behavior in Qwen3.5 and the other is FP8 inference on B200; different paths." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "One is dtype drift in BLIP2 loading, the other is a flash_attention integration crash on s_aux=None; unrelated." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and TrainerState token-count tracking are separate training bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype mismatch and an MPS attention correctness issue are different subsystems and failure modes." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba compile/SDPA are unrelated model-specific bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy config-field loading for Beit is not the same as BitNet packed-weight handling during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained-load failure and OmDet processor/model size mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention training/multi-GPU, but one is a broadcast TypeError and the other is a Qwen2-VL multi-GPU training setup issue." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights and sinq quantization save/load breakage are both persistence bugs, but not the same concrete bug." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading key error and AutoImageProcessor-from-URL failure are different loading paths." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight unpacking and DiaConfig custom-token-ID loss are unrelated save/load bugs." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch during forward and sinq quantized model persistence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small and DiaConfig field loss after save/load are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF loading failures for AutoTokenizer/AutoModel and a specific model load failure are too different to merge." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and a processor.tokenizer/image-input regression are both processor issues but different code paths." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during evaluate and incorrect auxiliary-loss normalization are unrelated model-train bugs." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 bad outputs and return_tensors being ignored when text_kwargs is passed are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config padding-token attribute issues, but for different model configs and different missing-field names; not a single concrete bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature breakage are different training issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading/unpacking and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GPTNeoXConfig rotary_pct reload regression are both config-related, but not the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and classification-head NaNs are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline translation error-message issue are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and a MacOS bus error in CLIP loading are completely 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": 17, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:44849|issue:45357", + "issue:39692|issue:43493", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:43334|issue:43572", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43756|issue:45083", + "issue:43257|issue:43299", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:45229|issue:45823", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:44464|issue:45584", + "issue:43278|issue:43701", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44423|issue:44734" + ], + "prepared_review_unit_hash": "1a7faf2eb776ce19006563196a7bcfb8e73f4f804bf6c9603a4d8eeb6b27e605", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36912, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous cluster of mostly Transformers v5 regression reports across unrelated model families (Qwen, Gemma, SigLIP, tokenizer/config loading, serving, and CI). Based on the titles alone, none of the soft-edge pairs look like the same concrete bug or change.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the recurring \"v5 breaks model initialization/loading\" theme, but the cluster is too mixed to treat any single issue as a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best global representative because it most directly captures the common regression pattern seen across several nearby reports, even though the cluster is not a single bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different problems: one is a model-load failure for Phi-4 multimodal, the other is a dependency/version bump issue for PEFT." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is about output_hidden_states behavior and the other about save_pretrained writing wrong visual encoder keys; not the same bug path." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs/example errors are not the same as a model-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer special-token behavior, but one is about mdeberta add_special_tokens and the other is a Granite token-ID regression; too different to merge." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen3.5-family issues, but one is a video-input ValueError in Qwen3OmniMoe and the other is flash-attention generation quality; different concrete failures." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute-missing regressions, but they affect different configs and fields (pad_token_id vs pad_token_idx) with no evidence of one underlying bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "sleng-bert load failure and HF_HUB_OFFLINE/Mistral regex patch are unrelated code paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "One is a missing default for mm_token_type_ids, the other is a multi-GPU CUDA OOM; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a ZeRO-3 gradient increase issue are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and gradient explosion under DeepSpeed are different training bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and AutoModelForCausalLM not unwrapping text_config are distinct model-loading issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 example/documentation errors do not match the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer count mismatch and a helper-function length calculation issue in qwen3_omni_moe are not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is about accelerate/deepspeed weight conversion and the other is a broader Qwen3VL MoE load failure; insufficient evidence of one code-path bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5-related, but one is custom model initialization and the other is lm_head.weight serialization depending on device; not the same change." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import error and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are completely different issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and bark-small CPU offload device mismatch are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is CUDA OOM during inference and the other is a PLE device mismatch during forward; different bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig losing token IDs after save/load and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage-object lookup and flash_attn import KeyError are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and init_empty_weights receiving an unexpected argument are separate compatibility regressions." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription generation after align_special_tokens are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in eval and resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch and a stale GraniteSpeech CI test are not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 large-model TP OOM and a PEFT version bump issue do not share the same code path." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure and a dependency version bump are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and unexpected position-id keys are different serialization/loading issues." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve crashes with multimodal models and KV-cache continuation tensor indexing are both serving bugs, but the concrete failure modes are distinct." + } + ] + }, + "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": 17, + "review_unit_index": 23, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45406|issue:46121", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:44521|issue:45290", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:43493|issue:43701", + "issue:45381|issue:46209", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:39692|issue:46192" + ], + "prepared_review_unit_hash": "fb0168e1e8442db267d917e8de506a97b472f4317f0247e63831a13615ff8eb9", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36426, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly spans separate transformers bugs around tokenization/processor APIs, multimodal chat templating, generation, quantization, and model loading. None of the soft pairs look like true duplicates; the closest subtheme is apply_chat_template / multimodal tokenization.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44521 is the best cluster anchor because it is a clearly reproduced, user-facing multimodal chat-template/tokenization bug and is the closest semantic match to another soft candidate (45290), while the other items are more peripheral or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone representative of the cluster\u2019s recurring tokenizer/processor surface area, with direct impact, active discussion, and the broadest overlap to the nearby chat-template regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load corruption; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated failures: Flash Attention 2 tests vs MLFlow reporting after a failed training job." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different code paths: Gemma4Processor/_tokenizer regression vs rope-validation TypeError." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "AttributeError in flash_attention sinkless models is unrelated to quantized model save/load breakage." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: ZeRO-3 gradient growth vs a model loading failure for Phi-4-multimodal-instruct." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug and TrainerState token count tracking are different features." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer consistency issue vs trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Same general apply_chat_template area, but different failure modes: assistant masks vs crash on tool-call messages with no content." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation bug are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness vs PyTorch version gating for AuxRequest import are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation TypeError and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "JIT scripting/export limitation and zero-probabilities on SigLIP2 are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe vs Gemma4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is missing token-type defaults and the other is a device mismatch in forward." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems and symptoms: dtype mismatch in inference vs save_pretrained/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device loading breakage are separate runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to the Qwen3.5 output_hidden_states bug." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not share the same code path." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong video vision_position_ids in Qwen2.5-VL is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device placement mismatch and return_tensors precedence bug are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression/passing images to tokenizer and batched video shape errors are distinct multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "These are both processor/model mismatches, but they affect different models and different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in config and a model-loading regression for physical-intelligence/fast are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer regression are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config default regression and meta-device loading failures are different problems." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "flash_attention_utils import error and Qwen2_5_VL import error are separate import regressions." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/example errors and a generic return_tensors precedence bug are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:45200|issue:45325", + "issue:45520|issue:46178", + "issue:43295|issue:43873", + "issue:43550|issue:43844", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:41720|issue:46209", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:43526|issue:46192", + "issue:43975|issue:45520", + "issue:44442|issue:45198", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:45520|issue:46170", + "issue:43262|issue:43450", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "3df6e8d5b52176db8fbe94b0e645a12a82145efa868c4954d5a7cf2a6e1fc256", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36620, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous single-issue reports rather than a true duplicate set. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44521 is the most representative issue here: it has the strongest activity/attention and is the closest to the only nearby Qwen2.5-VL processor/chat-template candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best overall representative of the cluster because it is active, user-facing, and sits in the clearest adjacent area to one other item in the set (`apply_chat_template`/multimodal processor behavior).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs: Gemma 4 multimodal token-type IDs vs Qwen2.5-VL still-image rope/position scaling." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated import/backend failures in different code paths: `flash_attn` on Python 3.13 vs `tensorflow_text` backend mapping." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression around `processor.tokenizer`/image passing is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Different failure modes: `torch.compile` + SDPA on Bamba vs DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "One is a Perceiver resolution/interpolation bug; the other is a memory release/GC issue for RT-DETR." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is device-dependent serialization of `lm_head.weight`; the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (`pad_token_id` missing) but different models/config paths; not the same concrete bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different subsystems: Janus image-generation test failure vs stale paged-generate warning." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2.5-VL class is unrelated to DeepSeek detokenization regression." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware-related inference failures, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to the missing Qwen2.5-VL import." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both are label-processing issues, but one is `gather_for_metrics` dropping tuple labels and the other is `reduce_labels` returning only one label." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype regression in evaluation is not the same as MoE training memory inefficiency." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not enough to treat as the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different API bugs: `reduce_labels` truncation vs `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and `flash_attn` import error are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech-model failures: tokenizer loading vs save_pretrained/tokenization failure." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are Qwen2.5-VL `apply_chat_template` issues, but one is a batching/padding crash and the other is incorrect all-zero assistant masks; not the same concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to video processor batched-shape output." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to the GraniteSpeech CI test flake." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is about removed `pipeline()` references and the other about `return_all_scores`; different content." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output resolution mismatch and AMP/CUDA loss crash 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": 17, + "review_unit_index": 25, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192" + ], + "soft_pairs": [ + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:37428|issue:44351", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:43278|issue:43825", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:44448|issue:44779", + "issue:44360|issue:44561", + "issue:42490|issue:43854", + "issue:45920|issue:46192", + "issue:43606|issue:44857", + "issue:34689|issue:35141" + ], + "prepared_review_unit_hash": "48cf2da9cc5e96143b088fcb8becdaee0e06116e9e243412dd54a9c3cd249034", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38091, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues; the only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression. I would keep the earlier report as canonical.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the earlier report of the same Qwen3.5 MoE from_pretrained failure as 45478, with identical title and the same concrete regression.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best issue to keep as the canonical representative because it is the first report of the duplicated Qwen3.5 MoE loading bug and already captures the core failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different models and failures: DAC latent decoding/STE mismatch vs a Qwen3-Omni helper length computation issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is an import error for a flash-attention helper; the other is a broad Torch 2.10 compatibility issue." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated code paths." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to the Qwen3-Omni output-length helper bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss is not the same bug as D-FINE skipping auxiliary losses." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer NoneType broadcast error are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3 recurrent-state reset are separate model-specific regressions." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab merge collapse and category-count overflow are unrelated problems." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different breakages." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL vision position-id bug are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids handling and flash_attention sink-less s_aux handling are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are different model-loading issues." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in an audio feature extractor is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device-override test are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC STE mismatch and unexpected position-id keys are different symptoms and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluate and a pipeline translation-task warning are unrelated regressions." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "DebertaV2 Python 3.13 import parsing error and Qwen3-Omni helper behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug and BEiT legacy-field loading bug are not the same issue." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch offload/attention-adjacent logic, but they fail in different modules with different root causes." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and Qwen3-Omni feature-length helper are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc/example problems and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/model-processor mismatch and unexpected position-id keys are different issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same from_pretrained regression, and both describe the same loading failure." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech CI device-override failures are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug and GraniteSpeech CI failure do not share a concrete root cause." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and bfloat16 dtype mismatch in inference are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output change and DeepSeek tokenizer regression are different model-specific v5 regressions." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion and removal of is_torch_fx_available breakage are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regressions across many models and return_tensors being ignored with explicit text_kwargs are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP loss crash are different failure modes." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model-loading breakage and post_init reinitializing tied embeddings are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate pair is issue:45310 and issue:45478, which share the same title and the same Qwen3.5 MoE from_pretrained regression. The soft-edge verdicts are conservative and stay within the evidence provided, mostly rejecting pairs as unrelated without overclaiming. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43723", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46209" + ], + "soft_pairs": [ + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:44857|issue:45072", + "issue:43746|issue:46209", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:43723|issue:44554", + "issue:37428|issue:44987", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:44462|issue:44561", + "issue:43278|issue:43329", + "issue:42490|issue:43575", + "issue:10000|issue:15354", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:44568|issue:45491", + "issue:44857|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:45372|issue:45406", + "issue:43278|issue:43381", + "issue:45588|issue:45823" + ], + "prepared_review_unit_hash": "3501a7cbe037eb3adae7942ff13c9ceddf5677c85bb5ba052415ef00b46ff028", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36251, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly broad semantic matches rather than true duplicate bugs; I would reject all of them. The strongest standalone issue in the set looks like 43873 because it is open and has the most inbound discussion, while 45698 is the clearest self-contained bug report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the best canonical anchor here: it is open, has the highest discussion/inbound-reference signal in the set, and describes a broadly relevant user-facing bug that can absorb related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most clearly written standalone bug report with a concrete failure mode in from_pretrained/save_pretrained, so it is the best single issue for a reader to understand and act on quickly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Both mention incorrect model outputs, but one is siglip2 zero probabilities and the other is a position-id key warning; different symptoms and likely different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 and multi-GPU CUDA OOM for Gemma4 are unrelated bugs." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA crash in a loss module and bfloat16 dtype mismatches in inference are distinct issues." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT/local checkpoint loading for GraniteSpeech and FP8 inference failure on B200 are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Version-to-version output drift for Pegasus and a flash-attention generation failure for Qwen3.5 are not the same underlying bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and BeitImageProcessorFast label reduction are unrelated data-processing bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens has no overlap with Trainer broadcast TypeError." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch and an omni-moe feature-length helper bug are different code paths." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS bus error with a CLIP model do not describe the same failure." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and a helper-function logic bug in qwen3_omni_moe are different." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer v5 loading issue and MPS attention correctness on value/query head mismatch are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-attention utility import and a model load failure for physical-intelligence/fast are both import-related at a high level, but not the same concrete bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models and Deepseek tokenizer regression in v5 are distinct issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and multi-GPU CUDA OOM are different root causes and would not be merged into one fix." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is custom token IDs being lost and the other is the wrong custom module being loaded; separate bugs." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json being ignored and trust_remote_code breaking after a removed helper are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to undefined variables in the video token-count helper." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local path import warning and tensor-parallel OOM loading Qwen2-57B are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script generator-expression export failure are different historical bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "cudaErrorAssert with auto device mapping and multi-GPU OOM are separate inference failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation correctness and a stale warning for num_return_sequences are different problems." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import failure and flash_attention crash on s_aux=None are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion regression and Gemma3 NaN embeddings are different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention s_aux=None AttributeError are not the same code-path issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues in Gemma3n and flash_attention sink-less-model crash are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except bug in Fuyu tensor conversion are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "ReasoningEffort import failure for Gemma 4 processors and missing _tokenizer in Gemma4Processor are distinct load-time issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype changes and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None and Gemma4 PLE device mismatch under device_map=auto 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": 17, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:45459|issue:45712", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:33357|issue:39692", + "issue:29942|issue:30064", + "issue:29127|issue:34567", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:43278|issue:43575", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:44610|issue:45412" + ], + "prepared_review_unit_hash": "220f151e3a5ead8f5c97ba880bb847846d0202f4cfbe3ff74eab79b21290783c", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36409, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the issues span unrelated areas (tokenizers, training, quantization, vision processors, model loading, and CI). No single canonical issue or PR stands out, and all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different failures: Python version incompatibility vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: generation output drift vs inconsistent lm_head.weight serialization." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated tokenizer error masking vs leftover dummy class cleanup." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to Qwen3.5 recurrent-state reset behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Nested pipeline output shape change is unrelated to Trainer _gpu_broadcast_one NoneType crash." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality/runtime error is unrelated to stale generate() warning behavior." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to video-input regression in Qwen models." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to protobuf error masking in tokenizers." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory release problems." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to rope-parameter JSON list handling." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast crash is unrelated to Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to offloading-with-quantization behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with CLIP is unrelated to SigLIP2 doc example mistakes." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to quantized model saving." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference mismatch is unrelated to RT-DETR memory leaks." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is unrelated to AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to tp loading OOM for Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory reclamation." + } + ] + }, + "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": 17, + "review_unit_index": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43824|issue:44279", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:45440|issue:45593", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:45103|issue:45372", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:43334|issue:43531", + "issue:44442|issue:45072", + "issue:43575|issue:43701", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44977|issue:45245", + "issue:43575|issue:44387", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:33290|issue:34689", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "49e63cdcda54e50d7465058e56f34643575ab7606f127b38863fd9c07b392e7f", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35765, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a true duplicate cluster; they span many unrelated Transformers bugs across different models, loaders, processors, and runtime paths. All proposed soft edges are reject-worthy on the available evidence.", + "confidence": 0.77, + "canonical_issue_reason": "If a representative must be chosen, issue 44279 is the broadest/most umbrella-like title, but it is still too generic to be a strong canonical for this set.", + "canonical_pr_reason": null, + "best_issue_reason": "44279 is the least specific issue here, but the collection is too heterogeneous for any issue to be a reliable duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import failure vs generic dependency issue; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs CLIP MacOS bus error; unrelated symptoms and code paths." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures vs GenerationMixin import regression; different failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence vs D-FINE auxiliary-loss omission; unrelated model bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs Qwen3.5Moe CPU-offload incompatibility; different components." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 long-OCR index error; not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image processor label handling vs LayoutLMv2Tokenizer NER/padding crash; unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash vs mistral_common import error in Gemma processor loading; different root causes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity issue vs post_init reinitialization bug; not the same code path." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Config propagation bug vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id for Qwen3-VL text config vs sliding_window issue in Qwen3-MoE; different model families." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch during inference; different concrete problems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on model load vs checkpoint key mismatch; unrelated failures." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch; different issues." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path import warning vs gradient-checkpointing-in-eval restriction; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs category-count limit error; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is TP load OOM and the other is int4 memory growth; not the same concrete problem." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window padding; different bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Chat-template sample-rate default vs feature-extractor center-arg crash; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom-init regression vs patchtsmixer post_init policy issue; not a shared concrete fix." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset bug vs Whisper batch_decode skip_special_tokens behavior; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading regression vs flash_attention.py s_aux=None crash; different subsystems and failures." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision vs list_repo_files revision forwarding; unrelated API bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression vs ModelOutput key assignment bug; different code paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM vs Llama 3.2 vision model loading breakage; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure vs Perceiver non-default resolution failure; 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": 17, + "review_unit_index": 29, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:33290|issue:34567", + "issue:33290|issue:35141", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43381|issue:43873", + "issue:43232|issue:43388", + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:43761|issue:44188", + "issue:34689|issue:43611", + "issue:44479|issue:45290", + "issue:43720|issue:44442", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:34689|issue:36010", + "issue:33290|issue:36331", + "issue:43316|issue:45759", + "issue:42907|issue:45698", + "issue:45290|issue:46209", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43650|issue:46202", + "issue:44190|issue:44496", + "issue:44855|issue:45137" + ], + "prepared_review_unit_hash": "a38092142cb8957161dfccba6207c799108865976f3a1ec35a6c8f85cab5209a", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to describe the same underlying bug or change. The set is a grab bag of unrelated issues spanning loading, generation, training, quantization, and docs regressions, so there is no canonical duplicate to select.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different failure modes: optimizer memory blowup vs embedding reinitialization after resize." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access bug is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and zero-loss sequence-classification bug are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading/quantization are different issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus does not match metric gathering dropping tuple labels." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config API problems: Gemma3TextConfig discrepancy vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash path import warning is unrelated to Qwen recurrent-state reset with cache." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 model loading break and base_model_prefix loading regression are distinct." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to chat-template tool-call crashes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Physical-intelligence/fast load failure is unrelated to missing tensorflow_text backend mapping." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and FuyuBatchFeature exception handling are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy issue is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load is unrelated to a bad save_pretrained checkpoint for Qwen3.5." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to docs still mentioning pipeline()." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading failure and GenerationMixin import error are separate regressions." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed Adafactor OOM is unrelated to CustomTrainer.compute_loss receiving a new kwarg." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to composite Qwen multimodal from_config unwrapping." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Chat-template tool-call crash is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior does not match Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are different loading bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code returning missing fields is unrelated to GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The vague 'ADD THE DATA' issue is not the same as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading script issue is unrelated to unrecognized model config loading." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "PyTorch 3.13 decorator parsing/import error is unrelated to DeepSpeed ZeRO3 deque underflow." + } + ] + }, + "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": 17, + "review_unit_index": 30, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:25251|issue:28282", + "issue:43065|issue:44617", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43316|issue:44877", + "issue:43316|issue:43716", + "issue:42617|issue:43575", + "issue:43540|issue:44514", + "issue:44077|issue:44534", + "issue:44162|issue:44792", + "issue:16998|issue:22355", + "issue:44871|issue:45584", + "issue:43575|issue:43742", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:43295|issue:44871", + "issue:43673|issue:44743", + "issue:43761|issue:44479", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:43572|issue:46178", + "issue:32090|issue:35141" + ], + "prepared_review_unit_hash": "865123dcf87d23c2abc168a7458f99fbbec2be29425cfc2de3e5a58e0caf8204", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35721, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated transformer issues that only share broad subsystem or release-regression language; none look like true duplicates, so there is no strong canonical item.", + "confidence": 0.18, + "canonical_issue_reason": "No clear canonical duplicate exists; the set spans many different bug classes (pipelines, configs, model loading, training, multimodal/video, distributed, and checkpoints).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest umbrella-style regression report in the set, but it still does not subsume the others and should not be treated as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting bug vs missing PyTorch import are unrelated failure modes." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are different SAM3 problems." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to a checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config loading failure for granite_speech." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy and image preprocessor dtype mismatch are separate issues." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py startup failure and tp-related OOM are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-related, but one is a Qwen3OmniMoe video input validation error and the other is a Qwen2_5_VL batching crash." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffer junk initialization." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 training breakage and janus image-generation test failure do not share the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module import." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is not the same as Whisper empty transcription failure." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on large Qwen2 model loading is unrelated to a KeyError while loading MobileLLM-125M." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug is different from a FlashAttention failure in Ministral-3." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in tensor conversion is unrelated to Windows/ROCm torch.distributed import issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor regression and Gemma eos_token_id config mismatch are different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked_prefill is not the same as recurrent state reset in modular_qwen3_5.py." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline selecting image processors is different from a missing fpn_position_embeddings attribute in Sam3 video." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics label truncation is unrelated to auxiliary loss normalization in OLMoE/GPT OSS." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf loading breaks for tokenizer/model APIs, while the other is an unrecognized model config error." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic custom-model initialization breakage is not the same as GPTNeoX rotary_pct reload persistence." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is a different bug from missing mm_token_type_ids defaults." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tensorflow_text backend mapping errors." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "NoneType GPU broadcast failure and embedding reinitialization after resize are different training/model-init 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": 17, + "review_unit_index": 31, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:45987" + ], + "soft_pairs": [ + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:45563|issue:45584", + "issue:43525|issue:43531", + "issue:43761|issue:44242", + "issue:44792|issue:44977", + "issue:43931|issue:44060", + "issue:44479|issue:44734", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44464|issue:45563", + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:35141|issue:42490", + "issue:41720|issue:45245", + "issue:45803|issue:45987", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:44077|issue:44877", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:45127|issue:45357", + "issue:44737|issue:45803" + ], + "prepared_review_unit_hash": "bf7d97444aec167c24983f713d74e949ec1daa3b58a0249f09638cb4cd3f7706", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36387, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are largely heterogeneous and do not describe the same underlying bug or change. They span unrelated model-loading, multimodal preprocessing, generation, config, and docs/runtime regression issues, so none of the proposed duplicate links should be accepted.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the most active/open issue in the set and has the strongest cross-referencing signal, so it is the best representative if one must be chosen; however, the overall set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest global issue candidate by discussion and inbound references, but it should be treated as representative only, not as a merge target for the other unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT legacy-field preset loading vs custom-module resolution after save/load; different subsystems and failure modes." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM vs Whisper empty-transcription failure; unrelated code paths and symptoms." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve vs Gemma4Processor missing _tokenizer; distinct serve bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged-generate warning regression vs empty transcription after align_special_tokens; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs sliding_window handling in Qwen3-MoE; unrelated config issues." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression vs MoE load-balancing loss gating; separate model behaviors." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "janus image-generation test failure vs Qwen3.5 flash-attention generation bug; different failure surfaces." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape load mismatch vs incorrect tied-weights warning; not the same underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs serve KV-cache indexing crash; unrelated paths." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk regression vs GPTNeoX rotary_pct reload defaulting; different config/runtime problems." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Example script dataset loading failure vs Phi-4 multimodal model loading error; not duplicates." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure vs removed Sam3LiteText config references in auto_mappings; unrelated CI/test issues." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward vs stale num_return_sequences warning; different generation bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() vs SigLIP2 nonsensical runtime results; documentation and model behavior are separate." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error vs flash_attention s_aux=None crash; unrelated breakages." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-preprocessing bugs, but assistant_masks being zero and vision_position_ids being wrong are different code paths and fixes." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize reinitialization bug vs trailing-slash local-path warning; no shared underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs category-count limit error; distinct runtime failures." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors vs StaticCache length contract mismatch; unrelated utilities." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model size mismatch; different model-specific problems." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; unrelated defects." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs Python 3.13 import parsing error; different areas." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/regression symptoms, but non-persistent buffer junk and rotary_pct reload behavior are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init allowance vs strict config blocking granite_speech; related theme, but different concrete change and failure." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility issues, but one is version support failure and the other is a parser/indentation import error; not a duplicate." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug vs local dataset loading in a training script; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs serve KV-cache indexing crash; different subsystems." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab collapsing model vs incorrect visual encoder keys saved in Qwen3.5; separate save/merge issues." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange bug vs bare except swallowing errors; not the same code path or symptom." + } + ] + }, + "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": 17, + "review_unit_index": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44938", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:42175|issue:44279", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:43404|issue:45216", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:42907|issue:43441", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "20689046d7b1c35d566095ae2528820d5218de2f717cc8a13794be4c26d4ecf5", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36948, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: it mixes import/export regressions, model-specific configuration bugs, backend/dependency problems, and notebook/script failures. None of the soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41628 is the broadest, clearest representative of the small import-regression subset in this set, but the overall cluster is too diverse to have a strong true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the best global anchor by title clarity and breadth of symptom, though it still only represents one slice of the cluster rather than the whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but they involve different models, different files, and different failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is list_repo_files not forwarding revision. Related area, different bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config initialization is unrelated to a local-dataset loading failure in an example script." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-param JSON list handling are separate config-validation bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification output logic is unrelated to dataset loading in a different example script." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and missing TensorFlow backend wiring are different root causes." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding-resize behavior is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression is a different code path from Gemma4 token-embedding resizing." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default sub-config initialization and missing deepstack_visual_indexes are different config bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a model-module symbol and the other is a top-level AutoImageProcessor export." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limits and Whisper special-token alignment are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Generic content and fbank feature extraction are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing symbols from different modules; same symptom class, not the same defect." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Pip extra/backend dependency packaging and a vague dependency issue are not concrete duplicates." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to serve-time KV-cache continuation indexing." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup and a notebook syntax error are completely different issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access may be adjacent, but the reports describe different failures." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failure on new torch and a version-check bug for AuxRequest import are not the same concrete problem." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression affect different model behaviors." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and unrecognized-model config.json validation are different config-loader failures." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure and stale auto_mappings references to removed configs are different issues." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI device override and Phi-4 multimodal model loading are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both involve model loading, but they are different models with different failure contexts." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaks remote-code models; cache-path collisions are a different trust_remote_code bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support and loading a specific model with transformers>=5.1.0 are different problems." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior has nothing to do with stale auto_mappings references." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and FlashAttention failure in Ministral-3 are distinct code paths." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer regression and t5gemma embed_tokens resizing are separate model/API 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": 17, + "review_unit_index": 33, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42490", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45632", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209" + ], + "soft_pairs": [ + "issue:42490|issue:45632", + "issue:43526|issue:43901", + "issue:43441|issue:45588", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43335|issue:45593", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44075|issue:44368", + "issue:43299|issue:45216", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43976|issue:44279", + "issue:43650|issue:46209", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:44521|issue:45325", + "issue:43299|issue:45357", + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:39692|issue:43901", + "issue:43295|issue:44779" + ], + "prepared_review_unit_hash": "8e4efc9ba432e1338c1b9d1d3f64a23f07997d88b2b6cf470c37fdd10bda8290", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36383, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-issue reports spanning different model families, pipelines, and regressions; I found no strong duplicate/merge candidates among the soft pairs.