diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 1f45566d0112c04df633cfd208520365120fc007..88a657880201bfb356271b10afcc35aa4be56306 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": "20260521T180115Z", - "generated_at": "2026-05-21T18:19:23Z", + "snapshot_id": "20260522T000112Z", + "generated_at": "2026-05-22T00:05:46Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1708,6 +1708,133 @@ } ] }, + { + "cluster_id": "cluster-44001-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44001, + 44002, + 44004 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44001, + "right_pr_number": 44002, + "code_similarity": 0.175, + "size_similarity": 0.595, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.375, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44001, + "right_pr_number": 44004, + "code_similarity": 0.087, + "size_similarity": 0.237, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44002, + "right_pr_number": 44004, + "code_similarity": 0.125, + "size_similarity": 0.398, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.304, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-46100-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -1755,6 +1882,35 @@ } ] }, + { + "cluster_id": "cluster-44000-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44025, + "issue_numbers": [], + "pr_numbers": [ + 44000, + 44025 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44000, + "right_pr_number": 44025, + "code_similarity": 0.206, + "size_similarity": 0.78, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.333, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2060,6 +2216,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2086,6 +2251,25 @@ "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-44000-2", + "canonical_pr_number": 44025, + "duplicate_pr_numbers": [ + 44000 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44000-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44001-3", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44001, + 44004 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44001-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index cbed999d8e8e338d0fcbd3d6189e9b2418d4f59e..b7dd4e209e71fba9ba543b1f2be3e0c2b765afe5 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": "20260521T180115Z", - "generated_at": "2026-05-21T18:19:23Z", + "snapshot_id": "20260522T000112Z", + "generated_at": "2026-05-22T00:05:46Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -496,8 +496,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -864,8 +864,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -1192,8 +1192,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -1521,8 +1521,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -1849,8 +1849,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -2206,8 +2206,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -2528,8 +2528,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -2856,8 +2856,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -3192,8 +3192,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -3500,8 +3500,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -3805,8 +3805,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -4138,8 +4138,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -4439,8 +4439,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -4750,8 +4750,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -5040,8 +5040,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -5337,8 +5337,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -5652,8 +5652,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -5971,8 +5971,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -6258,8 +6258,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -6568,8 +6568,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -6901,8 +6901,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -7219,8 +7219,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -7531,8 +7531,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -7839,8 +7839,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -8196,8 +8196,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -8508,8 +8508,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -8798,8 +8798,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -9096,8 +9096,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -9379,8 +9379,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -9684,8 +9684,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -9996,8 +9996,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -10321,8 +10321,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -10619,8 +10619,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -10924,8 +10924,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -11243,8 +11243,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -11569,8 +11569,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -11883,8 +11883,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -12230,8 +12230,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -12540,8 +12540,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -12845,8 +12845,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -13164,8 +13164,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -13468,8 +13468,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -13829,8 +13829,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -14164,8 +14164,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -14484,8 +14484,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -14911,7 +14911,7 @@ "issue:44492|issue:45850", "issue:42371|issue:44492" ], - "prepared_review_unit_hash": "076febfe258c824ca308a202561bb3a2716b72d7a1e8824bc8e6723fde50aa95", + "prepared_review_unit_hash": "95453811dd7a9b881da05db371626bd8191b63cfcb38f1fe0aeb5fa59ee5ef93", "component_budget": { "node_count": 413, "item_count": 413, @@ -14933,240 +14933,240 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; I don\u2019t see any true duplicate pairs among the soft candidates. The broadest umbrella issue is 45850, but it is still too generic to safely serve as a real duplicate target for the other items.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report about Transformers v5 breakage, so it is the closest thing to a cluster anchor.", + "summary": "This cluster is a loose mix of Transformers issues, mostly around v5 breakages, imports, and model/loading regressions, but the individual reports are not the same underlying bug. No soft pair looks safe to merge as a duplicate.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44556 is the best representative because it is a concrete, user-facing v5 loading regression with a clear version boundary and reproducible impact on reloading checkpoints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best representative because it is open and broadly scoped, but it is still too vague to subsume the other unrelated bugs.", + "best_issue_reason": "issue:44556 is the most actionable and central among the v5 breakage reports; it captures the class of checkpoint reload failures better than the vague or highly specific alternatives.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Different code paths: Liger/model_init application vs a DSA indexer activation bug." + "reason": "Different subsystems and failures: Liger/model_init vs a DSA indexer ReLU issue." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "Both involve model internals, but one is FP8 accuracy and the other is an image processor method missing." + "reason": "Unrelated problems: FineGrainedFP8 accuracy vs a GLM46V image-processor AttributeError." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Unrelated failures: compiled Python file execution vs PretrainedConfig type checking." + "reason": "One is a compiled-Python-file runtime problem; the other is a PretrainedConfig typing regression." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting after failed training is unrelated to tensor-parallel training behavior." + "reason": "MLFlow reporting on failed training jobs is unrelated to tensor-parallel training behavior." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing removed pipeline APIs do not match an unrelated placeholder issue." + "reason": "Docs still referencing pipeline() is unrelated to an empty/placeholder issue." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file runtime errors are not the same as save_pretrained pipeline serialization failures." + "reason": "Both mention loading/saving, but one is about compiled Python files and the other about saving Pipeline objects." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained handling and the other is inference support." + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; not the same concrete bug." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific Llama 3.2 model-loading breakage." + "reason": "Both are loading regressions, but they affect different code paths and model families." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import and a broken transformers env command are different failures." + "reason": "Different import/runtime areas: huggingface_hub symbol import vs the transformers env command in v5." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Tokenizer/model loading regression is unrelated to tensor-parallel training." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage is not the same as a PretrainedConfig typing regression." + "reason": "A broken CLI command and a type-checking regression are not the same bug." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "A broken env command and a missing Qwen model import affect different code paths." + "reason": "The v5 env command issue is unrelated to missing a specific model export." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to an ImportError for layer_type_validation." + "reason": "Documentation confusion for forward args is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but they are different missing symbols with different likely fixes." + "reason": "Both are import errors from transformers, but they are for different symbols and do not clearly share one root cause." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue versus a Gemma audio positional encoding bug; no shared concrete defect." + "reason": "'racoon' provides no evidence of the Gemma-4 audio positional encoding bug." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "A missing module export and a broken CLI command are distinct problems." + "reason": "ImportError for a utility symbol is unrelated to the env command breakage." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder racoon issue." + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "GLM-5 RoPE implementation is unrelated to the placeholder issue." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache handling is not the same as a typo in cache strategy names." + "reason": "Generation cache missing in chunked_prefill is unrelated to a cache-strategies typo." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Importing AutoImageProcessor and running compiled Python files are unrelated failures." + "reason": "Different failure modes: missing top-level export vs compiled Python file errors." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and TextClassificationPipeline docs are different layers of the stack." + "reason": "Tensor-parallel training bug is unrelated to docs mentioning return_all_scores." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallelism and BeitImageProcessorFast label reduction are unrelated." + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels are unrelated." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash may be a v5 regression, but it is a specific model bug, not the same issue as the broad umbrella report." + "reason": "A specific Qwen3.5 chat crash is not the same as a broad complaint that v5 breaks too many models." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA normalization precision and a missing ReLU in DSA indexer are different concrete bugs." + "reason": "RMS norm precision/config issue is unrelated to the DSA indexer problem." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as a generic bug report." + "reason": "A concrete missing-files save_pretrained bug is not the same as a generic bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and TensorBoard/TensorFlow backend detection are different issues." + "reason": "Lazy loading failure is unrelated to a TensorFlow backend detection error." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading failure is not the same as unsafe sys.modules access in modeling_utils." + "reason": "Lazy loading behavior and unsafe sys.modules access are different code paths." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen/MoE, but one is a broad model bug and the other is a missing tensor-parallel plan." + "reason": "Both involve Qwen3/MoE, but one is a v5 compatibility bug and the other is missing tensor-parallel plan metadata." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL bounding-box errors and a Qwen3.5 image-specific infinite loop are distinct model behaviors." + "reason": "Both are Qwen multimodal issues, but one is 2D bounding-box hallucination/error and the other is an infinite loop on a specific image." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A vision-model output issue is unrelated to a type-checking regression." + "reason": "A multimodal output bug is unrelated to PretrainedConfig type checking." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility after upgrade are different v5 regressions." + "reason": "Both are v5 regressions, but one is the env CLI and the other is checkpoint reload compatibility." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support and a DeepSeekV4 weight-conversion script question are not the same bug." + "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeekV4 weight-conversion question." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad v5 breakage report." + "reason": "A missing pad_token_id on Llama4Config is unrelated to the broad v5 complaint." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Removing import * usage affects import-time performance, not GenerationMixin cache behavior." + "reason": "Removing import * from models is unrelated to missing GenerationMixin cache behavior." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade/loading regressions, but one is generic checkpoint reload failure and the other is an InternVL2 remote-code/meta-init incompatibility." + "reason": "Both are v5 loading issues, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-initialization incompatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific model-config issue, not the same as the broad v5 breakage umbrella." + "reason": "StableLmConfig pad_token_idx regression is unrelated to the generic v5 complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategy docs/code is unrelated to the generic v5 regression report." + "reason": "A typo in cache strategies is unrelated to the broad v5 breakage report." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings guidance has nothing to do with cache strategy typos." + "reason": "TF32 settings guidance is unrelated to a cache-strategies typo." } ] }, @@ -15283,7 +15283,7 @@ "issue:44263|issue:45468", "issue:44261|issue:45468" ], - "prepared_review_unit_hash": "8ad415228a5fbcf13e362175886c9435aaf4289099dd40927e9d79f1ad1921f8", + "prepared_review_unit_hash": "5e7bd06bd3b6c24c69725b4d9665ccf42dee64056d31b824899ab72ec13240d7", "component_budget": { "node_count": 413, "item_count": 413, @@ -15305,264 +15305,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers bug/regression reports. The only recurring pattern is broad v5 upgrade/import breakage, but none of the soft pairs look like true duplicates of the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the best umbrella because it explicitly captures the recurring v5 upgrade/regression breakage theme and is more concrete than the very broad \"too many models\" report.", + "summary": "These items do not look like true duplicates; they span unrelated regressions, docs, model-loading, scheduler, and import issues. The soft matches are only superficially similar, so none should be merged. The best umbrella issue is the concrete v5 upgrade regression report.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the most concrete broad umbrella in the set: it captures multiple import/model-loading regressions after the 4.57.0 -> 5.5.0 upgrade, whereas the closest alternative (issue:45850) is too vague.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative cluster anchor: broad enough to cover the shared version-regression complaints, while still being a specific user-facing failure mode.", + "best_issue_reason": "issue:45278 is the best representative triage target because it is broad enough to cover the surrounding upgrade-related breakages but still specific enough to be actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Same broad v5-breakage theme, but one is generic and the other is specific import errors; not the same bug." + "reason": "Both are broad breakage reports, but one is a specific version-upgrade regression and the other is a vague complaint; not the same underlying bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to a scheduler kwarg bug." + "reason": "Different problems: flaky integration tests due to missing seeds vs. inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler argument handling." + "reason": "Different code paths: cached_file kwarg forwarding in AutoProcessor vs. scheduler configuration handling." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy-loading failure are related only at a high level, not the same issue." + "reason": "Import performance sometimes being slow is not the same as lazy loading failing functionally." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model type mismatch in SAM3 is unrelated to Liger Kernel application in model_init." + "reason": "Model-type mismatch warning in SAM3 tracker is unrelated to Liger Kernel not being applied in model_init." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bbox output are different problems." + "reason": "Python version compatibility failure and Qwen3-VL bbox output errors are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support gating for Nemotron is unrelated to Qwen3-VL output quality." + "reason": "Flash Attention 2.0 unsupported for Nemotron is a different model-support issue than Qwen3-VL box output errors." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command breakage is unrelated to scheduler kwargs propagation." + "reason": "Broken env command in v5 is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." + "reason": "Tokenizer save metadata mismatch does not match the generic bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs loss and PretrainedConfig type checking are different code paths." + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error is unrelated to the generic bug report." + "reason": "position_ids buffer access error is not the same as the generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup and HybridCache import failure are different import problems." + "reason": "Import-star performance and HybridCache import failure are different import-related issues." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import-time slowdown is unrelated to a testing_utils bug." + "reason": "Import-star performance issue is unrelated to the testing_utils bug." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism output bug are not the same underlying defect." + "reason": "A typo in cache strategies is not the same as incorrect output under pipeline parallelism." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "A missing processor method in GLM46V is model-specific, not the broad v5 breakage complaint." + "reason": "Missing image-patch method in GLM46V is a specific API bug, not the same as a vague broad regression complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen/Gemma model bugs with no shared code path." + "reason": "Qwen3-VL 2D box hallucination differs from the Qwen3.5-Moe from_pretrained regression." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and tied-weights AttributeError are unrelated." + "reason": "Optional post_init policy for patchtsmixer is unrelated to tied-weight key handling crashing on list input." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs referencing removed pipeline() APIs are unrelated to scheduler kwargs." + "reason": "Docs still mentioning pipeline() after removals is not the same as scheduler kwargs being ignored." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion for forward args is unrelated to tokenizer-loading regression." + "reason": "Documentation confusion about forward arguments is unrelated to tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-time performance and scheduler kwargs are unrelated." + "reason": "Import-star performance issue and scheduler kwargs bug are different subsystems and failures." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Model_init kernel application and flash_attention_3 training degeneration are different failures." + "reason": "Liger Kernel application in model_init and flash_attention_3 degenerate training are different problems." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading are distinct behaviors." + "reason": "Broken env command and lazy loading failure are not the same underlying issue." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer lacking ReLU is unrelated to Gemma4 audio positional encoding." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weights key handling are different bugs." + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError are distinct save/model-internal bugs." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report versus a specific Qwen3.5 MoE from_pretrained failure." + "reason": "Generic bug report and Qwen3.5-Moe from_pretrained error are not the same issue." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Lazy loading not working and scheduler kwargs ignored affect different code paths." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Both are model-component bugs, but timestamp calculation and RoPE implementation are different issues." + "reason": "Incorrect timestamp calculation and GLM-5 RoPE implementation are unrelated model-processing bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Qwen3VL processor timestamps and scheduler kwargs are unrelated." + "reason": "Timestamp processing error has nothing to do with scheduler configuration." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-API documentation confusion is unrelated to a model-loading regression." + "reason": "Forward-argument documentation confusion is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance cost and VRAM leak in dataloader threads are unrelated." + "reason": "Import-star performance issue is not the same as VRAM leakage across dataloader threads." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation wording and flash-attention import failure are unrelated." + "reason": "Documentation confusion about model.forward is unrelated to the missing _flash_supports_window_size import error." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "model_init kernel application and meta-init incompatibility are different initialization bugs." + "reason": "Liger Kernel not applied via model_init and old InternVL2 meta-init incompatibility are different regressions." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both involve model internals, but GLM-5 RoPE and Gemma-4 audio positional encoding are not the same problem." + "reason": "GLM-5 RoPE implementation discussion is unrelated to Gemma4 audio positional encoding." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak under multithreading is unrelated to RoPE implementation." + "reason": "VRAM leak in multi-threaded dataloading is unrelated to RoPE implementation details." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and DeepSeek weight conversion are unrelated." + "reason": "Continuous batching support for audio models is unrelated to asking for a weight conversion script." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API settings guidance is unrelated to a VRAM leak." + "reason": "TF32 API settings discussion is unrelated to VRAM leaks in multi-threaded inference." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and timestamp calculation are different bugs." + "reason": "Unexpected API requests despite local_files_only and timestamp calculation are different failures." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and processor.save_pretrained missing files are not the same failure." + "reason": "Timestamp calculation bug does not match processor.save_pretrained missing files." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp bug is unrelated to VRAM leakage." + "reason": "Timestamp calculation and multi-thread VRAM leak are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "CPU offload device mismatch for bark-small is unrelated to Gemma4 audio positional encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value handling is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return semantics in GlmMoeDsaIndexer are unrelated to Gemma4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "rms_norm_eps precision discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma4 audio positional encoding." } ] }, @@ -15581,8 +15581,8 @@ "review_unit_count": 49, "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-10000-413", "nodes": [ @@ -15776,8 +15776,8 @@ "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": [ @@ -15847,8 +15847,8 @@ "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": [ @@ -15910,8 +15910,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-5", "nodes": [ @@ -16042,8 +16042,8 @@ "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": [ @@ -16395,7 +16395,7 @@ "issue:43717|issue:46144", "issue:46143|issue:46144" ], - "prepared_review_unit_hash": "0708d325170005a77b4aeceb10e777f6bac8516d794c81c9923a8067256e159e", + "prepared_review_unit_hash": "a67a18593df395c58bc2099853d51ed0232616a085550b333ac0342a1ffccf5c", "component_budget": { "node_count": 10, "item_count": 10, @@ -16417,90 +16417,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the items span unrelated model, config, tokenizer, and utility issues. The RoFormer pair is the closest match in subsystem, but it still describes two different defects, so none of the soft edges should be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue\u2014the titles cover different models and bug types, with only loose RoFormer overlap that still points to separate defects.", + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models and bug types. The only near-related pair is the RoFormer duo, but they still describe different code paths, so I would not merge any pair as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the cluster is too mixed, and the only plausible relation (46143/46144) is related but not duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46144 is the most concrete and actionable code-path bug in the set; the others are not duplicates of it.", + "best_issue_reason": "If forced to pick one representative, issue 46144 is the closest hub because it is the broader RoFormer attention-path report and the only item with a near-neighbor, but it still should not serve as a duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different problems: a norm-implementation question in Llama4TextL2Norm vs an incorrect type hint in ModernBERTConfig." + "reason": "Same general normalization vocabulary, but different models and different bugs: RMS-norm question vs. incorrect type hint." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both mention loss-related behavior, but one is Mask2Former ignore_value handling and the other is kwargs forwarding to loss calculation." + "reason": "Mask2Former ignore_value handling and loss-kwargs forwarding are different code-path issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Unrelated models and defects: Mask2Former ignore_value vs DeepSeek-V4 shared expert gating." + "reason": "Different model families and different behaviors; no shared concrete bug." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different subsystems and bugs: Mask2Former loss config vs RoFormer attention implementation." + "reason": "Mask2Former loss/ignore_value bug is unrelated to RoFormer attention-interface behavior." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss handling is unrelated to tokenizer regex warning behavior." + "reason": "Tokenizer regex warning and Mask2Former ignore_value are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different code paths: Mask2Former loss setting vs a typo in orig_conversion.quantization_operation." + "reason": "A typo in a quantization attribute is unrelated to Mask2Former ignore_value usage." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Both are kwargs-related, but one is loss-function forwarding and the other is RoFormer attention interface usage." + "reason": "Generic loss-kwargs forwarding and RoFormer attention-interface usage are different bugs in different subsystems." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "kwargs forwarding bug vs ModernBERTConfig type-hint error are not the same issue." + "reason": "Loss-kwargs forwarding and ModernBERT norm_eps typing are unrelated." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERTConfig type annotation issue is unrelated to tokenizer regex warnings." + "reason": "Incorrect config type hint vs. tokenizer regex warning; no common bug." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "An incorrect type hint and a typo in a quantization attribute are distinct defects." - }, - { - "left": "issue:42936", - "right": "issue:43668", - "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERTConfig type hints are unrelated." + "reason": "Type-hint correction and attribute typo are different fixes." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba/Mamba-2 init_weights usage is unrelated to RoFormer attention interface behavior." + "reason": "Mamba init_weights usage and RoFormer attention interface are unrelated model-specific issues." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Same subsystem, but different bugs: kwargs not passed through methods vs attention implementation not using the attention interface." + "reason": "Both are RoFormer-related, but one is about kwargs passthrough in methods and the other is about the attention implementation not using the interface; adjacent, not the same duplicate bug." } ] }, @@ -16519,8 +16513,8 @@ "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": [ @@ -16582,8 +16576,8 @@ "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": [ @@ -16645,8 +16639,8 @@ "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": [ @@ -16708,8 +16702,8 @@ "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": [ @@ -16808,8 +16802,8 @@ "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": [ @@ -16930,8 +16924,8 @@ "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": [ @@ -17050,8 +17044,8 @@ "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": [ @@ -17113,8 +17107,8 @@ "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": [ @@ -17176,8 +17170,8 @@ "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": [ @@ -17239,8 +17233,8 @@ "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": [ @@ -17401,172 +17395,172 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "7f2d7233eccc40e13f1c01cea726051a6b4320cc1bc76145d7a97b244e234bb0", + "prepared_review_unit_hash": "90b99c246b839d284738ce6a3c3bd73887f93bfffa2378cfea484a2998a57b94", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38361, - "estimated_input_tokens": 9591, - "estimated_eval_tokens": 19438 + "serialized_chars": 38371, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38361, - "estimated_input_tokens": 9591, - "estimated_eval_tokens": 19438 + "serialized_chars": 38371, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is almost entirely made up of unrelated PRs spanning model additions, tokenizer/model refactors, tests, and infra fixes. The only clear duplicate-style pair is the two `fixed_cross_entropy` changes for issue 43240, which target the same loss-function bug and could be merged into one PR.", - "confidence": 0.98, + "summary": "These are mostly unrelated PRs across separate areas (new models, docs, loading, tests, and utility refactors). The only true duplicate-style overlap is the pair of `fixed_cross_entropy` patches, which both implement the same kwargs support in the same function for the same tracked issue.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best representative because it is the more complete, issue-linked implementation of the `fixed_cross_entropy` fix and directly covers the underlying bug that overlaps with #43254.", + "canonical_pr_reason": "`pull_request:43251` is the cleanest representative: it directly targets issue 43240 and implements the concrete `fixed_cross_entropy` kwargs extension in one place.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest canonical PR candidate in this cluster: it has an explicit target issue, touches the exact code path, and is the only PR pair here that looks like the same concrete change rather than just the same subsystem.", + "best_pr_reason": "`pull_request:43251` is the best PR candidate because it has the explicit issue link and the most direct, narrowly-scoped implementation of the loss fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model/docs addition vs. ExecuTorch dynamic-shape export test." + "reason": "VideoPrism model addition/docs is unrelated to an executorch dynamic-shape test change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different changes: Mistral tokenizer missing methods vs. adding a new MobileLLM model." + "reason": "Mistral tokenizer method additions and a new MobileLLM model are different changes in different subsystems." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions are unrelated to ExecuTorch export tests." + "reason": "Tokenizer API additions are unrelated to executorch export test coverage." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different PRs: processor/pretrained robustness vs. new MobileLLM model implementation." + "reason": "A processor-from-pretrained robustness refactor is unrelated to adding a new model." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Both touch loading-related code, but one is a cross-entropy kwargs fix and the other is a conversion/base_model_prefix loading bug; not the same underlying change." + "reason": "`fixed_cross_entropy` kwargs support and loading/base_model_prefix conversion fixes are different code paths and problems." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function fix vs. adding a new model; no shared underlying bug." + "reason": "Loss-function kwargs support is unrelated to a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different domains: cross-entropy helper fix vs. Mistral4 test/integration updates." + "reason": "A loss utility fix is unrelated to Mistral4 test/debug changes." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "ExecuTorch dynamic-shape test is unrelated to conversion loading prefix handling." + "reason": "Executorch dynamic-shape tests do not match the conversion/loading prefix fix." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths and goals: export test vs. Mistral4 test fixes." + "reason": "Executorch export tests and Mistral4 test fixes are separate areas with no shared underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." + "reason": "Executorch exportability testing is unrelated to adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs. config-resolution fix; not the same change." + "reason": "A new model addition is unrelated to fixing config resolution order in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated." + "reason": "MobileLLM implementation and Falcon output-collection refactoring are unrelated model changes." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "Different features: new model code vs. conversion/loading prefix fix." + "reason": "New MobileLLM files and base_model_prefix loading/conversion fixes do not address the same bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor is unrelated to Mistral4 test fixes." + "reason": "Falcon output-collection refactor and Mistral4 test fixes are different changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs. model-creation skill PR; no shared concrete bug/change." + "reason": "A model refactor is unrelated to the model-creation skill/meta change." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test fix and base_model_prefix conversion fix are different problems." + "reason": "Mistral4 test fixes and conversion base_model_prefix handling are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Different changes: Mistral4 tests vs. typo/renaming fix across CLIP-like models." + "reason": "Mistral4 test fixes and `layrnorm`\u2192`layernorm` renaming are different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the TDT loss kernel integration." + "reason": "Mistral4 tests are unrelated to adding a TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test updates are unrelated to the `cls.config` resolution order fix." + "reason": "Mistral4 test cleanup does not overlap with config resolution order fix." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Specific Mistral4 test fixes are unrelated to the broad model-creation skill PR." + "reason": "A model test fix and a repository skill/meta PR are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A concrete model addition is not the same as a repository skill for adding models." + "reason": "Adding MobileLLM is unrelated to the model-creation skill PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both change `fixed_cross_entropy` to forward the same missing cross-entropy kwargs for issue 43240; they target the same concrete loss bug and could be merged into one PR." + "reason": "Both PRs modify `fixed_cross_entropy` to add support for cross-entropy kwargs/parameters for the same tracked issue, and they plausibly collapse into one implementation." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is grounded in the packet. The only accepted soft-edge pair, PR #43251 and PR #43254, is clearly the same `fixed_cross_entropy` bugfix against the same issue target and looks mergeable into one PR. The other pairwise rejections are conservative and consistent with the diffs and titles." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair is well-supported: both PRs touch `src/transformers/loss/loss_utils.py`, target issue 43240, and appear mergeable into a single kwargs-support fix for `fixed_cross_entropy`. The rejected pairs are also reasonably treated as unrelated or too distant to be the same bugfix." }, "evaluator_used": true, "retried": false, @@ -17593,7 +17587,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "d264e4cecf5fc431a01b7a3b83ec0225efbec9ee774c0942a747f1c8319e56d2", + "prepared_review_unit_hash": "4dafadc9eb5ba9c160cf3132ab6aa5d7d253c32557d466de11ba8a7ff5fd1c74", "component_budget": { "node_count": 2, "item_count": 2, @@ -17615,18 +17609,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice PRs overlap heavily in model scaffolding, but they are not duplicates: one implements the base model, the other adds a realtime variant plus acoustic-tokenizer work.", - "confidence": 0.89, + "summary": "Two related VibeVoice pull requests, but they target different scope: one is the initial VibeVoice integration, the other is a newer VibeVoice Realtime/acoustic-tokenizer extension. They overlap on shared model infrastructure, but are not the same change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the earlier, broader base VibeVoice implementation and is the best representative of the core feature set in this cluster.", + "canonical_pr_reason": "PR #42781 is the broader, newer VibeVoice effort and is the better representative of the cluster because it includes the realtime and acoustic-tokenizer work in addition to the base model integration.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the most suitable anchor because it covers the foundational VibeVoice integration; PR 42781 is a later, more specialized realtime extension rather than the same change.", + "best_pr_reason": "PR #42781 is the strongest single anchor for this cluster: it is newer, more complete, and covers the latest VibeVoice-related implementation area, while #40546 is an earlier base implementation.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice subsystem, but the diffs are not the same concrete change: 42781 adds realtime support and a separate acoustic tokenizer path on top of the base model implementation in 40546. These could not be safely merged as one duplicate PR." + "reason": "Same model family, but not the same concrete change. #40546 implements base VibeVoice support, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer pieces and extra generation changes. The overlap is broad infrastructure, not a duplicate PR that could simply be merged into one." } ] }, @@ -17656,12 +17650,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "95a3925779de79f799807f11261036ca3e106b8e18f35f393b3ca038ce8ca6fa", + "prepared_review_unit_hash": "6b495204b3aa97a010a0c860b253f1eba78fd8fa67db76ca31717a28d77e1c20", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17669,7 +17663,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17678,18 +17672,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They do not represent the same underlying bug or change, so the soft duplicate edge should be rejected.", + "summary": "False positive cluster: one PR adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They target different model families and code paths.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the more focused, self-contained change: it adds DINOv3 image classification support with directly related model, auto-model, and test updates.", + "canonical_pr_reason": "No true duplicate exists; if a representative PR is needed, 41224 is the cleaner, more self-contained feature addition.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the clearest representative of the cluster because it has a narrow, concrete code path and well-scoped model support changes.", + "best_pr_reason": "41224 is the more focused and review-backed standalone change, making it a better cluster representative than 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and goals: TimesFM forecasting with covariates versus DINOv3 image classification support. No shared code path or mergeable single PR." + "reason": "These are unrelated features in different subsystems (TimesFM covariate forecasting vs. DINOv3 image classification) and do not fix the same concrete code-path problem." } ] }, @@ -17784,12 +17778,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "63be4433f1c9c855ecf4d2e5824199129aba0063ee929616e85cb3d88ed8d728", + "prepared_review_unit_hash": "a98e6b55145ba8e5cb9f239c7ee81ad8979c24cab6e6b0789d6a06c0ff7dee5a", "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 }, @@ -17797,7 +17791,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17806,24 +17800,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs for different models (DeepSeek OCR, Isaac, and Kimi2-6). The overlap is limited to shared Transformers integration boilerplate and documentation files, not the same underlying change.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share generic Transformers integration scaffolding, but they do not appear to fix or add the same concrete model/change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate canonical PR exists here; the PRs target different models. If one must be chosen as a cluster anchor, #45630 is the most substantial and highest-activity integration.", + "canonical_pr_reason": "No single canonical PR: each PR adds a different model with its own files, tests, and model-specific implementation, so they should not be collapsed as duplicates.", "best_issue_reason": null, - "best_pr_reason": "#45630 is the strongest representative only in the sense that it is the most complete/high-activity model integration, but it is not a duplicate of the others.", + "best_pr_reason": "Kimi2-6 is the best anchor only in the sense that it has the highest discussion/activity and a full integration surface, but it is still a distinct model-addition PR, not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions: DeepSeek OCR vs Isaac. Shared auto-registration/docs files are generic boilerplate and do not indicate the same code-path fix or mergeable duplicate PR." + "reason": "Different model additions (DeepSeek OCR vs Isaac); shared auto-registration/doc scaffolding is generic and not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions: Isaac vs Kimi2-6. The shared filenames are broad integration scaffolding, not evidence of the same underlying bug or change." + "reason": "Different model additions (Isaac vs Kimi2-6); overlap is limited to standard model onboarding files, not one concrete bug or feature." } ] }, @@ -17853,7 +17847,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "e423b95732429ceeb20010b338527b605c8c4f43a205078975717441e14fe856", + "prepared_review_unit_hash": "bba96240a4867df568492442fe3370afcf2f4abf0a78a4ebfcac7e69ab59a36e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17875,18 +17869,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related CI maintenance PRs, but they are not the same change: PR 42975 upgrades several GitHub Actions primarily for Node 24 compatibility, while PR 42976 updates Docker build actions to newer versions. They touch some of the same workflow files, but the concrete actions and intent differ.", - "confidence": 0.91, + "summary": "Two open PRs both refresh GitHub Actions dependencies, but they target different action families and different maintenance goals: one is a Node 24 compatibility sweep, the other is a docker/build-push-action upgrade. They are related maintenance work, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical candidate because it has a clearer, broader, and more specific goal (Node 24 compatibility) across many workflows, whereas PR 42976 is a narrower version-bump PR focused on Docker build actions.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, more clearly scoped workflow-actions compatibility update (checkout/cache/upload-artifact and related workflow runners) and its title reflects the concrete maintenance goal.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest representative of the cluster since it targets a concrete platform compatibility problem and has the more substantial, unified workflow-upgrade scope.", + "best_pr_reason": "PR 42975 is the best single PR to represent this cluster because it covers the broader GitHub Actions compatibility refresh across many workflows; PR 42976 is a narrower docker-action version bump and not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying maintenance changes: one is a Node 24 compatibility upgrade for several GitHub Actions, the other is a Docker build-action version bump. Shared workflow filenames alone are not enough to treat them as duplicates." + "reason": "Both are workflow dependency upgrades, but they touch different actions and different code paths: 42975 is about Node 24-compatible GitHub Actions versions, while 42976 upgrades docker/build-push-action. They are not the same underlying fix and would not naturally merge into one PR." } ] }, @@ -17923,7 +17917,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "51bdc8394eba9af821b96c4fd05104cffcddc7a43a5405df5a1c9cee95e7c355", + "prepared_review_unit_hash": "661cf84cca2c042cddd20d0ab8c57948138ff93fbd14d81d110f44613c346433", "component_budget": { "node_count": 4, "item_count": 4, @@ -17945,48 +17939,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model-addition PRs that only overlap on shared Transformers boilerplate (docs, auto-mapping, package exports). They are not the same underlying change, so no duplicate cluster should be formed.", + "summary": "These are four separate model-addition PRs that only overlap on common Transformers scaffolding (docs, auto registries, test/repo plumbing). They do not look like duplicates of one another.