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest representative regression report in the set, covering multiple import failures after an upgrade and plausibly subsuming narrower import-surface breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it has the clearest high-impact upgrade-regression framing and broad user reach.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash local-path import warning and trust_remote_code cache-path collision are different path-handling bugs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A processor output bug and a documentation mismatch about return_all_scores are not the same issue." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is model-specific Ministral-3 loading and the other is a generic sink-less s_aux=None crash." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config loading and PIL image processor torchvision dependency are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache lookup during chunked_prefill and ANSI color output in loading_report are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer construction with num_sparse_encoder_layers=0 is different from D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error and an AddedToken keyword conflict are separate bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are different import failures in different modules/symbols, not the same concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning in ms-swift are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One is a Qwen3VL model loading failure; the other is an incorrect save_pretrained checkpoint regression." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and D-FINE auxiliary-loss omission are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A pipeline docs mismatch and a model-import/config error are not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility breakage and a vague dependency issue do not point to one concrete bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/non-technical issue text and an FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "These are different Qwen-related loading problems with different failure modes and code paths." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding-resize propagation and Whisper empty-transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config issues, but they affect different model classes and different defaults/attributes." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are separate training semantics bugs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks and rope-index temporal scaling are different multimodal preprocessing bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "These are distinct save/load regressions for Qwen3.5 rather than one shared bug." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are unrelated issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure may be a symptom in the broader import-regression report, but it is not clearly the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakage are different failures." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue and an unreleased MIN_PEFT_VERSION bump are not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression and Granite tokenizer regression affect different model families and behaviors." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "These are both docs-related, but one is a SigLIP2 example error report and the other is a pipeline docs mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor.tokenizer/images regression and Deepseek tokenizer incorrect results 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": 17, + "review_unit_index": 34, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43262", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45081", + "issue:45276", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:43976|issue:45405", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43450|issue:44279", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:33290|issue:45656", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:43441|issue:44683", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:42175|issue:43976", + "issue:43262|issue:44521", + "issue:43901|issue:43994", + "issue:43673|issue:43761" + ], + "prepared_review_unit_hash": "50718ffb6bae847f8c2d1a390a43c4feae0a17f69f3c3d106cf9d0c606192ef1", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set looks heterogeneous rather than one true duplicate cluster; most soft pairs are only broad topical matches (often v5/tokenizer/load/save regressions) and should be rejected. If a single issue must anchor the cluster, the tokenizer-loading regression around AutoTokenizer is the closest fit.", + "confidence": 0.43, + "canonical_issue_reason": "issue:44462 is the best provisional anchor because it is a concrete v5 tokenizer-loading regression and is the closest match to the other tokenizer-related near-duplicates in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the most representative of the cluster\u2019s strongest theme (tokenizer loading/serialization regressions in v5), even though the overall cluster is not truly cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention failure and TensorFlow backend installation are unrelated bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both involve model loading, but they are different model-specific failures with different underlying code paths." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased PEFT minimum version are separate release/dependency issues." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "A placeholder issue and an AttentionInterface behavior change do not describe the same change or bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one ignores tokenizer.json while the other crashes in Mistral regex patching." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape handling and a generic dependency issue are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class serialization mismatch is different from AutoTokenizer ignoring tokenizer.json on load." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failure modes." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head serialization inconsistency and Gemma4 embedding resize behavior are distinct model bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on Ministral and OCR index error in Kosmos2.5 are unrelated model issues." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed auto-mappings entries and leftover dummy classes are separate cleanup/CI problems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading with offload are different quantization workflows." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM from Adafactor in DeepSpeed and optimizer.step being called twice are different DeepSpeed bugs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and Gemma-4 ZeRO3 from_pretrained are separate save/load issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor saving missing files and a data-filtering slowdown are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are different model bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps precision issue and torch.split return semantics are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention breakage for a specific model and compiled flex_attention failure are different attention-stack issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are different model/tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are not the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend after pip install and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Default audio sampling rate and multimodal assistant mask generation are different apply_chat_template bugs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and incorrect SigLIP2 model outputs are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing and CLIPVision hidden_states regression are different v5 regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43643", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:46132" + ], + "soft_pairs": [ + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:45561|issue:45563", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:43531|issue:45362", + "issue:41950|issue:44220", + "issue:43526|issue:45003", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44779|issue:45292", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:44242|issue:44857", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "185909242fa3092bcb1c4c9bf9da7f58c7b714394f2e28c277657cee525d59f3", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "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 (import/export failures, model-loading issues, pipeline/config bugs). The only pair that looks like the same underlying bug is the Qwen2.5-VL import/export failure family.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43824 is the clearest and most central representative of the Qwen2.5-VL import/export regression, with higher discussion and inbound references than the older sibling report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best standalone issue to anchor this cluster because it is specific, well-scoped, and most clearly describes a real duplicate-prone import failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-time failures, but they involve different missing backends/variables and different packages; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import failure vs Python version compatibility; unrelated problems." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video shape bug vs CUDA OOM; different failure modes and code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs ZeRO3 from_pretrained loading failure; not the same issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on one model config vs a different model loading failure; too model-specific to be duplicates." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs import slowdown; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config fields, but one is a specific missing attribute and the other is a trust_remote_code config hydration problem; not clearly the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence vs ANSI codes in a loading report; unrelated subsystems." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs Python 3.9/3.10 compatibility; different root causes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-object lookup failure vs chat-model crash; no concrete shared code path." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal formatting bug vs docstring issue; not duplicates." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL MoE loading; too different to merge as one PR." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race vs a stale generate warning; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access bug vs ZeRO3 from_pretrained failure; different issue." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown vs unrecognized model/config error; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:44871", + "accept": false, + "reason": "Router-logits load-balancing loss bug vs Gemma eos_token_id config inconsistency; different model behaviors." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE vs chat crash in Qwen3.5-35B; too broad and not the same concrete failure." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup vs fbank feature extraction; different pipelines." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs unsafe sys.modules access in modeling_utils; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading bug vs AttentionInterface.register behavior change; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5-VL import error vs huggingface_hub offline-mode import error; both are imports, but different modules and failures." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different namespaces; not the same regression." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance issue vs eos_token_id inconsistency; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI terminal formatting bug vs GLM-5 RoPE discussion; not the same underlying problem." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug vs xdist file race; different subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "chunked_prefill cache issue vs trust_remote_code breakage after utility removal; different concrete failures." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression vs embedding resize mismatch; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure vs DeepSpeed/BertModel index error; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "position_ids buffer issue vs performance regression after version upgrade; different symptoms and likely code paths." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing auxiliary loss vs AMP/CUDA crash; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model not supporting Flash Attention 2 vs a general Flash Attention 2 topic; 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": 17, + "review_unit_index": 36, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45292|issue:45701", + "issue:43257|issue:45137", + "issue:45375|issue:45759", + "issue:45987|issue:46082", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:44995|issue:45200", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44483|issue:46202", + "issue:44060|issue:44077", + "issue:44188|issue:46202", + "issue:44995|issue:45588", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:44368|issue:45563", + "issue:43931|issue:44368" + ], + "prepared_review_unit_hash": "bcb8fc576507416b12cfe43829c63919cdc67ef9f0a374fe762f3b0e9032e7b0", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated issues across tokenizers, multimodal configs, generation, logging, and CI; there is no single underlying bug/change tying them together.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items cover many distinct subsystems and failure modes (tokenizer caching, model config loading, generation internals, multimodal/video handling, memory leaks, docs/CI), so they are not duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative because the cluster is heterogeneous rather than a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage vs Gemma 4 mm_token_type_ids defaulting; different models and failure mechanisms." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils; unrelated subsystems." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading error vs sys.modules access bug; different code paths and symptoms." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not released vs MaskGenerationPipeline dropping final partial batch; unrelated behavior." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech vs missing deepstack_visual_indexes in Qwen config; different model families/config fields." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings output embedding sync issue vs Whisper empty transcription after align_special_tokens; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default vs slow import of transformers; unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize propagation vs tokenization differing by transformers version; distinct problems." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed vs ZeRO3 deque pop error; different failure points." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig vs AutoModelForCausalLM.from_config unwrapping composite multimodal configs; related area but not same concrete bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq length contract issue vs LlamaConfig head_dim validation; unrelated APIs." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs ANSI codes in loading_report; no overlap in bug or fix." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure on a specific repo/version vs tokenizer errors hidden by protobuf exception handling; different root causes." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video input regression in Qwen variants vs Windows/ROCm torch.distributed import issue; different environments and code paths." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass vs Gemma 4 token type ids default; unrelated model internals." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model type mismatch warning for sam3_video/sam3_tracker; not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput vs Qwen3OmniMoe video ValueError; separate model families and failures." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "v5 tied-weight serialization inconsistency vs t5gemma resize_token_embeddings not affecting decoder.embed_tokens; different layers and symptoms." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained bug vs optimizer step called twice with deepspeed; unrelated training/loading issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "HF_HUB_OFFLINE tokenizer cache load issue vs Gemma4 multi-GPU CUDA OOM; completely different problems." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions request rejection vs Gemma pipeline roundtrip failure on special character; not the same underlying bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next vs patchtsmixer post_init allowance; unrelated model/config issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline token roundtrip failure; no common code path." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache on second forward pass vs flash_attention crash on s_aux=None; different bug surfaces." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs stale Sam3LiteText references in auto_mappings; one is runtime, the other CI/import metadata." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs ESM2 breakage; different tokenizer/model areas." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning vs flash-attention generation failure; not the same issue." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "granite_speech config strictness vs Windows ROCm torch.distributed import/type error; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie-word-embeddings warning vs stale num_return_sequences warning in paged generate; different warnings and code paths." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; distinct loading vs config warning 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": 17, + "review_unit_index": 37, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44530", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45459", + "issue:45478", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43673|issue:44734", + "issue:44530|issue:46170", + "issue:43065|issue:46123", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44869|issue:45356", + "issue:43646|issue:44162", + "issue:43232|issue:43673", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:44871|issue:46132", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:46077|issue:46123", + "issue:45406|issue:46202", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:41628|issue:44351" + ], + "prepared_review_unit_hash": "d080db09b54f121d0600490426d03eb76ac6a0a720da37f8ea7a1d28551094fb", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous issue reports. A few are loosely related Transformers v5 loading/custom-model regressions, but none of the soft pairs are close enough to be treated as the same underlying bug or change, so I reject all soft edges. No pull requests are present. The broadest issue is the generic v5 custom-model initialization regression report.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the best umbrella candidate because it describes a broad Transformers 5.0 custom-model initialization regression that can plausibly encompass several narrower loading/meta-init failures in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most generally applicable user-facing regression report among the issues here; the others are mostly model-specific or unrelated subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache behavior, but they describe different concrete failures and code paths." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttention/Qwen3.5 cache failure is unrelated to a Windows ROCm import/dependency problem." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and mask pipeline batch handling are unrelated bugs." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing import/export, the other is tokenizer error handling when protobuf is absent; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained regressions, but one concerns tokenizer config content while the other concerns processor file output." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a post-upgrade performance slowdown are different issues." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer/codec problems, but they affect different models and failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "General custom-model init regression and ESM2 breakage are too different to merge as one bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but one is sync_gpus kwargs handling and the other is chunked_prefill cache state." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save output files and optimizer stepping under deepspeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Training slowdown after upgrade and duplicate optimizer stepping are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data filtering slowdown are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache regression and docs still referencing pipeline() are not the same underlying change." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The generic bug report has no evidence tying it to gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and GGUF loading are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Sam3 vision encoder output missing field and Qwen2.5-VL video position ids are different model bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing attribute on Sam3 output and missing fields from trust_remote_code config are not the same defect." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing import error and sentence-transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained file omission are different issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and MaskGenerationPipeline final-batch handling are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols/modules and different failure mechanisms." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Sam3VisionEncoderOutput and add-new-model-like TOKENIZER_MAPPING_NAMES are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a missing strict field and the other is a from_pretrained regression; not enough to treat as the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch tokenizer crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE regressions, but one is a generic loading error and the other is a specific vision-config field drop." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallelism output correctness are different problems." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import issues affecting different symbols; not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812" + ], + "soft_pairs": [ + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:44945|issue:45753", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:43673|issue:44188", + "issue:44038|issue:45310", + "issue:42175|issue:45712", + "issue:43526|issue:45561", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:42222|issue:45200", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356" + ], + "prepared_review_unit_hash": "1099455bee87f0e63b283dca567f174fa7ffd646704ba91baa63ff9370639d9f", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37221, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions (tokenizers, imports, model loading, FP8, generation, multimodal, etc.). Only the Qwen3ForCausalLM VRAM-leak reports look like a true duplicate pair; the rest are too different in code path or symptom to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42673 is the earlier, fuller report of the same Qwen3ForCausalLM multi-dataloader VRAM leak; issue:43704 is a duplicate with the same title/symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest canonical issue candidate in this set because it has the clearest one-to-one duplicate match and the richer original bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both are generation/runtime bugs, but they hit different mechanisms: sync_gpus kwargs update vs torch.compile attention-kernel branching." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same Qwen3ForCausalLM VRAM leak symptom, and the later report is clearly the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "One is a Phi-4 multimodal load failure; the other is a DeepSpeed ZeRO3 deque IndexError. Different bugs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output corruption and Qwen3_5 image infinite loop are different model/workflow failures." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different fixes; not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and missing Qwen2.5-VL class import are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy drift and FP8 save_pretrained/moe serialization are different concrete issues." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "MoE save_pretrained failure vs Qwen3.5-MoE from_pretrained load error are not the same code path." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/cache update bug and a janus test failure do not describe the same defect." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked-prefill GenerationMixin cache issue and torch.compile attention divergence are separate generation bugs." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3-MoE, but one is a broader v5.0 compatibility issue and the other is a specific v5.4.0 from_pretrained regression." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging and leftover dummy classes in dir(transformers) are unrelated maintenance issues." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Beit label reduction bug and pytest-xdist file-race are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and captured_info.txt race are different problems." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field pretrained loading failure and xdist file race are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging dependency mismatch and a missing image_utils import are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Padding-mask mismatch in MIMI encoder vs missing load-balancing loss when router logits are off are distinct bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup-space behavior change and missing BOS/EOS insertion are different tokenizer regressions." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose model loading and Gemma 4 mm_token_type_ids defaulting are unrelated model/config issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and nonexistent import from image_utils are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype drift between train/eval and a ZeRO3 deque IndexError are different failures." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default multimodal config initialization and Whisper word-timestamp decode crash are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default config construction and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files and Qwen3.5-MoE from_pretrained loading error are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on training failure and Adafactor OOM in DeepSpeed are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is wrong token IDs for Granite; different underlying issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL class import are unrelated import failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve and auto_docstring AttributeError under future annotations are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading regression and add_special_tokens BOS/EOS regression are different tokenizer bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models/symptoms; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Clean-up-space change and Kimi-K2.5 codec/regex regression are unrelated tokenizer issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:42673 vs issue:43704, is strongly supported by identical titles and matching symptom. The remaining verdicts are appropriately cautious and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43874", + "issue:44060", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209" + ], + "soft_pairs": [ + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44190|issue:46082", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:43122|issue:46209", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:28282|issue:30333", + "issue:45245|issue:46132", + "issue:30333|issue:35141", + "issue:45071|issue:46082", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44222|issue:44484", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44483|issue:45406", + "issue:44514|issue:45103", + "issue:44263|issue:44360" + ], + "prepared_review_unit_hash": "c01abc47d7ff4f427c61f70e9fcbcee59cf06a36e584dd8e4deaa521d56bfefd", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37624, + "estimated_input_tokens": 9406, + "estimated_eval_tokens": 19068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports that only share superficial keyword overlap (imports, v5 regressions, save/load, multimodal, FP8, trainers). None of the soft pairs looks like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here: the items span many distinct bugs and regressions rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the set is heterogeneous and the apparent matches are only lexical, not the same code-path failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different failures: missing image patch method in GLM46V vs meta-init incompatibility in old InternVL2 checkpoints." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen MoE, but one is a tied-weights warning bug and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump mismatch and leftover dummy classes are unrelated packaging/check-repo issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenization-space cleanup behavior and Pegasus output differences are separate tokenizer/model-output regressions." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer reading error is unrelated to the deepspeed optimizer-step duplication bug." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences do not match an AttentionInterface registration behavior change." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "An image_utils import problem is not the same as stale dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE models is unrelated to tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata corruption and duplicated optimizer steps are unrelated bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4Multimodal config defaults and non-persistent buffer junk initialization are different initialization paths." + }, + { + "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:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained and processor.save_pretrained missing files are different save-path issues." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor save_pretrained missing files are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow job-state reporting and CustomTrainer compute_loss signature mismatch are separate trainer issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are distinct import errors." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch import requirement failure is unrelated to MLFlow reporting behavior." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and AttentionInterface registration behavior are unrelated APIs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed training job reporting and embedding resize reinitialization are unrelated trainer/model-init bugs." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "AutoImageProcessor import failure and is_offline_mode import failure are different missing-symbol issues." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to the auto-docstring AttributeError with future annotations." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained error are different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation problems are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is not the same as Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values in a GLM MoE indexer are unrelated to old InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim rejection." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug and max_shard_size default question are not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error does not match missing processor save_pretrained files." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and a GLM-5 RoPE implementation discussion are not duplicate bugs." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions endpoint acceptance failure is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched apply_chat_template crash is unrelated to the auto-docstring future-annotations AttributeError." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/GLM, but one is a torch.split return-value bug and the other is a discussion about a missing ReLU; not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44373", + "issue:44442", + "issue:44521", + "issue:44568", + "issue:44671", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132" + ], + "soft_pairs": [ + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:44261|issue:45092", + "issue:43723|issue:44991", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:43232|issue:45593", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:44671|issue:46132", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:30990|issue:33357" + ], + "prepared_review_unit_hash": "4aaa9316b424e5e6c526ff7f468f1361eac9a8a9d301fc14f6e54af5bf933265", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35096, + "estimated_input_tokens": 8774, + "estimated_eval_tokens": 17804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate edges are mostly broad topical similarities rather than true duplicates. They span unrelated tokenizer, import, quantization, configuration, and model-specific regressions, so I would reject all soft pairs as the same underlying bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43723 is the broadest representative of the cluster\u2019s recurring v5 tokenizer-loading regressions; several other items are narrower or model-specific variants, but none are clear duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best overall issue representative because it captures the central failure mode repeated across multiple nearby reports: tokenizer loading breakage in Transformers v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal save/load regressions, but they affect different model families and different failure modes; not the same concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both involve tokenizer/model loading in v5, but one is a generic AutoTokenizer loading failure and the other is an eos_token_id configuration inconsistency." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Completely different symptoms and model areas: sentence-transformers loading hang vs zero probabilities in a SigLIP model." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model persistence, but they target different quantization flows and different save/load failure paths." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated bugs: MLA layernorm precision/config issue vs remote-code meta-initialization incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading reports, but they concern different models and likely different tokenizer registration/mapping causes." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different problems: flash_attention_3 training degeneration vs NaNs during classification-head init/checkout." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both are AutoTokenizer loading failures, but for different tokenizers and likely different missing-registration issues." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config serialization bugs in different model families; not the same code path." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing exports and different classes; too broad to merge." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different issues: FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A torch.split behavior report and a docstring issue are not the same underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model/regression reports with no shared concrete failure mode." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior bugs, but one is offset_mapping and the other is add_special_tokens/BOS-EOS handling; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad collection of import errors, not the same single bug as the specific is_offline_mode import failure." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated generation-state bug vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different persistence/loading failures: offline tokenizer cache loading vs quantized model save failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache offline loading and wrong tokenizer decoder type are distinct failures." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No shared concrete bug: missing module import vs tokenizer adding an extra space." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy regression in FP8 training is unrelated to an infinite-loop multimodal inference bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific implementation bugs: RoPE-layer dropping vs incorrect tied-weights warning behavior." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both are loading-path issues, but one is tokenizer mapping fallback and the other is AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Masked LM prediction regression and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A CLI/env command breakage and an import NameError in sentence-transformers are different issues." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different initialization regressions; no evidence they stem from the same underlying change." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different areas: tokenization drift across versions vs multimodal assistant_mask computation." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value report are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and systems: loading hang vs macOS bus error on a CLIP model." + } + ] + }, + "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": 17, + "review_unit_index": 41, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43824", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45446", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:44188|issue:44373", + "issue:42907|issue:44945", + "issue:41628|issue:45278", + "issue:43232|issue:44743", + "issue:43784|issue:45600", + "issue:44261|issue:44373", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:43122|issue:44514", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:43122|issue:43906", + "issue:45216|issue:45478", + "issue:43784|issue:45446", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "4041b766c39146bfa13c1ed876411b810ce551139676803211307530ec2d3514", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36912, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer issues with only superficial lexical similarity. I found no soft pair that clearly refers to the same underlying bug or change, so all candidate links are rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading a registered buffer; the other is about tokenizer_class metadata on save. Different failure modes and code paths." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs plumbing to cached_file is unrelated to apply_chat_template crashing on tool-call messages." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention divergence and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and wrong pipeline-parallel outputs are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import errors, but they concern different symbols and likely different regressions." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation-related, but one is sync_gpus kwargs handling and the other is cache-state reset logic." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and auto_mappings references to removed configs are not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision bug in MLA layernorm config is unrelated to a docstring issue for position_ids." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer and failure to load cjvt/sleng-bert are separate tokenizer problems." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline parallel output correctness are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General tokenizer regression across versions and a batched apply_chat_template crash are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Wrong model-class warning and a missing attribute on the SAM3 vision encoder output are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save_pretrained failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping errors and zero assistant masks in multimodal apply_chat_template are distinct tokenizer/template issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label example output and mm_token_type_ids defaults in Gemma 4 affect different features." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexer is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading and tokenizer_class mismatch on save are different problems." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model loading for Qwen3-VL-Moe does not match a position_ids buffer access error." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing after added token and Sentence Transformers hanging on load are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breakage in from_pretrained are different loading/saving paths." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bugs and empty multi-label example outputs are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are different missing-export/import errors." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for MoE are not the same concrete bug." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "A version-to-version tokenization regression is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and save/load regressions, but one is about save_pretrained checkpoints and the other about from_pretrained loading; too different to merge." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "A missing nn import in sentence-transformers is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate import regressions." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "An absent transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to incorrect outputs under pipeline parallelism." + } + ] + }, + "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": 17, + "review_unit_index": 42, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:42673|issue:45072", + "issue:43493|issue:45753", + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:22355|issue:29127", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43064|issue:43673", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:44380|issue:46077", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:43937|issue:44977" + ], + "prepared_review_unit_hash": "8344b9a73ae8b746df9dc4f88fed3006f03efd0956eb2f8f13237cc0fa8a8e99", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36033, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues that only share broad themes like v5 regressions, tokenizers, or multimodal models. The soft-edge candidates are superficially similar but do not describe the same concrete bug/change, so none should be merged. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest user-facing regression report in the set (many import errors after upgrading from 4.57.0 to 5.5.0), so it's the most representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency mismatch vs a Python 3.14 import/load failure; different failure modes and code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threading vs dtype mismatches in inference; unrelated models and bugs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs Qwen3.5 image-triggered infinite loop; both multimodal, but not the same defect." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type regression vs Deepseek tokenizer output regression; same broad area, but distinct underlying problems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights during load vs AutoProcessor kwargs forwarding; different components and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import symbol vs broad upgrade-caused import failures; the latter is an umbrella report, not the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure vs a LayoutLMv3 error-message clarity issue; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression vs NaNs in classification heads; different code paths and outcomes." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure vs GLM-5 RoPE implementation discussion; related model family, but not the same change or bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage vs Ministral-3 FlashAttention failure; separate models and distinct failure mechanisms." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility break vs PyTorch version check in flex_attention; both version-related, but not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label behavior vs SigLIP2 implementation discrepancy; unrelated functionality." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API messaging vs missing image-patch helper in GLM46V; completely different subsystems." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arguments ignored vs train/evaluate interaction failure; different training bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained saves wrong visual encoder keys vs from_pretrained error for Qwen3.5 Moe; same family, but different concrete paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe breakage vs Qwen3.5 Moe load error; too different in model/version and symptom." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs missing GenerationMixin cache during chunked prefill; unrelated training vs generation bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example output bug vs pipeline() translation-support messaging; different user flows and defects." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni-MoE feature-length helper behavior vs flex_attention version gating; unrelated code paths." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs Gemma4 bidirectional mask construction; both attention-related but not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; different generation-layer issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs flash_attention AttributeError on s_aux=None; unrelated components." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression vs Qwen3 offset_mapping bug; the latter is much more specific." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 offset mapping bug vs Deepseek tokenizer regression; same broad area, different model-specific issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() vs PyTorch version check in flex_attention; docs cleanup is not the same as a runtime version bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak report vs isolated reproduction of another issue; not enough evidence they are the same underlying bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights TypeError vs PretrainedConfig type-checking regression; both v5 load-time issues, but different failure points and causes." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs missing-torchvision crash when loading video model; distinct defects." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; 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": 17, + "review_unit_index": 43, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46002", + "issue:46178" + ], + "soft_pairs": [ + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:42222|issue:46178", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:42617|issue:45341", + "issue:44829|issue:45216", + "issue:42673|issue:43582", + "issue:39401|issue:43421", + "issue:42490|issue:42673", + "issue:43408|issue:43742", + "issue:42371|issue:44261", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:42175|issue:42222", + "issue:44075|issue:45656", + "issue:44410|issue:45478", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:43097|issue:44493", + "issue:41628|issue:45071" + ], + "prepared_review_unit_hash": "19149ae030576a3d84ed43d3e25e9c918c46fa463e232a17140962f27e8c9433", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36142, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated closed issues (imports, tokenizers, model loading, optimizer behavior, backend/version checks). Only one soft edge looks like a plausible duplicate: a specific import failure fitting under a broader post-upgrade import-regression report.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the best umbrella representative because it explicitly describes the broader import-regression pattern after upgrading from 4.57.0 to 5.5.0.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most central and reusable summary of the cluster\u2019s closest shared theme: broad import errors after a version upgrade.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: tied-weight serialization vs NaNs in classification heads." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Separate dependency/version issues with different affected code paths." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is mapping-name handling and the other is a Mistral regex/backend attribute crash." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "The second is a specific xdist race in testing_utils; the first is too vague to treat as the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a tensorflow_text backend-mapping error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model families and different failures." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated issues: a script runtime failure vs a testing_utils bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Training degeneration with flash_attention_3 is not the same as a save_pretrained regression." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Both mention memory-ish symptoms, but one is a VRAM leak and the other is an Apple Silicon TypeError." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset-mapping bug and runtime special-token post-processor update are different tokenizer issues." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning is unrelated to a Qwen3 VRAM leak." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning and MobileLLM key error are different loading problems." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning and missing rms_norm_eps are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": true, + "reason": "45278 is a broad umbrella for post-upgrade import errors, and 44933 reads like one specific missing import under that same regression." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/path vs feature-function failure; not the same underlying bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Different API/model-loading failures." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation and unrecognized-model config errors are distinct." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they describe different concrete symptoms and code paths." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to missing TensorFlow in a backend install." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a Qwen3.5 streaming failure." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior control and FineGrainedFP8 accuracy issues are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend-install packaging issue and VitPose model breakage are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: SGD args ignored vs double optimizer step under deepspeed." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model variants and different failure modes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time warning about bfloat16 precision is not the same as Blip2 dtype fields remaining float32 on load." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill bug is unrelated to a testing_utils issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of a config field and unexpected position-id keys are different issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The cluster does look heterogeneous, and the one accepted soft edge (44933 \u2194 45278) is a plausible umbrella-duplicate relationship based on the issue titles. The other pair verdicts are cautious and supported by the visible symptoms in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46123", + "issue:46172" + ], + "soft_pairs": [ + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:44484|issue:45478", + "issue:43931|issue:44410", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:43673|issue:46123", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:45440|issue:46172", + "issue:44261|issue:44485", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "c848b961e48e457497a59c0eddde0976c45db59e8c078cec8e0c03ac6cab2cda", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38785, + "estimated_input_tokens": 9697, + "estimated_eval_tokens": 19650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster; it mixes unrelated Transformers regressions, import/export breakages, model-family-specific bugs, and warning/typing issues. I would not merge any of the soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43986 is the most self-contained, user-facing regression in the set and the clearest anchor for a loading-path bug, but the surrounding items are too heterogeneous to treat this as a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43986 is the best representative only in the sense that it is concrete and actionable; it is still not a good umbrella for the rest of the set because most neighbors are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different failures in different GLM-related paths: image-patch counting vs RMS norm precision config." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Same broad GLM area, but distinct bugs: DSA indexer split behavior vs RoPE implementation." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated regressions: PretrainedConfig type-checking vs TensorFlow backend detection when only tensorboard is installed." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and code paths; DSA indexer split handling is unrelated to DeepSeek transpose logic." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Distinct model/code-path bugs: missing ReLU in DSA indexer vs DeepSeek tensor conversion/transpose." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both are warnings, but they come from different models and different mechanisms." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a loading failure and the other is degenerate training; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model problems with different symptoms and affected layers; not one concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to a v5 PretrainedConfig type-checking regression." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen-related loading issues, but they affect different models and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling during chunked prefill is unrelated to MaskGenerationPipeline batch-finalization behavior." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Configuration removal warning vs gguf_file/from_pretrained loading breakage; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug is unrelated to a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crashing without torchvision is not the same issue as the testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is a different loading bug than the physical-intelligence/fast regression." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM subcomponents and different failure signatures." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type warning for sam3 is unrelated to a tie_word_embeddings warning in a Qwen fine-tuning setup." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Optional-dependency crash in AutoProcessor is unrelated to a save_pretrained shard-size question." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash is unrelated to the mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek implementation divergence is a different problem from the comb.to(dtype).transpose(-1, -2) bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps precision issue is unrelated to the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules and are not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Tie-embeddings removal and quantized save/load corruption are unrelated regressions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed config flag warning and flash_attention s_aux=None crash are different code-path issues." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken constructor argument collision is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next is unrelated to a missing deepstack_visual_indexes config field." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: layer_type_validation vs HybridCache, with no shared code path." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family regressions, but they affect different models and different architectural components." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Ignoring local_files_only is unrelated to a missing embed_tokens.weight during UMT5Encoder loading." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config/removal behavior is unrelated to quantization offloading not working as expected." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "kwargs propagation to cached_file is unrelated to the docstring annotation crash." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor without torchvision and TOKENIZER_MAPPING_NAMES returning None are separate loading problems." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export and missing torchvision in AutoProcessor are different 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": 17, + "review_unit_index": 45, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45290", + "issue:45478", + "issue:45479", + "issue:45698", + "issue:45753", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46209" + ], + "soft_pairs": [ + "issue:44938|issue:46178", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:43352|issue:43976", + "issue:44380|issue:46132", + "issue:43792|issue:46123", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44222|issue:45478", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:42490|issue:43012", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43066|issue:46209", + "issue:43299|issue:43867", + "issue:36683|issue:43475" + ], + "prepared_review_unit_hash": "058e0df70daac2a2ba0e06e81280cf75cb8f49d484fbcd355ede9089ebf02348", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36948, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the paired items share broad Transformers themes (loading, attention, FP8, chat templates, etc.) but not the same concrete defect. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different failures: Python 3.14 import/load issue vs invalid backend mapping for tensorflow_text." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba SDPA/torch.compile failure are unrelated code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed token weight on load is not the same as save_pretrained shard-size behavior." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task warning text and saving Pipeline objects are distinct bugs." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "BF16 compile warning is unrelated to Bamba SDPA compile failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning and Qwen3.5 LoRA warning come from different mechanisms." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure is not the same as generic Pipeline save_pretrained support." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save/dequantization bug is unrelated to Qwen3.5 image-specific infinite loop." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support error for Nemotron is different from GPT2 attention scaling being ignored." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 tensor transpose issue are unrelated models and bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support error is unrelated to Python version compatibility." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling regression and AttentionInterface.register behavior change are separate issues." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper runtime failure and MaskGenerationPipeline partial-batch dropping are different pipelines and symptoms." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug is unrelated to zero-loss classification behavior." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption is not the same as attention scaling being ignored." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions API acceptance and Qwen2.5-VL chat-template crash are separate request-handling bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs do not match BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8, but one is save_pretrained and the other from_pretrained loading; not the same concrete bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "BF16 warning is unrelated to compiled flex_attention failure on torch>=2.9." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import and missing Qwen2.5-VL symbol are different import regressions." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIPOutput attentions assignment and CLIPVisionModel hidden_states regression are different CLIP bugs." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model warning and bf16 compile warning are unrelated." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module after save/load and deepseek-v4 tensor transpose are different serialization vs model-shape issues." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions regression and GPT2 attention scaling regression affect different models and code paths." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils import and local_files_only network requests are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and fp8 inference support issue are different failures." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Generic /v1/chat/completions compatibility issue and assistant tool-call templating crash are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and GLM-5 RoPE implementation discussion are related only by topic, not by defect." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type bug in v5 and FP8 inference failure on B200 are different subsystems." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and sorted-state_dict load error are different load-path failures." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size AttributeError and SAM3 vision encoder missing fpn_position_embeddings are unrelated model classes." + } + ] + }, + "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": 17, + "review_unit_index": 46, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202" + ], + "soft_pairs": [ + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43299|issue:45753", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43867|issue:45357", + "issue:42490|issue:44075", + "issue:43992|issue:45478", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:36296|issue:43575" + ], + "prepared_review_unit_hash": "c1f1c46e5772532056efcccff6ee6e44ddd86d2edb6e1408b3277bb24c490b33", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, with only a few clear duplicate/near-duplicate issue pairs. The strongest matches are the Qwen3.5 Moe from_pretrained reports, the import-time slowdown reports, and the Qwen3.5 visual-config/save_pretrained serialization reports.", + "confidence": 0.71, + "canonical_issue_reason": "No single cluster-wide canonical issue fits this mixed set; the best umbrella issue is 44246 for the import-time slowdown subcluster, while 45310/45478 is the clearest exact-duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44246 is the best global issue anchor because it is a broad, user-visible regression with a plausible duplicate in 41669 and reads like the top-level symptom for that subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: token embedding resize propagation vs bidirectional attention mask construction." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both are save-related, but one is quantized model saving and the other is pipeline save_pretrained behavior/docs; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to pipeline object serialization failure." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different upstream modules." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL model loading failure and Qwen3_5 infinite loop are different code-path problems." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated subsystems: patchtsmixer post_init validation vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config attribute in Gemma3 is unrelated to patchtsmixer post_init constraints." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation bug is unrelated to Gemma4 bidirectional attention masks." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression is not the same as pipeline save_pretrained failure." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention-2 support error and invalid GenerationConfig are unrelated failures." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model persistence/loading, but one is generic state_dict ordering and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different Gemma4 issues: attention mask mode vs LlamaConfig head_dim validation." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but they target different Python releases and different failures." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes in different model families; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 vocab_size attr error and load-balancing-loss gating are different model bugs." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Unsupported FlashAttention and Qwen3-VL weight-shape mismatch are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/optimizer state corruption and a cache strategy typo do not share the same underlying bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration for cache update is unrelated to broad import errors after upgrading to 5.5.0." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and failure modes: UMT5 missing weight vs Qwen3.5 Moe from_pretrained regression." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Generic state_dict load error and Gemma pipeline roundtrip failure on a specific token are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 torch.jit parsing problem are different root causes." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load failure via state_dict ordering is not the same as Qwen3_5 vision config field loss." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These look like the same import-time slowdown regression: one is the concrete diagnosis, the other is the user-facing symptom." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing Gemma3 config attribute is unrelated to the FSDP+PEFT optimizer-state bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different breakages: Python 3.14 load failure vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing set_seed and pytest-xdist file races are not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update no_grad bug is much more specific than the broad 'too many models' complaint." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load/state_dict issues are not the same as Qwen3.5 visual-encoder key serialization." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local-path import warning and SGD arguments being ignored are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained/load errors, but for different model families and different failure modes." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init gating." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad behavior and Python version compatibility are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B tp OOM are different issues despite both touching TP." + }, + { + "left": "issue:45357", + "right": "issue:45375", + "accept": true, + "reason": "Both point to the same Qwen3.5 vision/save_pretrained serialization problem: missing vision config fields causing incorrect saved keys." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical titles, same model family, same from_pretrained failure, and same version window; these are clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence and the soft-edge calls are conservative. The accepted duplicate pairs are well grounded by the titles/body themes, and the rejected pairs avoid overclaiming similarity across different model families or failure modes. The umbrella/canonical language is cautious enough for this mixed cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:43827|issue:44961", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44315|issue:44360", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:44222|issue:44230", + "issue:43576|issue:43824", + "issue:41628|issue:42548" + ], + "prepared_review_unit_hash": "16a64a91c5aeefca2e53ee5ca5c5ad719362c1a3fac671b323e6b585bad220dd", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38482, + "estimated_input_tokens": 9621, + "estimated_eval_tokens": 19498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues, many of them broad v5 regressions or loading/import problems. The soft pairs share superficial wording or subsystem overlap, but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:33453 is the most representative standalone bug report in the set: it is a broad tokenizer-loading regression with high discussion activity and overlaps most with other loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the best single issue candidate to anchor the cluster because it is broad, concrete, and central to the loading-regression theme seen here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both mention import/loading failures, but one is a missing PyTorch dependency error and the other is a tokenizer regression; different underlying bugs." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different failures in different model paths; one is CLIP attentions handling, the other is an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated topics: a discussion about a DSA indexer ReLU vs a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Only broad generation/runtime context overlaps; CLIP attentions assignment and Qwen flash-attention generation are separate bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "One is a flaky test due to missing set_seed, the other is a Phi-4 multimodal model-loading regression." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Both involve loading-related code paths, but local_files_only network leakage and AddedToken argument duplication are different defects." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but they concern different tests and causes: missing set_seed vs a stale device override assertion." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky SamHQ test and a CI break from removed auto_mappings entries are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading complaints, but one is tokenizer loading and the other is checkpoint reload compatibility after upgrading to v5." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both touch Transformers internals, but one is an env command regression and the other is changed behavior in AttentionInterface.register." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is an int4 quantization memory regression; the other is a model reload compatibility issue." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different symbols and likely different API breakages." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A flaky integration test and a small testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different code paths: cache/layer update decoration vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network behavior is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "One concerns compiled Python file errors, the other is a data-filtering slowdown after upgrading Transformers." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/MoE-related, but one is tensor-parallel support metadata and the other is a from_pretrained loading error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Training-job MLflow reporting and tokenizer loading regression are unrelated bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention generation/cache internals, but they are distinct generation-state bugs." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different model metadata issues: tensor parallel plan vs missing vision config field silently dropped by strict validation." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading hang and documentation confusion around forward inputs are not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Both are regressions, but one is unwanted API calls and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "A Qwen3VL MoE loading break and a generic v4-to-v5 checkpoint reload problem are different failures." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "One reports an FP8 accuracy issue; the other is a missing image-patch helper causing an AttributeError." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation referencing removed pipelines is unrelated to the 'racoon' issue." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No real overlap beyond being bug reports; local_files_only network leakage and 'racoon' are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs and tensor-parallel training bugs are separate subsystems and failures." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init has nothing to do with a DSA indexer lacking ReLU." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and inability to save Pipeline objects are distinct issues." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both concern loading regressions, but one is tokenizer loading and the other is Llama 3.2 vision model loading under a specific version." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Both are v5-related API complaints, but one is a missing huggingface_hub import and the other is a broken env command." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated: broken env command vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is a save_pretrained bug and the other is inference support." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different import/loading failures: env command breakage versus missing Qwen2_5_VLForConditionalGeneration export." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import-name errors, but for different symbols and likely different package export 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": 17, + "review_unit_index": 48, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44297", + "issue:44315", + "issue:44355", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46178", + "issue:46209", + "issue:46218" + ], + "soft_pairs": [ + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:44355|issue:46178", + "issue:43576|issue:44938", + "issue:44315|issue:46209", + "issue:46143|issue:46144", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:43673|issue:44492", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43976|issue:44393", + "issue:44297|issue:45230", + "issue:43352|issue:44393" + ], + "prepared_review_unit_hash": "2716e78f647d024f2adb5180e32e8f99f5ac3967fd688d7e1f6cd5e7fd2270b2", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37491, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with several unrelated bug reports loosely tied together by Transformers v5 regressions, import issues, or model-specific failures. No PRs are present. I\u2019d use the broad v5 regression report as the best issue anchor, but I would not merge any of the soft pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best matches the cluster\u2019s recurring theme of widespread v5 breakage, making it the most reasonable canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 has the most general scope, a clear regression-oriented title, and enough discussion to serve as the best triage hub for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Completely different bugs: a placeholder/title-only issue versus a Gemma-4 positional encoding problem." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44355", + "right": "issue:46178", + "accept": false, + "reason": "Compiled-Python-file errors and a tensorflow_text backend mapping error are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Both mention version-related breakage, but one is the env command and the other is Python 3.14 import failure; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application via model_init and FP8 inference on B200 are unrelated model/runtime issues." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is kwargs forwarding and the other is attention-interface implementation; different underlying defects." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the racoon issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion does not match the unrelated racoon issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache regression and a typo in cache strategies are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a specific model failure; 45850 is only a broad umbrella regression report." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files and a generic bug report do not indicate the same underlying problem." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction is unrelated to the TensorFlow/tensorboard backend error." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe issue and missing _tp_plan for tensor parallelism are distinct model-support bugs." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeekV4 weight-conversion question." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related, but one is the transformers env command and the other is checkpoint reload compatibility; different bugs." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as the broad v5 regression report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL bbox output failure and Qwen3_5 infinite-loop behavior are different failures." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * usage for performance and a missing cache issue in chunked prefill are not the same change or bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility and meta-initialization incompatibility are related to upgrades, but they are different concrete failures." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the same as the broad v5 breakage report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as the broad statement that v5 breaks too many models." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade and broad v5 breakage overlap only at a high level; they are not the same concrete issue." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* cleanup/performance work is unrelated to a specific missing Qwen3_5ForCausalLM module import." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import sometimes and lazy loading not working properly may be adjacent, but there is not enough evidence they are the same underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM-HQ tests is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 tracker/model-type warning and Liger Kernel not applied via model_init are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs propagation to cached_file and scheduler kwargs handling are different APIs and bugs." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version incompatibility and Qwen3-VL bounding-box errors are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a generic bug report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support for NemotronH and Qwen3-VL bbox errors are unrelated model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 49, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:41669|issue:44351", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:44393|issue:45478", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:46018|issue:46172", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:42913|issue:43066", + "issue:43352|issue:46218", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45850" + ], + "prepared_review_unit_hash": "5312f4bf8e6a5e21b38ef562c928d5dcdd572babab22b84eeca15aaa65d0bae5", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40004, + "estimated_input_tokens": 10001, + "estimated_eval_tokens": 20258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers issues (tokenizer docs/regressions, model-loading bugs, training/runtime edge cases, and unrelated utilities). No listed soft-edge pair looks like the same concrete bug/change; the only obvious duplicate signal in the item set is the repeated Qwen3.5 MoE from_pretrained report (45310/45478).", + "confidence": 0.66, + "canonical_issue_reason": "issue:45310 is the earlier, concrete report of the same Qwen3.5 MoE from_pretrained failure as 45478, so it is the best canonical anchor among these items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the most actionable representative: it names a specific model, a specific version range, and a concrete loading failure, unlike the broader or vaguer reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific buffer/position_ids bug vs a generic bug report; no shared code path." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command regression and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/perf issue vs missing HybridCache import are different failures." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Repository import cleanup has no overlap with a testing_utils typo." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version compatibility problem vs broad v5 breakage complaint." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Interpreter support issue vs a specific missing import symbol." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weight key crash do not share a concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 MoE loading error are different model paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is unrelated to scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion and tokenizer-loading regression are not the same underlying issue." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init and flash-attention training degeneration are different problems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _tied_weights_keys list handling are unrelated code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation issue and Gemma4Audio positional encoding bug are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder report vs a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and deepseek-v4 weight-transpose/conversion issue are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5 import are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug and scheduler kwargs bug do not match." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance issue vs VRAM leak in multithreaded loading are different." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 model-loading regression are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are different issue types." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE math and Gemma4Audio positional encoding are separate model-specific bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded use is unrelated to RoPE implementation." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching/audio-model support and weight conversion script availability are not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad version-wide breakage complaint vs a specific import error." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected network requests with local_files_only and timestamp calculation are different failures." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp math bug and missing processor save files are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug and VRAM leak are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma4Audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling and Gemma4Audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and Gemma4Audio positional encoding are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different missing import symbols; no shared root cause is evident." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the symptoms and likely fixes differ." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support limitation and missing Qwen3_5 import are different issues." + }, + { + "left": "issue:44998", + "right": "issue:44908", + "accept": false, + "reason": "Unemployment is unrelated noise, not a software bug match." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to an off-topic issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the off-topic item." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Off-topic item and broad version-breakage complaint are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 50, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-431", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44998", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "0de79b46faa0c6f478fa9b0f53f9de609b7d016dbf7bce54291899ccd34eb6e6", + "component_budget": { + "node_count": 431, + "item_count": 431, + "soft_pair_count": 1595, + "serialized_chars": 825263, + "estimated_input_tokens": 206316, + "estimated_eval_tokens": 412888 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 22, + "serialized_chars": 19401, + "estimated_input_tokens": 4851, + "estimated_eval_tokens": 9958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a single duplicate cluster: the items span many unrelated bugs/features across loading, config, tokenizer, training, and model-specific behavior. All soft pairs look like loose topical similarity rather than the same underlying bug or change, so they should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44556 is the most concrete, actionable issue in the set: it describes a specific regression boundary (v4.57 to v5.x) and a clear failure mode (checkpoint reload breaks after upgrade).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best single issue to anchor triage because it is specific, reproducible, and framed as a versioned regression rather than a broad or ambiguous request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated: checkpoint reload regression vs an unrelated low-signal title ('Unemployment')." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: missing pad_token_id on Llama4Config vs AttributeError in _get_tied_weight_keys for list handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Different config regression (pad_token_idx missing) vs tied-weight key crash; no shared code path." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "One is slow from_pretrained checkpoint loading; the other is an ImportError for a missing symbol. Different failure modes." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "Different areas: fp8 Qwen3-VL/Qwen3.5 inference support vs processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting after failed training job vs slow checkpoint loading; unrelated subsystems and symptoms." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance issue vs tensor parallel training bug; not the same underlying defect." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5, but one is fp8 inference support and the other is a from_pretrained regression after version upgrade; too different to merge as one fix." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow from_pretrained checkpoint load vs tokenizer loading regression; similar theme only at a very broad level." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support vs fp8 inference support; different model classes and problem types." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior vs RoFormer attention interface usage; unrelated model-specific implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating; different models and different logic." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig vs tokenizer regex warning regression; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore_value not used in Mask2Former vs kwargs not forwarded to loss calculation; related only in the broadest sense of loss code." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation vs attention interface implementation; no shared concrete bug." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug vs tokenizer regex warning after 4.57.3; different components and root causes." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling vs RoFormer attention interface issue; not the same code path." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value usage bug vs a typo in quantization_operation text; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss calculation vs incorrect type hint; different severity and implementation areas." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type hint error vs typo in an attribute name; only superficial similarity." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Question about whether Llama4TextL2Norm is really RMSNorm vs a type-hint correction; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug vs ModernBERTConfig type hint issue; different models and bug classes." + } + ] + }, + "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": 17, + "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": "20c772d1f593ae0dd0f578ec9c37a2b967b86c8a0dda7ae658e3fa98f4fac2cb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated feature requests: tokenizer truncation behavior, learning-rate scheduling functionality, and Wav2Vec2 word time offsets. They do not appear to be duplicates or the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue for this cluster; the items cover different subsystems and different requested capabilities.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "If one issue must serve as a representative, #10519 is the most concrete and narrowly scoped request, but it is not representative of the others as a duplicate target.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and goals: tokenizer truncation option vs speech model word timestamp extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated functionality: text truncation behavior vs ReduceLROnPlateau-like scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different problems in different components: optimizer/scheduler feature request vs Wav2Vec2 alignment/time-offset request." + } + ] + }, + "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": 17, + "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": "0b788c1aec8199c3ca715dea69ee7f9db99d3da602a02b70782ffb712d94fe6d", + "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 are not duplicates as a cluster: one issue is about Tapas tokenization, one about a private-model auth/error-message problem, and one about loading bert-base-uncased. Only the two model-loading issues are loosely related, but they still appear to describe different failure modes.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 16618 is the broadest and most central model-loading report, but the cluster does not contain a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the best representative because it is the most general user-facing model load failure among the three; the others are clearly about different topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: Tapas tokenization vs. model loading for bert-base-uncased. No shared code-path or concrete failure mode." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model download/load, but one is specifically a private-model login/error-message issue and the other is a generic bert-base-uncased load failure; too different to treat 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": 17, + "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": "6b5dd876227352b905a3f199171ac178a6e7ce815e620d9af6bb8162a4f0de1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one issue requests Flash Attention 2 support for more architectures, while the other requests GGUF support for more architectures. They share a broad theme but describe different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a single representative is needed, issue 26350 is slightly better because it is older and more specific, but the two issues are heterogeneous and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests (Flash Attention 2 vs GGUF) with different underlying changes; they are related only at a broad \"more architectures\" level." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-7", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:46222", + "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:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44370|issue:46222" + ], + "prepared_review_unit_hash": "996c6bf499666d136718c12050a3b3bab7cf69333d2125d87a979a1a28eb49db", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11132, + "estimated_input_tokens": 2783, + "estimated_eval_tokens": 5822 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11132, + "estimated_input_tokens": 2783, + "estimated_eval_tokens": 5822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly separate documentation localization requests, not duplicates: Turkish, Spanish, and Romanian are clearly distinct, and the later placeholder-titled issues look like template-generated translation requests rather than the same underlying task.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 27088 is the oldest concrete, language-specific request and is the clearest representative in the set, but it should not be treated as a true duplicate target for the other language-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the best representative issue because it is specific and readable, while the later placeholder-titled issues are too generic to serve as a stable canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; the right side is a generic template issue, not evidence of the same language/task as Turkish." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Different translation requests; generic placeholder title is too vague to equate with the concrete Turkish request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; the placeholder issue could be a separate language-specific task, not a duplicate of Turkish." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different translation requests; the placeholder issue is too underspecified to be the same underlying task as Turkish." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian) mean these are separate issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish) mean these are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request versus a generic placeholder issue; not enough evidence they are the same task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request versus a generic placeholder issue; template similarity alone is not enough." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian) mean these are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request versus a generic placeholder issue; no evidence of the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request versus a generic placeholder issue; not enough evidence they are duplicates." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request versus a generic placeholder issue; generic similarity is insufficient." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request versus a generic placeholder issue; could be a different language/task." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request versus a generic placeholder issue; no clear same-task evidence." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template issues, but there is no evidence they refer to the same language or same translation task." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Both are generic template issues, but template similarity does not establish the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Both are generic template issues, but no concrete evidence they are the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Highly similar placeholder issues, but still no proof they are the same language/task." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Highly similar placeholder issues, but they may be separate translation requests created from the same template." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Exact placeholder match is not enough here; these could still be separate language-specific translation requests, so do not merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "050753e8f3d5656ac78f6b5448008d0d644bb685b091e70b0f0c31a7e4cc95f6", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are a collection of separate model-support requests spanning different architectures and modalities (vision, OCR, ASR/TTS, audio, transformers). They are only superficially similar, so none of the soft edges look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 42738 ('BERT-like models with RoPE') is the broadest, most category-level request and is the closest thing to an umbrella representative for this noisy cluster, though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "42738 is the best single representative issue because it is the least model-specific and most general of the set; the others are distinct named-model requests that should stay separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2: different models and different request scopes." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support: unrelated model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR: distinct models, no shared concrete change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR vs DEIMv2: different architectures and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection request vs LFM2.5 Audio request are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs sparse transformer: different model types and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR detection request vs Qwen3-ASR support: different modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS support: different tasks and model families." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR: unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer: different concrete models." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio: unrelated architectures and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detection model vs NeoBERT language model: distinct requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT: different model additions, not one bug/change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 vs Qwen3-ASR: different model support requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs sparse transformer: unrelated concrete code changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT: separate model-specific requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS: different modalities and model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS: unrelated models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR: different support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS: different models and code paths." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT vs broad BERT-like RoPE request: related family, but not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS: unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR: same vendor, different tasks and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS: different model-specific support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support vs DeepSeek-OCR2: different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS vs weight-sparse transformer: unrelated model classes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS vs LFM2.5 Audio: both audio-related but distinct model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio: different audio model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE: ASR model request versus vision-language encoder request." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR vs sparse transformer: different concrete models." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText: audio model versus vision-language model." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request vs EUPE: different architectures and use cases." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS: different tasks, not the same support change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS: unrelated model families." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs OCR model support: different modalities." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE vs TIPSv2: both vision-language related, but they are distinct model proposals with different changes." + } + ] + }, + "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": 17, + "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": "34bc3063617364029e19ecad276c43ce05079dba3d4d7d3c60fb30cf00c4b6b3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: #41084 is about block decoding behavior, while #43037 is a request for DeepSeek v3.2 support. They describe different underlying work with no clear shared code path.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles and likely scopes are unrelated, so neither issue can stand in for the other.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication; #43037 is more specific as a standalone feature request, but it does not overlap with #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different code paths: block decoding vs. model-specific support request." + } + ] + }, + "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": 17, + "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": "89389ba2c07ccbc79da1b3829b4407b65fdf0ab09ed3b549a96c7ca986be465e", + "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 Trainer behaviors: one is about `remove_unused_column` and customizability, the other about FLOPS estimation for custom trainers. They are related to Trainer internals but do not describe the same bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue for this cluster because the reports target different code paths; if forced to pick one, `#43598` is the more focused configuration-behavior report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: one concerns `remove_unused_column` customization in Trainer, the other concerns accounting for custom trainers in FLOPS estimation. Same subsystem, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "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": "1c6dafd3271d6c14d3ead1d5750bc33b17e7e25f763a6012ac3269595e389e34", + "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 separate feature requests, not duplicates: one asks for Qwen3-Omni registration on AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different model families and different heads/code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, issue 43684 is the broader core-registration request, but it is still distinct from 44405 and should not be treated as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different AutoModel heads: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support. Not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "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": "da62a0b1772c8bd2a65ee232dd22141c5491af492cfa4c133ef3af9b8bd19904", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface\" look like the same duplicate report; the separate \"Fett\" issue does not. Among the duplicate-looking issues, #43859 is the best representative because it has the same title and at least some discussion activity.", + "confidence": 0.77, + "canonical_issue_reason": "Issue #43859 is the best canonical choice: it matches the repeated title and has the most activity among the duplicate-looking issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#43859 is the strongest global issue candidate because it appears to be the same report as #43845/#43846 and has the most discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body detail tying them to the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence that \"Fett\" refers to the same problem as the \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No substantive overlap beyond both being short issues; titles do not match." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title and highly similar sparse issue content, so they likely describe the same report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same apparent topic; no evidence of a distinct issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same apparent topic; likely duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #43845, #43846, and #43859 share the same title and strong soft-similarity signals, while #43835 has a different title and no stronger evidence tying it to the others. The representative choice of #43859 is conservative and supported by its slightly higher discussion activity. The pairwise verdicts are also suitably cautious given the sparse evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "f94db69eb35e276fff23d89b44f2f057e199a620a3aef1466def79e8f8528e37", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains only vague/spam-like issues and no concrete bug report. The titles do not indicate the same underlying problem, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are unrelated or too content-free to establish a shared bug or request.