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43451 (Molmo2) is the most developed representative of the cluster, with the highest review activity and the broadest implementation footprint, but it is still a distinct model-addition PR rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the most substantial and complete of the set, with the broadest model integration surface and the highest review activity, so it is the best representative PR if one must be chosen.", + "best_pr_reason": "PR 43451 is the strongest cluster representative: it has the largest review footprint and a full model/docs/tests integration, making it the best single PR to anchor the cluster even though the others are unrelated additions.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo are unrelated model additions; shared files are only generic registration/docs hooks, not the same bug or change." + "reason": "Different model families (ViT NEPA vs Molmo). Shared files are generic model-registration and docs scaffolding, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 add different models with different configs, processors, and tests; overlap is only in common auto/docs plumbing." + "reason": "ViT NEPA and Molmo2 are distinct model integrations with different codepaths and filenames; overlap is only in shared auto/docs plumbing." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM target different model families and code paths; the similarity is just shared Transformers integration scaffolding." + "reason": "ViT NEPA is a vision model add-on, while CTSM is a timeseries model. They share only broad repository boilerplate, so they are not mergeable as one PR." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model ports, not one concrete fix; they share some auto-mapping/doc files but implement different architectures and processors." + "reason": "Molmo and Molmo2 are related by name but are separate model releases with different implementation files, processors, and tests; not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model additions with different filenames, modules, and tests; the overlap is too generic to merge as duplicates." + "reason": "Molmo and CTSM target unrelated domains and codepaths. The shared files are generic registry/docs changes, which is insufficient for duplicate acceptance." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model integrations; shared edits are limited to boilerplate registration files and do not indicate the same underlying change." + "reason": "Molmo2 and CTSM are different model additions in different subsystems (multimodal vs timeseries); they do not fix the same underlying problem and would not plausibly be merged into one PR." } ] }, @@ -18021,58 +18015,58 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "22a3ab74a712ba5191703acc117a801b7b80ab344fe5227aa4b5bf2254633678", + "prepared_review_unit_hash": "3bd095dbc49925ec46064b6fe12bc2771d6ee887223847392eca7fe0ecd20514", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9389, - "estimated_input_tokens": 2348, - "estimated_eval_tokens": 4952 + "serialized_chars": 9387, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9389, - "estimated_input_tokens": 2348, - "estimated_eval_tokens": 4952 + "serialized_chars": 9387, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates. One is a Whisper tokenizer/test fix, one is a test-only CLIP/ViT change, one is an FP8/dequant bug fix, and one is an FSDP tied-weights cleanup/fix. They touch different code paths and should be triaged separately.", - "confidence": 0.86, + "summary": "The cluster is mostly superficial similarity from generic fix titles; the PRs touch unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequant/loading, and FSDP tied weights). No pair looks like the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest representative because it contains a concrete implementation fix in core loading and FP8 quantization code, with the most clearly defined underlying bug compared with the test-only or unrelated subsystem PRs.", + "canonical_pr_reason": "No single PR is a true canonical duplicate target here because the items are unrelated; if forced to pick the most representative, PR #44815 is the most concrete, code-path-focused fix with a clear implementation and test surface.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best standalone PR in this cluster: it addresses a specific runtime behavior change in the actual code path, while 43291 and 43665 are primarily test-oriented and 46102 is a different FSDP area.", + "best_pr_reason": "PR #44815 is the strongest standalone change: it addresses a specific FP8/dequantization path, spans the relevant implementation files, and is more substantive than the test-only or generic-fix PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are loosely titled as test fixes, but they target different models and different changes (Whisper tokenizer/tests vs CLIP/ViT test assertions). No shared underlying bug or mergeable single fix." + "reason": "Different subsystems and bug classes: Whisper tokenizer decode logic vs. CLIP/ViT test edits. The shared 'fix' framing is only superficial." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/tokenizer fixes are unrelated to FP8 dequantization and core loading changes; different subsystems and different failure modes." + "reason": "Whisper decoding/timestamp handling is unrelated to FP8 dequantization and model loading changes." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "A test-only CLIP/ViT change is not the same underlying issue as an FSDP tied-weights fix/cleanup. They do not look mergeable into one PR." + "reason": "Generic test changes in CLIP/ViT do not match FSDP tied-weights/runtime behavior changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Despite superficial similarity in being fixes, these address different concrete problems: test assertions for vision model tests versus dequant/loading logic. Not the same bug or change." + "reason": "Test-only CLIP/ViT edits are not the same underlying change as FP8 dequant/loading fixes." } ] }, @@ -18109,12 +18103,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "6918c8786aeae518c9d9e9fe2c2f9116fe64f946407726afa588ceabdc85f607", + "prepared_review_unit_hash": "dfc43ec2cc1e156d0ced3b81245bc88cd346575ac06f915f73adb125f574287b", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11341, + "serialized_chars": 11343, "estimated_input_tokens": 2836, "estimated_eval_tokens": 5928 }, @@ -18122,7 +18116,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11341, + "serialized_chars": 11343, "estimated_input_tokens": 2836, "estimated_eval_tokens": 5928 }, @@ -18131,48 +18125,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated test/bot-validation PRs. The only true duplicate pair is the two identical ViT test-migration PRs (46100 and 46114); the rest touch different subsystems and should stay separate.", - "confidence": 0.93, + "summary": "This cluster is mostly a mix of unrelated placeholder/test PRs. The only true duplicate pair is the ViT test-migration PRs 46100 and 46114, which have the same patch; the other PRs target different workflows or test/setup changes and should stay separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the cleanest representative of the duplicate pair: it has the same exact ViT test diff as 46114, while the other PRs are unrelated changes in workflows, setup, or model code.", + "canonical_pr_reason": "PR 46100 is the earlier of the exact duplicate ViT test-migration PRs and is the cleanest anchor for that pair.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the best cluster representative because it matches the only true duplicate exactly and has the least noisy title among the near-identical test PRs.", + "best_pr_reason": "PR 46100 is the best representative because it matches 46114 byte-for-byte in the shown diff and is the earliest instance of that change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Different changes: 43488 is a setup/version/dependency tweak plus bot test artifacts, while 46114 is a ViT test migration PR. Same file overlap is not enough." + "reason": "Different changes: 43488 tweaks setup/versioning and repo-bot test plumbing, while 46114 is only a ViT test-migration stub." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "These target different code paths and purposes: 43488 changes packaging/versioning, whereas 43532 rewrites CI/workflow logic and related test harness code." + "reason": "Both are dummy/internal PRs, but the patches are unrelated: setup/versioning vs workflow/comment-ci changes." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Both touch test-related files, but the actual changes are unrelated: workflow/CI plumbing versus a small ViT test migration." + "reason": "Unrelated code paths: self-comment CI/workflow plumbing versus a ViT test file stub." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Not the same underlying change. 45932 is a broad model/config/workflow instrumentation PR, while 46100 only adds failing ViT tests for migration checking." + "reason": "Not the same underlying change: 45932 spans multiple model/config/workflow files, while 46100 only adds failing assertions to one ViT test file." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These are effectively identical PRs: same modified test file and same added failing assertions, so they look like the same underlying test-migration change." + "reason": "Same underlying change: both patches modify the same ViT test file in the same way and appear to be duplicate test-migration PRs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet. The identical ViT test diffs in 46100 and 46114 support the only true duplicate pair, and the other proposed pairs are conservatively rejected because their diffs target different subsystems or purposes (setup/dependency changes, CI/workflow plumbing, or broad model/config edits)." + "feedback": "Grounded overall. The packet clearly supports 46100 and 46114 as exact duplicate ViT test-migration PRs, with 46100 created earlier. The other pairwise rejections are conservative and the listed changes do not look mergeable into one PR for the same bugfix." }, "evaluator_used": true, "retried": false, @@ -18199,7 +18193,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "3faffc071f212f4e785b69865c2aac672c4bab1bb07fe7609dc8f26886704808", + "prepared_review_unit_hash": "8494015f0f9b45680bfeb0b449b07d19b05165a4f99b7ea9f06584d563e16609", "component_budget": { "node_count": 2, "item_count": 2, @@ -18221,18 +18215,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share scaffolding and docs changes, but they target different underlying models/tasks and should not be deduplicated.", - "confidence": 0.94, + "summary": "These PRs are related feature additions in the same area, but they implement different pipelines for different segmentation tasks and model sets, so they should not be treated as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader, more fully integrated feature PR and is the better representative of the cluster if one must be chosen; PR #43612 is a distinct pipeline feature rather than a