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue exists; #44418 is only marginally more descriptive, but still too vague to represent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders with no concrete problem description; no evidence they describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders with no concrete problem description; no evidence they describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is an extremely vague documentation suggestion; not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Completely different titles and no shared technical context; not duplicates." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation request and a spam placeholder are not the same request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A vague documentation request and a spam placeholder are not the same request." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no content showing they refer to the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No overlapping subject matter; one is spam-like, the other references a different named topic." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No overlapping subject matter; one is spam-like, the other references a different named topic." + } + ] + }, + "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": 17, + "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": "46b72ddb7de1090daa29d22822c72ee2ec0072229840af5126762d49935506cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and very similar body lengths, and #45145 was created first with an inbound reference, but the available packet does not include body text or other strong proof that they are the same report. The soft link is therefore too weak to accept confidently.", + "confidence": 0.81, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and has an inbound reference, while #45151 appears to be the later, likely related report. The evidence is suggestive, but not strong enough to claim near-identical content.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster due to earlier creation and the only inbound reference. It is the safest canonical choice given the limited evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and close body lengths suggest similarity, but the packet lacks body text, explicit links, or other concrete evidence that these are the same underlying issue. That is not enough to accept the edge." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster looks plausibly duplicate, but the analyst overstates the evidence. The packet supports identical titles, close body lengths, and later creation for #45151, plus a soft-similarity signal; it does not provide body text or other proof that the content is \u2018nearly identical\u2019 or that the relationship is \u2018essentially exact.\u2019 The soft-edge accept is too strong for the available evidence, so this should be rejected as insufficiently conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "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": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "e86c262675e0651be4f58517e0204b7461c73f5e6d094baa4e04c89124b1ec02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different 4-bit inference failures in different code paths: one is a torch.finfo() TypeError triggered by uint8 weights in Gemma4 audio modules, the other is an AssertionError caused by llm_int8_skip_modules changing the default lm_head exclusion. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different root causes and code paths: Gemma4 audio-module uint8/torch.finfo() failure vs. BitsAndBytesConfig skip-module handling that clears lm_head exclusion. Same broad 4-bit inference area, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "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": "e106d292ca186bdaa15a5f5c40434590b993a0fe95f331b0cfec395ec46411a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated entries with different personal names and dates, and contain no bug/report context. This is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and birthdates; no shared technical problem, code context, or explicit linkage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "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": "4b7a72edc099ab82626a2b51867a843381ac540c371993ab97a6e7d052d84ff3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have unrelated titles consisting of different personal names and dates, with no body content or shared problem evidence. This looks like accidental similarity rather than duplicate reports.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: neither issue describes a bug or task, and the titles reference different people/dates with no shared underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate; if one must be chosen for bookkeeping, issue #45764 is marginally earlier, but there is no substantive basis to prefer it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates, no body text, and no 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": 17, + "component_count": 17, + "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": "74d8434447fc560323b09c2d48e3089d88333f33194de5e561a4128b812d2e00", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set splits into two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-promo item and is not a duplicate of the others.", + "confidence": 0.96, + "canonical_issue_reason": "45872 is the strongest representative of the substantive request thread: it is a concrete DataForge feature request and has an exact duplicate in 45873, while the 45870/45871 pair is a different example-oriented request and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best single issue to anchor triage because it is the clearest, more specific request among the near-duplicates and most likely to capture the intended code-change discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial data bundle promotion vs a DataForge example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a financial data bundle promotion vs a DataForge example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate titles/body length and same underlying example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related domain, but different underlying request: example prediction flow vs scraping-service feature." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related domain, but different underlying request: example prediction flow vs scraping-service feature." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related domain, but different underlying request: example prediction flow vs scraping-service feature." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related domain, but different underlying request: example prediction flow vs scraping-service feature." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate titles/body length and same underlying scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 45870/45871 and 45872/45873 have identical titles and body lengths, while 45869 is clearly a different topic. The soft-edge verdicts are appropriately conservative overall, with the two accepted pairs supported by the strongest available evidence and the rejected cross-pairs remaining within distinct request themes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "bb61d71e3e8c584c84a1795f4f681546c95fcdca68100e53dcfed976ee4c17c2", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34776, + "estimated_input_tokens": 8694, + "estimated_eval_tokens": 17644 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34776, + "estimated_input_tokens": 8694, + "estimated_eval_tokens": 17644 + }, + "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` patches. The rest are unrelated model additions, refactors, or test/docs changes despite superficial similarity.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the strongest representative because it directly targets the reported issue 43240 and applies the fix at the exact `fixed_cross_entropy` call site with a complete kwargs plumbing change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall pick: it addresses a concrete bug, has an explicit issue target, and is the clearest standalone fix in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: new VideoPrism model integration vs an Executorch dynamic-shape test. No shared bug or mergeable code-path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer API additions and Executorch export tests are unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions for MistralCommon do not overlap with adding a new MobileLLM model." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness fixes across existing models are not the same change as introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs plumbing is unrelated to adding MobileLLM model files and tests." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different bug domains: loss helper kwargs vs Mistral4 test/model adjustments." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape testing is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "A dynamic export test and a new model integration are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support and config-resolution logic in `modeling_utils` are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is unrelated to the model-creation skill documentation/workflow PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming are different concrete changes in different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to adding a TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "No shared underlying bug: Mistral4 test fixes versus config-class resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model tests/fixes are not the same as the model creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared auto-model file aside, these are not the same concrete fix; one is Mistral4 test work, the other is a model-creation skill overhaul." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM implementation and a workflow/skill PR are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch the same `fixed_cross_entropy` code path to forward supported kwargs to `nn.functional.cross_entropy`; they are near-identical fixes for the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted pair is a plausible duplicate/mergeable same-bugfix match (`fixed_cross_entropy` in the same file with the same issue target). The other pair judgments are conservative and consistent with the diffs shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "609edf3ab9010d3b524fe7db0fb7e7ca33e502e7709db36e266341b5cfb3a201", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Related VibeVoice work, but not the same change: PR 40546 introduces the base VibeVoice implementation, while PR 42781 adds a separate realtime/acoustic-tokenizer extension and extra generation plumbing. They share files because 42781 builds on the same family, but they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for dedupe: 40546 is the base VibeVoice implementation, while 42781 is a distinct realtime extension with additional tokenizer/feature-extraction and generation changes.", + "best_issue_reason": null, + "best_pr_reason": "No single best duplicate PR: 42781 is broader, but it targets a different concrete feature scope than 40546 rather than the same bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: these are related VibeVoice-family PRs, but one implements the base model and the other adds realtime/acoustic-tokenizer support; not the same underlying change and not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "76db3861fd7795142acb60d862798f8021c2a5f50120f3f79774095bb9022720", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. The shared \"add support\" phrasing is superficial.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the cleaner representative: it adds a single, concrete image-classification capability with explicit model/AutoModel wiring, docs, and tests. PR 40755 is a separate, broader forecasting feature in an unrelated model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the most self-contained and mergeable PR in this cluster; it has a narrowly scoped codepath and clear end-user behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and tasks (TimesFM forecasting with covariates vs DINOv3 image classification); they do not fix the same concrete codepath and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "c61376cf12bfb17897ff43931630286b0601abd2d794d726ed1d86b7c723f1c4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (DeepSeek OCR, Isaac, Kimi2-6). They overlap in Transformers boilerplate, but they are not the same underlying change or bug fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45630 is the most representative cluster member: it has the highest review activity and a broad integration footprint across auto-mappings and model files, but it still corresponds to a distinct model addition rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the strongest standalone PR in the set because it appears most mature and comprehensive, with substantial framework integration and the most discussion, making it the best representative despite not being merge-equivalent to the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both add different models (DeepSeek OCR vs Isaac). Shared docs/auto-registration changes are generic model-integration boilerplate, not the same code-path fix or a PR that could be merged into one." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are unrelated model additions. They touch similar Transformers plumbing, but the concrete implementation, model package, and tests are for different architectures, so they should not be merged together." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "a5284344bf2caeb25acc01908e3fad2dda2286ccf053c6cb1d44151f035bc6b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related GitHub Actions maintenance PRs, but they change different action families and address different upgrade goals. PR 42975 is a broad Node 24 compatibility sweep for workflow actions, while PR 42976 is a separate upgrade of docker/build-push-action and a few other workflow actions to newer versions. Similar theme, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more clearly scoped representative of the cluster: it upgrades workflow actions specifically for Node 24 compatibility across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single representative because it covers the wider cross-workflow action compatibility update and has the clearest umbrella purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bump PRs, but they target different actions and different concrete changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and related workflow versions. They are similar maintenance work, not the same fix and not something that would naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-11", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45487", + "pull_request:45490", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151", + "pull_request:46162", + "pull_request:46214", + "pull_request:46225" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46225", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46225", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46225", + "pull_request:45487|pull_request:46214", + "pull_request:45487|pull_request:46151", + "pull_request:45490|pull_request:46225", + "pull_request:45490|pull_request:46162", + "pull_request:46109|pull_request:46214", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46214", + "pull_request:46135|pull_request:46151", + "pull_request:46151|pull_request:46214", + "pull_request:46162|pull_request:46214", + "pull_request:46162|pull_request:46225" + ], + "prepared_review_unit_hash": "e357f60a7dfdb7dbc38df3c4f649d4d83294352cd58cf9d2d889e4e2553b5935", + "component_budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 20, + "serialized_chars": 34562, + "estimated_input_tokens": 8641, + "estimated_eval_tokens": 17538 + }, + "budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 20, + "serialized_chars": 34562, + "estimated_input_tokens": 8641, + "estimated_eval_tokens": 17538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated PRs: several new model additions and several XPU/test expectation tweaks. They share broad tooling or subsystem areas, but not the same concrete bug/change, so none of the soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 is the strongest representative artifact in the cluster: it is the most complete standalone model-addition PR, with broad implementation, processor/image/video support, tests, and heavy review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the best overall standalone PR in this mixed cluster because it has the broadest and most mature scope, making it the clearest exemplar even though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Both are new model-addition PRs, but one adds ViT NEPA and the other adds Molmo; different model families and different code paths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model implementations, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA versus CTSM: unrelated model additions with different implementations and targets." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46225", + "accept": false, + "reason": "ViT NEPA and Rio2 are separate model additions; shared auto-registration patterns are too broad to imply duplication." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are different models, not one bug/change; similarity is only at the generic model-onboarding level." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46225", + "accept": false, + "reason": "Molmo and Rio2 are different model families; no shared concrete fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model onboarding PRs with different architectures and files." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46225", + "accept": false, + "reason": "Molmo2 and Rio2 are distinct model additions; shared auto-mapping edits are incidental." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model-parallel fix versus token-classification XPU expectations are different code paths and different changes." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46214", + "accept": false, + "reason": "AltCLIP/ChineseCLIP device-placement fix is unrelated to HRM text test expectations." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46225", + "accept": false, + "reason": "CTSM and Rio2 are different model additions; do not merge just because they touch auto-model mappings." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM model onboarding is unrelated to Florence2/LFM2-VL XPU expectation updates." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46214", + "accept": false, + "reason": "Distributed trainer parity test adjustments are unrelated to HRM text expectations." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "One changes distributed trainer tests, the other changes pipeline token-classification expectations; not the same bug." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46214", + "accept": false, + "reason": "Kosmos2.5 XPU integration expectations and HRM text expectations affect different model tests and behaviors." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "Both are test-only updates, but for different models and different behaviors; too broad to be duplicates." + }, + { + "left": "pull_request:46151", + "right": "pull_request:46214", + "accept": false, + "reason": "Token-classification pipeline expectations versus HRM text expectations are separate test changes." + }, + { + "left": "pull_request:46162", + "right": "pull_request:46214", + "accept": false, + "reason": "Florence2/LFM2-VL XPU expectations are not the same change as HRM text expectations." + }, + { + "left": "pull_request:46162", + "right": "pull_request:46225", + "accept": false, + "reason": "FlFlorence2/LFM2-VL test expectation updates and Rio2 model addition are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "3dcb35036dd4ca58bb46951c14f730c86682c138306d2ffe68a742e60c3152a9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate PR cluster here: the three PRs touch different problems, and the only apparent overlap is superficial test-only similarity. PR 44815 is the strongest standalone fix; 43291 is a narrow Whisper test/tokenizer change; 43665 looks like unrelated test noise.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most substantive and coherent fix, centered on a concrete dequant/loading path bug with related implementation changes and tests. The other PRs are either test-only or unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of the cluster because it fixes a real code-path issue and has the clearest, broadest technical scope. PR 43291 is narrower and 43665 is not a meaningful bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-related, but they target different models and different behaviors; no shared bug or code path suggests they could be merged into one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequant/model-loading fix; they do not address the same underlying defect." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The overlap is only superficial test churn. 43665 is not the same concrete bug/change as the FP8 loading/dequant fix in 44815." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "84a5da59e4484b364cdb567f759ccdc54e9ab1a0ec1cbf630d02b736ec9803b0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The only convincing duplicate pair is the two near-identical ViT test-migration PRs (46100 and 46114). The broader grafana/CI PR (45932) is too expansive and unrelated to be merged as the same change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the cleanest minimal representative of the exact test-only migration change; 46114 is essentially the same forked diff with a different title/body.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 best represents the cluster because it is the smallest, most focused instance of the exact same ViT test-edit change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Different PR intents and different diffs; one is setup/version/dependency noise, the other is a test-migration fork." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both touch test_modeling_vit, but 43488 is a setup.py/dependency change while 43532 is a much broader CI/model/workflow PR." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared test file is not enough; 43532 has many unrelated workflow/model changes and does not look like the same concrete PR." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "45732/46100 are not the same underlying change: 45932 spans workflow secrets and multiple model files, while 46100 is only a tiny test migration." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These look like the same exact test-only change in the same file, with identical diff content and only title/body differences." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The duplicate call on 46100 and 46114 is supported by the identical diff preview and matching single-file test change. The rejections for 43488, 43532, and 45932 versus the ViT test-migration PRs are also reasonable because those PRs include broader or different changes beyond the shared test file. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "7111eb3ca68d3fb87965d9c454e1a9885113a096d92920c869923711ce6c82e7", + "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 PRs are related by shared pipeline/docs scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "43613 is the broader and more integration-heavy PR, but it still targets a different segmentation pipeline than 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different tasks and code paths: 43612 adds PromptableConceptSegmentationPipeline, while 43613 adds PromptableVisualSegmentationPipeline with different model integrations and tests; shared docs/metadata updates are incidental." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "eda293ac9e53287437349d57c560afe3dcacbb8dc8998919e86ad6ddfaecaf53", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two independent `trainer.py` extensibility PRs: one adds `_loss_is_scaled_for_ga` for gradient-accumulation loss scaling, the other adds `_get_signature_columns` for column filtering. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate target: the PRs touch the same file but solve different trainer code paths and should be triaged separately.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more concrete bug-fix style change, with a tight code-path change in `training_step` and a clear user-facing extensibility need.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both modify `trainer.py`, but one addresses gradient-accumulation loss scaling while the other adds a hook for signature-column filtering; different underlying behavior and not plausibly one merged PR for the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "fa675c3f9f53355aa700bdbcff68a01f5be8cb7d59d60d1268e2a2cb86b7633a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both orbit TypeAdapter annotation/import handling, but they appear to address different failure modes rather than the same exact fix.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the cleaner representative of the cluster: its title and diff directly target the TypeAdapter NameError when pydantic is absent, with a narrow fix in src/transformers/cli/serve.py.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best overall fit because it states the concrete failure mode clearly and applies a focused change to that code path, making it the most useful representative for triage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar TypeAdapter-related cleanup, but the fixes are not the same underlying bug: #43656 adds future annotations and broader typing adjustments, while #43842 specifically guards the TypeAdapter import/annotation for the pydantic-not-installed case. Different explicit issues also suggest distinct reports." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "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", + 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"pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "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" + ], + "prepared_review_unit_hash": "40a424985269f5509b579b3a14884a95781ab69820fd7d1635e853f5101e83f1", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84890, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75087, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific PRs to standardize output tracing / capture_outputs across different Transformer architectures. Most are related at the theme level, but only a few are true duplicates within the same concrete code path (notably GPT-J/CodeGen and GPT-Neo variants).", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is a strong representative of the core change: it targets the shared GPT-J/CodeGen output-tracing refactor, has an explicit issue link, and covers the same concrete files that later variants touch.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best single representative for this cluster because it captures the main standardized output-tracing change in the most central GPT-J/CodeGen code path and overlaps with the closest duplicate variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (CVT/FNet vs GPT-J/CodeGen); only the issue target is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Same broad refactor theme, but different architectures and implementation paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; 44085 looks like a narrower variant of the 44066 change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models (RegNet/ResNet/RT-DETR vs EfficientNet) and different code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; same theme, but not the same concrete bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen output tracing vs EfficientNet output tracing; different model implementations." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated code paths despite sharing the refactor theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different model code." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same architectural cleanup, but not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors over the same model file set; they look like near-duplicate variants." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; similar pattern, but different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different implementations, so these are not the same concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model families and fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet changes are unrelated beyond the generic refactor pattern." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo output tracing vs Flaubert output tracing; not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model families with separate implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same pattern, but not the same code-path problem." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated concrete fixes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different architectures." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; same refactor theme, but not the same bug/change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 touch different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; same output-tracing motif, but different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are separate model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models; not mergeable as one PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are separate code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model families and fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the same GPT-J/CodeGen standardized output-tracing refactor and overlap on the same files." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing change in modeling_gptj.py; one is a narrower variant of the other." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are separate model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and ViT-S are separate model families and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The PR representative choice is defensible, and the accepted soft-edge pairs all look like same-file or same-model variants of the same output-tracing refactor, so they appear mergeable into a single bugfix PR. The false verdicts are also appropriately cautious 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": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "fb9235df1ab10975f38deb20ad582ba858fe527b4c5c81737d2700b8ef1d9b9e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84890, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are related model-by-model refactors to standardized output tracing/capture_outputs, but they target different architectures and code paths. None of the soft pairs looks like a true duplicate PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44056 is the best single representative of the cluster because it shows the common refactor pattern clearly: adding capture_outputs plumbing plus an explicit _can_record_outputs mapping in the model base class.", + "best_issue_reason": null, + "best_pr_reason": "PR 44056 is a strong cluster representative: it is self-contained, clearly about standardized output tracing, and is broad enough to stand in for the shared refactor theme without being tied to a one-off model edge case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same broad refactor theme, but different model families (FocalNet vs ImageGPT) and different concrete code paths; too model-specific to be one merged PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both modernize output tracing, but VisualBert and TextNet are separate implementations with different forward paths and tests, not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Related decorator/capture_outputs cleanup, but MPNet and VisualBert are distinct model-specific refactors rather than one shared bug fix or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same general migration pattern, but MPNet and TextNet touch different model internals and are not plausibly one PR for the same code-path problem." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the similarity is only in the standardized output refactor pattern, not a shared concrete fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both adjust output tracing, but they fix separate model-specific forward/output handling and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "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", + "pull_request:46106" + ], + "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: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", + "pull_request:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "b0cc381fef03f1a371f3a2bd88d8e4761d0ef8a68a3171332af35b8bc7065513", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43392, + "estimated_input_tokens": 10848, + "estimated_eval_tokens": 21952 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43392, + "estimated_input_tokens": 10848, + "estimated_eval_tokens": 21952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly independent model-specific output-tracing refactors, not true duplicates. I would reject all soft-edge merges and treat this as a thematically similar but heterogeneous cluster.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative of the output-tracing refactor pattern, but the surrounding PRs are separate model-specific changes rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 has the broadest and most core tracing changes, spanning two related model files and the new output-capturing helpers, so it is the best representative PR in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same tracing-refactor theme, but different model implementations and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models; only the refactor pattern is similar." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are tracing refactors, but they target different architecture code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model codepaths; similarity is only in output-tracing cleanup." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models; not a shared bug or mergeable single fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad refactor style, but unrelated model implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; this is not one concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are refactors, but they affect different model wrappers." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model-specific changes, not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Distinct model codepaths; similar refactor theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations, so not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Output-tracing refactor in different model stacks." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model families; no single shared bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Both refactor output handling, but in unrelated models." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different codepaths and model architectures." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs toctree cleanup is unrelated to model output tracing." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Same refactor motif, but different concrete model implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and codepaths; not the same fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model codepaths; only the high-level theme matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models; not one underlying bug or change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model-specific output behavior, not a duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; only loosely similar." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are tracing-related, but they fix different model codepaths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families; same refactor style is not enough." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate wrappers in different modalities; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations and call paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models; not a single concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Same output-tracing pattern, but unrelated models." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model wrappers and codepaths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrappers; not mergeable into one PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models; only the refactor theme overlaps." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations; not the same underlying change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model codepaths with similar tracing cleanup." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models; no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model-specific refactors, not duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model implementations; same pattern only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and codepaths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models; not the same fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs-only toctree change is unrelated to tracing refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "Documentation navigation change is unrelated to model code." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs toctree cleanup does not overlap with model output tracing." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "Unrelated docs-only change versus model refactor." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs-only navigation fix is unrelated to the model refactor cluster." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "c9e9ff1c40e8350e918d6a26e0cdb75b371974d6cd30e194e872ce27dccb3ea5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only common registration/docs plumbing, not the same underlying bug or change, so none should be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45075 is the most complete standalone model addition in the set, with model, image-processing, conversion, docs, and tests all present.", + "best_issue_reason": null, + "best_pr_reason": "PR #45075 is the strongest representative of this cluster because it contains the most fully fleshed-out implementation and validation surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and tasks: PenguinVL vs Voxtral TTS. Shared files are only generic auto-registration/docs, not the same code-path fix." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model integrations: PenguinVL and DeepSeek-OCR-2. Overlap is limited to boilerplate model registry changes and repo checks." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions. Similarities are broad Transformers scaffolding, not a single mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "8d708633c890c9291223e1f16189d0647f677acf4de391980a14401db18dbb04", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs about fusion mechanisms, but they target different levels and concrete changes: one introduces a generic module-fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading integration. Related topic, not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the better canonical representative because it makes a concrete end-to-end feature change across core loading/integration files, whereas PR 44979 is a lower-level API scaffold for module fusion. They overlap in theme but not in exact code-path change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the strongest single representative of the cluster: it is more feature-complete, user-facing, and spans the actual integration path for kernel fusion. PR 44979 is adjacent infrastructure rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both concern fusion, but not the same concrete bug/change. 44979 adds a new generic Module Fusion API and tests, while 45363 implements n-to-1 kernel fusion via KernelConfig and model/integration updates. Different code paths and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "6dd846faa10f4363fb5c1252eca9220c7e8335472cab11ffaa90b32ffa5dbf61", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it addresses the same concrete bug as 45086 and includes test coverage, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR candidate because it fixes the exact same code path and adds tests, so it is the strongest representative of this bugfix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code change in `_patch_mistral_regex`; 45317 is essentially a superset with tests, so these are 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": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "d085fa4062656c444b428394995c56fd54f6b291aae166932c92a42334c3e792", + "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": "Both PRs touch Nemotron H model code, but they target different changes: one is a conversion/refactor inheritance update, the other is a broader model split and docs/registration update. They are related, but not duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more central Nemotron H change set: it introduces the dense/sparse model split, updates auto-registration, docs, and tests, making it the better representative for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best overall representative because it covers the larger end-to-end model packaging change rather than only the narrower conversion-mapping/refactor work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap in Nemotron H files, but the concrete changes differ: 45115 focuses on inheritance/conversion-key renaming, while 45569 introduces the dense/sparse model split and associated docs/auto-mapping updates. Not the same fix and not something that should 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": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "f49968ea68817946484073e3bcd757bfec9dd1071f00e85857982199e3669acf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs in the same heterogeneous-config effort, but they are not duplicates: one adds per-layer configuration support, the other adds broader heterogeneous model/runtime support that builds on it.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45333 is the cleaner foundational change: it introduces heterogeneous per-layer configuration support with a narrower, self-contained scope.", + "best_issue_reason": null, + "best_pr_reason": "PR #45333 is the best representative for this cluster because it defines the core config-layer abstraction that the larger modeling PR depends on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same change: #45333 is config-only support, while #45332 extends into heterogeneous modeling/cache/runtime paths. They address adjacent layers of the feature rather than one identical 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": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "7bd98fe65dfd75002a914ff0dc1e627458997bc6a74f7802bc05ca47b8817b0f", + "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": "These are related only by broad typing cleanup, but they target different changes: one is a wide type-checking pass across many `src/transformers/*` files, while the other adds shared typing aliases/protocols and specific typing fixes around `modeling_utils` integration. They do not look like the same underlying bug or mergeable duplicate PR.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative because it has a tighter, more coherent scope: shared typing helpers in `_typing.py` plus corresponding fixes in a small set of integration points. PR 45415 is a much broader repository-wide type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best fit for the cluster because it is the more concrete code change and centers on a specific typing gap, whereas PR 45415 is a large mechanical type-checking pass spanning many unrelated files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they fix different things: 45415 is a broad type-checking cleanup, while 45425 introduces typing protocol/alias support and targeted integration fixes. They are not the same underlying change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "c1e2adcd89419d0b011eea4a84cfef0867374d0048b03c78c307f60caae3cb82", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7428, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7428, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two Mamba2 PRs are duplicates of the same cache/seq_len>1 bug; the Qwen3.5 PR is a separate model-specific fix and should not be merged with them.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the most complete representation of the Mamba2 fix: it targets the same issue as #46084, touches the same model/tests, and its title/description clearly state the incorrect-use_cache-with-seq_len>1 bug across CPU and GPU paths, plus docs/tests updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the best cluster representative because it is explicit about the concrete bug, covers the same code path as #46084, and adds the user-facing docs/tests that make the change easier to understand and validate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both concern cached multi-token forward behavior, but they are for different model families and different implementations (Qwen3.5 GDN linear attention vs. Mamba2). Similar symptom, not the same underlying fix." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Same issue target, same Mamba2 files, and both fix use_cache with seq_len>1 in the same code path. #46098 is a fuller version of the #46084 fix rather than a distinct change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The Qwen3.5 PR is clearly a different model family and should not be merged with the Mamba2 fix. The 46084/46098 pair shares the same issue target and files, and 46098 looks like a fuller, mergeable superset of the same bugfix rather than a distinct change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "20c31e8882a3371f947e8e707764908921428f847bea42905a5dbb3136eb53b0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by expert-parallelism support, but they fix different bugs in different code paths: 45548 is about preserving `distributed_config`/`has_ep` for EP + DeepSpeed ZeRO-3 loading under `accelerate launch`, while 45662 prevents expert parameters from being overwritten after distributed sharding in FSDP2. They are adjacent, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better canonical representative for this cluster because it fixes a concrete runtime loading overwrite bug in the sharded-parameter path; PR 45548 is a separate EP/ZeRO-3 serialization and capability-flag change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest overall fit for the cluster theme: it has a focused fix in the model-loading path and addresses a specific failure mode, whereas 45548 is about config persistence and EP detection rather than the same bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying failures: 45548 preserves `distributed_config` and adds `has_ep` for EP + ZeRO-3/accelerate loading, while 45662 wraps post-shard parameters to stop rank-0 broadcast from overwriting experts under FSDP2. Shared subsystem only, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "6df6b01e5822cc0664cbd75e6fddd10cb688e66ecf863ff4aa1c1c262de5c085", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related `captured_info` collision problem in testing debug logs. PR #45645 appears to be the more complete implementation because it includes the core `testing_utils.py` fix plus the CI/workflow changes needed to consume multiple `captured_info*.txt` files.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the stronger canonical choice because it covers the core bug fix and the downstream CI/log-collection changes, making it the more complete solution to the shared xdist artifact issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is best suited overall since it preserves debug logs end-to-end: it fixes the writer-side collision and updates workflow/log handling to read all generated files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision problem for `captured_info` artifacts; #45645 expands on #45639 with the same core `testing_utils.py` fix and compatible workflow support, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46069-4", + "nodes": [ + "pull_request:46069", + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46069|pull_request:46196", + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "4588ad3f4409ffb1a887f5753bbdfbe4c65de90c06f0677dc41dc82483a38b01", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10495, + "estimated_input_tokens": 2624, + "estimated_eval_tokens": 5504 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10495, + "estimated_input_tokens": 2624, + "estimated_eval_tokens": 5504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are model-specific additions for `attn_implementation`/SDPA dispatch, but they target different model implementations and code paths. They are similar in feature theme, not duplicates of the same underlying fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest and most representative of the cluster: it adds SDPA dispatch for two closely related model variants (SeamlessM4T and SeamlessM4T v2) and includes corresponding tests, making it the strongest canonical example of this feature pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the best representative PR because it is the most complete model-specific SDPA dispatch change in the group and covers multiple related variants with tests, while the others are narrower single-model adaptations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Same general SDPA-dispatch theme, but ShieldGemma2 and CTRL are different model families with different concrete code paths; they should not be merged as duplicates." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "These are separate model implementations (ShieldGemma2 vision classifier vs T5 seq2seq) adding the same feature type, not the same bug/change." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46196", + "accept": false, + "reason": "Different model families and files; this is shared feature work, not one underlying code-path fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "CTRL and T5 are distinct architectures and implementations; similar SDPA support does not make them duplicates." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Different concrete model code paths (CTRL vs SeamlessM4T/v2), so they are not mergeable as one PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 and SeamlessM4T/v2 are different model stacks; these are separate SDPA enablement changes, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "0c13bcb38527c26b261cbe65ffd1c1e3003fcf35034e87e26c3eff972d4ed301", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4269, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4269, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs remove file-based source inspection, but they target different helpers in different modules (`import_utils` vs `modeling_utils`) and fix different behavior, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative because it targets a specific code path in `modeling_utils` and includes tests; PR 46152 is a separate `import_utils` refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone change in this cluster: it replaces source-reading with introspection for `_can_set_*_implementation` and has accompanying tests, while 46152 is unrelated beyond the broad theme of avoiding file reads.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same high-level theme, but different modules, different concrete helpers, and different behavior changes; they do not look like the same underlying fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/manifest.json b/snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1d7143ff850dececdfb147b202d11aaa7900b436 --- /dev/null +++ b/snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260527t000053z", + "artifacts": { + "hybrid": "snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-27T00:05:40Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260527T000053Z", + "variant": "hybrid" +} diff --git a/snapshots/20260527T000053Z/manifest.json b/snapshots/20260527T000053Z/manifest.json index 9bd4604690cde20ea39a19cc4ca9893bcf6d135d..7bcbbc2ddf75fbfd08f94ac2e844e47925a5ffc3 100644 --- a/snapshots/20260527T000053Z/manifest.json +++ b/snapshots/20260527T000053Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 250 }, "extracted_at": "2026-05-27T00:00:53Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260527t000053z", + "runs": { + "hybrid-model-20260527t000053z": { + "analysis_id": "hybrid-model-20260527t000053z", + "artifacts": { + "hybrid": "snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260527T000053Z/analysis-runs/hybrid-model-20260527t000053z/manifest.json", + "model": null, + "published_at": "2026-05-27T00:05:40Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260527T000053Z", "watermark": {