duplicate.", + "canonical_pr_reason": "PR 43613 is the broader anchor if one must pick a representative, but it is still a separate feature from 43612 rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the strongest standalone candidate because it covers more model integrations and test surface, but it is still not the same change as #43612.", + "best_pr_reason": "PR 43613 is the stronger standalone representative because it covers a broader visual-segmentation integration and has the larger implementation footprint, but it is not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipelines and problem statements: concept segmentation vs visual segmentation. Shared docs/registry boilerplate is not enough to treat them as the same fix/change." + "reason": "Different feature PRs: promptable concept segmentation vs promptable visual segmentation, with distinct pipeline files, model integrations, and tests; they are related but not the same concrete change." } ] }, @@ -18262,40 +18256,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "5be6ddd88f87b472870e08c3e49fdc9c5cde5f0ff57b7896496d794328f0c4e5", + "prepared_review_unit_hash": "ee703b137d362bb95fb0c4dfca0e15d85d8dc56d57516dbd6f660ff72776372f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct trainer.py changes: one adds a hook for gradient-accumulation loss scaling, the other refactors signature-column extraction for custom/PEFT trainers. They are not duplicates and should remain separate.", - "confidence": 0.98, + "summary": "These are two separate trainer PRs in the same file but on different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for model input filtering. They are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs solve different problems in different trainer code paths (loss scaling vs. signature-column filtering).", + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: 43651 and 43663 address unrelated trainer behaviors and should not be merged as one change.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more self-contained concrete behavior change; PR #43663 is a separate refactor/API extension point.", + "best_pr_reason": "43651 is the stronger representative PR if one must be chosen, because it makes a concrete behavior change in training_step rather than an internal helper extraction.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file, but different functionality and different underlying code paths: gradient accumulation loss scaling versus model signature/column filtering. They do not look mergeable into one PR." + "reason": "Different functionality: 43651 adjusts loss scaling during gradient accumulation, while 43663 refactors signature-column inspection for filtering inputs. Same file is not enough to treat them as the same change." } ] }, @@ -18325,7 +18319,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "def6fd8101b096f4eba60e98d2e86a580ebd48a9f00ac1400e4b70128f19fcfa", + "prepared_review_unit_hash": "54a80682d5c32b395bd5d3ba26ad64a06bc51216280731bdbd2cfc6600b82575", "component_budget": { "node_count": 2, "item_count": 2, @@ -18347,25 +18341,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct CLI typing fixes in the same file: one uses postponed annotations to avoid runtime annotation evaluation, the other handles TypeAdapter typing when pydantic is absent. They are not the same underlying change.", - "confidence": 0.88, + "summary": "Both PRs are very likely variants of the same CLI import-time TypeAdapter/type-annotation NameError fix in src/transformers/cli/serve.py.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: both are small, adjacent fixes in `src/transformers/cli/serve.py`, but they address different runtime-typing failure modes rather than one duplicate change.", + "canonical_pr_reason": "PR 43842 is the cleaner, more targeted fix: it explicitly keeps TypeAdapter behind TYPE_CHECKING and quotes the annotation to avoid runtime import errors when pydantic is absent.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the more concrete representative because it names the exact failure mode (`TypeAdapter NameError when pydantic is not installed`) and contains the narrower, self-contained fix.", + "best_pr_reason": "PR 43842 is the best representative of the cluster because it directly addresses the concrete failure mode described in its title and diff, with minimal unrelated typing cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Both touch `serve.py` and involve `TypeAdapter`, but 43656 fixes annotation evaluation via `from __future__ import annotations` and typing cleanup, while 43842 fixes the optional-pydantic import/annotation path with a stringified `TypeAdapter`. Different bugs; not mergeable as one PR." + "accept": true, + "reason": "Both PRs modify the same file to prevent the same TypeAdapter-related import/annotation NameError in the CLI; they look like two implementations of the same underlying bug fix and could plausibly be merged into one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py` and both are titled around a `TypeAdapter`/annotation NameError in the CLI. The mergeability claim is conservative enough because the diffs appear compatible and address the same runtime-import hazard, even though PR 43656 also includes broader typing cleanup." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18551,430 +18548,400 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "96d04034feba4194cc1d07a1bd0c4a0e9d459bf7c28d27f886a02656d351b7e7", + "prepared_review_unit_hash": "7b4a39cbfbbc57e72be9a8e1252e80d7fa6937b53013aee703092cc7198efb67", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76935, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a theme cluster of standardized output-tracing refactors across many different models, not one duplicate bug. Only the GPT-Neo and GPT-J variants look like true same-change overlaps; the rest are broad-similarity false positives across different code paths.", - "confidence": 0.82, - "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the best representative of the overlapping GPT-J/CodeGen output-tracing work: it is the later, broader iteration and subsumes the GPTJ-only variant(s).", - "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest standalone PR in the cluster because it captures the same concrete output-tracing refactor as the GPT-J duplicates, but in the most complete form.", + "summary": "This cluster is mostly a topic group around converting model-specific forward paths to standardized output tracing decorators. A few PRs are true duplicates within the same model family (notably GPT-J/CodeGen and GPT-Neo), but most only share the umbrella issue #43979 and are not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43979 is the shared umbrella for the standardized output-tracing migration across these models.", + "canonical_pr_reason": "PR #44722 is the strongest representative of the GPT-J/CodeGen duplicate subgroup: it targets the common umbrella issue, touches the same concrete files as the other GPT-J variants, and appears to be the latest consolidated version of that exact change.", + "best_issue_reason": "#43979 is the best global issue anchor because all of these PRs are variations of that output-tracing migration program.", + "best_pr_reason": "#44722 is the best global PR anchor among the actual duplicates, but only for the GPT-J/CodeGen subgroup; the rest of the cluster is too heterogeneous to collapse into one PR.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; same output-tracing theme is too broad to treat as a duplicate." + "reason": "Both are output-tracing refactors, but for different models/files; same umbrella issue is not enough to make them duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; these are not the same concrete change." + "reason": "Different model families and code paths; only the refactor theme matches." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch GPT-J output tracing in the same file; 44066 is a broader superset that can absorb 44085." + "reason": "Same GPT-J/CodeGen output-tracing refactor; same concrete code paths and mergeable as one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models/code paths; only the refactor pattern matches." + "reason": "Both standardize output tracing, but they affect different vision model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models and implementations; shared issue target is not enough." + "reason": "Different models and files; this is only a shared refactor pattern." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; not the same concrete bug or change." + "reason": "Different model families; no shared concrete bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model code paths; only the generic output-tracing refactor theme overlaps." + "reason": "Different architectures; shared issue target alone does not make them duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are unrelated code paths." + "reason": "GPT-J/CodeGen versus MGP-STR; same theme, different underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different models and subsystems; not mergeable as one duplicate fix." + "reason": "Different model files and code paths; not the same fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file and same standardized output-tracing refactor; 44068 looks like the later iteration." + "reason": "Same GPT-Neo output-tracing refactor for the same model file and path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J vs GPT-Neo; similar refactor style but different model code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are separate fixes, even if both are tracing refactors." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are different implementations; not the same change." + "reason": "Different model families; shared umbrella issue is insufficient." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet/EfficientNet-style vision refactor vs GPT-J/CodeGen language-model refactor." + "reason": "ResNet output-tracing refactor versus GPT-J/CodeGen refactor; unrelated concrete code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths." + "reason": "MGP-STR versus GPT-J/CodeGen; same general pattern but not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same issue label does not make these duplicates." + "reason": "Different models and implementations; no duplicate evidence beyond theme." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Different model code paths." + "reason": "GPT-Neo and ResNet are separate refactors in different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different subsystems; only the refactor motif is shared." + "reason": "ResNet versus MPT; only the output-tracing initiative matches." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model implementations." + "reason": "GPT-Neo refactor versus GPT-J/CodeGen refactor; not the same underlying fix." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "Different model families and files; no duplicate relationship." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J refactors are different model-specific changes." + "reason": "MPT and GPT-J/CodeGen are separate model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different models/code paths." + "reason": "Different models; only the refactor style is shared." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same underlying change." + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations." + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same bug/change." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; shared theme is too broad." + "reason": "Separate model refactors with no shared code path." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44085", "accept": false, - "reason": "MPT and MGP-STR are different code paths." + "reason": "MPT and GPT-J/CodeGen are not duplicates." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; not the same bug or change." + "reason": "GPT-2 and MGP-STR are different model implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated." + "reason": "GPT-J/CodeGen versus MGP-STR; same theme only." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different model families." + "reason": "ViLT and Flaubert/XLM are unrelated model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J output-tracing refactors are model-specific and not duplicates." + "reason": "GPT-2 and GPT-J/CodeGen differ in concrete code path and change set." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different implementations." + "reason": "GPT-Neo and MPT are distinct model refactors." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J are unrelated model code paths." + "reason": "Segformer and GPT-J/CodeGen are different underlying changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different models." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBERT are different code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT and Flaubert are unrelated model implementations." + "reason": "Segformer versus LongT5; only the broad migration theme overlaps." }, { "left": "pull_request:44017", - "right": "pull_request:44071", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and MPT are different models." + "reason": "Segformer and VisualBert are separate model-specific changes." }, { - "left": "pull_request:44059", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are different code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert are different model families." + "reason": "GPT-Neo versus MPT; no duplicate evidence." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBERT and LongT5 are not the same concrete change." + "reason": "RegNet and VisualBert are unrelated concrete refactors." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-2 and GPT-Neo are different implementations." + "reason": "MPT and ImageGPT touch different model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44018", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and GPT-Neo are different code paths." + "reason": "TextNet and Flaubert/XLM are separate model-specific changes." }, { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert and LongT5 are different models." + "reason": "MPNet and LongT5 are different code paths; not the same PR." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "Different vision models; only the refactor pattern overlaps." + "reason": "RegNet and Segformer are distinct refactors." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated model implementations." + "reason": "RegNet and MPNet are unrelated concrete fixes." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44129", "accept": false, - "reason": "MPT and ImageGPT are different code paths." + "reason": "MPT and SpeechT5 are separate model changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert are different models." + "reason": "SqueezeBERT and MPT do not share the same underlying bug/change." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and LongT5 are unrelated." + "reason": "Different models and implementations; only the output-tracing theme matches." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet/ResNet-class vision code vs GPT-Neo language-model code." + "reason": "GPT-Neo and SpeechT5 are separate code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "Different model families and code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", + "right": "pull_request:44074", "accept": false, - "reason": "TextNet and LongT5 are unrelated implementations." + "reason": "RegNet and TextNet are unrelated model-specific refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "Vision model refactor vs MPT refactor; not duplicates." + "reason": "RegNet and SpeechT5 are not duplicates." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT and MPT are different model code paths." + "reason": "MPT and SpeechT5 affect different models and behaviors." }, { "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBERT and VisualBERT are different models." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated implementations." + "reason": "SqueezeBERT and GPT-Neo are separate changes." }, { - "left": "pull_request:44074", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different models." + "reason": "CVT/FNet and LongT5 are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated code paths." + "reason": "CVT/FNet versus Segformer; same migration theme, different fixes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are different models." + "reason": "SqueezeBERT and DeBERTa-v2 are unrelated concrete refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are different implementations." + "reason": "DeBERTa-v2 and TextNet are different model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing refactor; 44722 is the later, broader iteration." + "reason": "Same GPT-J/CodeGen output-tracing refactor; same code paths and effectively the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both rewrite GPT-J output tracing in the same file; 44722 supersedes the GPTJ-only variant." + "reason": "Same GPT-J output-tracing refactor; the title mismatch does not change the underlying file-level change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated code paths." + "reason": "GPT-J and SpeechT5 are separate model changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT vs RegNet/ResNet-class changes; not the same concrete bug or change." + "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR-ResNet are different fixes." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are different model families." + "reason": "Different models and code paths; only the umbrella refactor theme overlaps." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different implementations." + "reason": "DeBERTa-v2 and SpeechT5 are not the same bug/change." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated model code paths." + "reason": "DeBERTa-v2 and VITS are separate model-specific refactors." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different models; the shared refactor style is too broad." + "reason": "FocalNet and ImageGPT are unrelated concrete changes; same issue family only." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical PR choice is supported by the later GPT-J/CodeGen overlap in 44722, and the true soft-edge matches are limited to the same-model GPT-Neo and GPT-J family overlaps. The false edges are appropriately cautious given the cross-model differences." + "feedback": "Grounded and appropriately conservative. The summary stays within the packet evidence: it treats #43979 as the umbrella issue, limits duplicate claims to the GPT-J/CodeGen and GPT-Neo subgroups, and rejects cross-model pairs unless there is shared file-level/change-set evidence. I don\u2019t see overstatement or an unmergeable PR-pair claim." }, "evaluator_used": true, "retried": false, @@ -19009,64 +18976,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "43e076dc26d93b35435ae95e6df735262d784201529acf508653161e0616dd53", + "prepared_review_unit_hash": "2d14d642ee652ef800c1717fcce56314edb0c00ca2d2ba45b544f5f1844fe158", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific PRs that all follow the same broad output-tracing refactor pattern, but they are not duplicates of one another. I reject every soft edge because each PR targets a different model/code path, so none could plausibly be merged into a single concrete fix.", - "confidence": 0.93, + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they touch different architectures and code paths, so they are not true duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster theme: it is a straightforward single-model refactor with a generic title and minimal extra scope.", + "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target and a concrete output-tracing refactor in SpeechT5, while the others are similar model-local migrations without evidence they address the same change.", "best_issue_reason": null, - "best_pr_reason": "44073 is the best cluster exemplar, but not a duplicate target; the others are separate per-model implementations of the same refactor pattern.", + "best_pr_reason": "PR 44129 is the best fit for the cluster representative: it is clearly scoped, has the most explicit tracking context, and shows a substantive but model-specific implementation change.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet); they change separate code paths and are not the same fix." + "reason": "Both are output-tracing refactors, but they modify different models (VisualBert vs TextNet) and different implementations; same theme, not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are distinct model implementations; this is the same refactor style, not the same underlying bug or change." + "reason": "MPNet and VisualBert have separate model-specific output-capture refactors with different classes and wiring, so they are not mergeable as one fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward/output plumbing; too broad a similarity to be considered one duplicate PR." + "reason": "These touch different model code paths (MPNet vs TextNet); they share a refactor pattern but not the same underlying bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific refactors; shared migration pattern is not enough for duplication." + "reason": "RegNet and SqueezeBert are unrelated model implementations; both are standardized output-tracing migrations, but they are not duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch separate model code paths and different output-tracing implementations, so they should stay separate." + "reason": "SqueezeBert and SpeechT5 are different models with different forward-pass logic; the shared output-tracing theme is too broad to treat as the same PR." } ] }, @@ -19152,298 +19119,286 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "14fb5512dd2374cc6d60e1d16e14926c256610ac004668e7c374599d4273aff2", + "prepared_review_unit_hash": "a40e79ff13c8141585cf4533f3cf58ead8a1ed6924d737abe623b201c799683d", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43784, - "estimated_input_tokens": 10946, - "estimated_eval_tokens": 22148 + "serialized_chars": 43786, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43784, - "estimated_input_tokens": 10946, - "estimated_eval_tokens": 22148 + "serialized_chars": 43786, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related output-tracing refactors, but they are model-specific changes across different code paths, not duplicates. The docs toctree PR is unrelated. I would not merge any soft edge.", - "confidence": 0.94, + "summary": "These PRs are all in the same broad \u201coutput tracing refactor\u201d theme, but they touch different models and code paths. I found no strong duplicate/merge candidates; the only clearly unrelated item is the docs toctree PR.", + "confidence": 0.73, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative PR is needed, 44003 is the strongest canonical pick: it contains the most complete output-tracing plumbing (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`) and spans two related model files. The rest are separate model-specific refactors, not duplicates.", + "canonical_pr_reason": "PR 44025 is the most self-contained representative of the batch: it applies the tracing refactor to a model plus its prompt variant, adds the decorator cleanly, and includes test coverage.", "best_issue_reason": null, - "best_pr_reason": "44003 is the best representative of the cluster because it shows the core output-tracing refactor pattern with the broadest implementation surface; it is more central than the smaller single-model PRs, and the docs PR is unrelated.", + "best_pr_reason": "PR 44025 is the best overall representative of this cluster because it is concrete, focused, and more complete than the tiny one-file refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing cleanups, but `timm_backbone` and `upernet` are different model implementations and code paths, so this is not the same underlying change." + "reason": "Different models and code paths (timm_backbone vs upernet); same refactor theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and APIs (`timm_backbone` vs `vision_text_dual_encoder`); similar refactor theme, but not one duplicate bug/change." + "reason": "Different architectures and files; both are output-tracing refactors, but not one underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` and `univnet` are separate model-specific refactors with different forward paths, not the same change." + "reason": "timm_backbone and univnet are unrelated model paths." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` output tracing and the Mamba/FalconMamba capture plumbing are distinct code paths; related theme, not duplicates." + "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); no shared concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are unrelated model implementations; same broad subsystem, but not the same concrete change." + "reason": "Different model codepaths; same refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are separate model refactors, not one shared bug or mergeable duplicate." + "reason": "MobileNetV1 and UnivNet are unrelated implementations." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Both touch output tracing, but `mobilenet_v1` and `upernet` are different model code paths and not the same underlying fix." + "reason": "MobileNetV1 vs UperNet; similar output-tracing cleanup, not the same bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` vs `depth_anything`: different architectures and different model files, so not a duplicate change." + "reason": "DepthAnything and MobileNetV1 are separate model families with distinct forward paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are separate model-specific refactors; same theme, different change." + "reason": "Different seq2seq wrapper/model codepaths; not mergeable as one fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated code paths and should not be merged as duplicates." + "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated; same refactor style only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` both mention output tracing, but they are different models with different forward logic." + "reason": "Vision-text dual encoder vs UnivNet: different model domains and outputs." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "`vision_text_dual_encoder` and `upernet` are separate model wrappers; not the same concrete bug/change." + "reason": "Different model codepaths; no shared concrete defect." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and Mamba/FalconMamba output-capturing are different implementation paths, so this is not a duplicate." + "reason": "Vision-text dual encoder and mamba/falcon_mamba are unrelated." }, { "left": "pull_request:44000", - "right": "pull_request:44025", + "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are different multimodal vs depth models; similar refactor style, not the same change." + "reason": "CodeGen cache/output-signature change is a different fix from vision-text tracing refactor." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are separate model-specific output-tracing changes, not one shared fix." + "reason": "UnivNet and UperNet are different architectures and forward paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and Mamba/FalconMamba affect different recurrent/generative code paths, so they are not duplicates." + "reason": "Different model families; only the refactor motif is shared." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are different model families and different forward methods; not the same change." + "reason": "UnivNet vs DepthAnything: separate model-specific tracing changes." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are different model implementations; this is only a broad thematic match." + "reason": "UperNet and RWKV are unrelated codepaths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` segmentation tracing and Mamba/FalconMamba tracing plumbing are not the same code-path fix." + "reason": "UperNet vs mamba/falcon_mamba; no single underlying bug." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba tracing plumbing and `superpoint` output tracing are distinct model-specific changes, not duplicates." + "reason": "Mamba/FalconMamba and SuperPoint are entirely different model stacks." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` output-capturing plumbing and `codegen` cache/output-signature refactoring are different concrete changes." + "reason": "CodeGen\u2019s forward/cache refactor is not the same change as mamba tracing cleanup." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` touch unrelated model code paths; similar refactor pattern only." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "`univnet` and `codegen` are separate model implementations with different output semantics, so not a duplicate." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "`upernet` and `codegen` are different model families; this is not the same underlying bug/change." + "reason": "TimmBackbone and CodeGen are unrelated subsystems." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` both refactor tracing, but they are separate model wrappers and different code paths." + "reason": "DepthAnything and VisionEncoderDecoder are different models; similar decorator usage is not enough." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are different model families; not one duplicate refactor." + "reason": "DepthAnything and SpeechEncoderDecoder are separate codepaths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated model implementations, despite the shared output-tracing theme." + "reason": "DepthAnything and SuperPoint are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are distinct code paths and not the same concrete change." + "reason": "DepthAnything and RWKV are distinct architectures with different tracing semantics." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate model-specific refactors, so they should not be merged as duplicates." + "reason": "DepthAnything and DPR do not share the same concrete fix." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are different architectures and different output paths; not duplicates." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrapper models; not a duplicate change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related wrapper types, but they still change different code paths and are not the same PR." + "reason": "Different models and forward paths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model implementations; only the refactor style is similar." + "reason": "Seq2seq wrapper refactor vs RWKV tracing cleanup; not the same bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are separate model-specific output tracing changes, not one underlying fix." + "reason": "VisionEncoderDecoder and DPR are unrelated codepaths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are different model families and code paths, so this is not a duplicate." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are separate model refactors; same broad subsystem, different change." + "reason": "Different architectures and output behavior." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are unrelated model implementations, so they should stay separate." + "reason": "SpeechEncoderDecoder and DPR are separate implementations." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are distinct model code paths; this is only a topical similarity." + "reason": "SuperPoint and RWKV are different models with no shared concrete defect." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are different model-specific refactors and not the same underlying change." + "reason": "SuperPoint and DPR are unrelated." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` both touch output-related behavior, but they are different model implementations and not duplicates." + "reason": "RWKV and DPR are different model paths; not one mergeable fix." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "`speech_encoder_decoder` is a model refactor; `46106` is a docs toctree reorganization, which is unrelated." + "reason": "SpeechEncoderDecoder model code vs docs toctree; unrelated." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "`vision_encoder_decoder` output tracing and the docs toctree change are unrelated artifacts." + "reason": "VisionEncoderDecoder model code vs docs toctree; unrelated." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "`univnet` is a model refactor, while `46106` only changes documentation navigation; not the same change." + "reason": "UnivNet model code vs docs navigation; unrelated." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "`upernet` output tracing and the docs toctree tweak are unrelated." + "reason": "UperNet model code vs docs navigation; unrelated." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "`timm_backbone` output tracing and the docs toctree change are unrelated code areas and not duplicates." + "reason": "TimmBackbone model code vs docs navigation; unrelated." } ] }, @@ -19476,52 +19431,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "a5b9080b4080784a949d2114099847b4b3af0b0c0e73522e81cff29363d1bbed", + "prepared_review_unit_hash": "9bd863836ab6534769b405adfa0af57d00a5d4edd1129f330793a4f675991588", "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": "All three pull requests add different model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share some framework-level registration files, but they do not fix the same underlying bug or implement the same change, so none should be merged as duplicates.", - "confidence": 0.97, + "summary": "Three open PRs add separate model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only generic new-model scaffolding and documentation/auto-registration files, not the same underlying bug or change, so none should be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: each PR targets a different model and ships a separate implementation path.", + "canonical_pr_reason": "No canonical PR: each PR implements a different model family, so there is no duplicate to collapse.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest standalone representative of the set: it includes a full new model package, conversion support, auto-map wiring, docs, and tests for DeepSeek-OCR-2.", + "best_pr_reason": "No best PR for deduplication; all three are distinct model-addition PRs and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared auto-registration/docs files are incidental and do not indicate the same code change." + "reason": "Different models and codepaths: PenguinVL is a vision-language model, while Voxtral TTS is a text-to-speech model. Shared files are broad integration boilerplate only." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model implementations for unrelated architectures (PenguinVL vs DeepSeek-OCR-2). Overlap is only in generic Transformers integration files." + "reason": "Different model families: PenguinVL vs DeepSeek-OCR-2. Overlap is limited to common model-registration and docs scaffolding, not the same feature or fix." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and distinct functionality (DeepSeek-OCR-2 vs Voxtral TTS); they are not the same fix or mergeable duplicate PRs." + "reason": "Distinct integrations for unrelated models (OCR/document vision vs TTS). The overlap is generic auto-mapping and docs setup, which is not enough to treat them as duplicates." } ] }, @@ -19551,12 +19506,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "c1480c111025926ecd47d264af3c8b9b604ca55cb1cf319f8011e21013854225", + "prepared_review_unit_hash": "d4aae647312f0c7977d0dac0a8e0072fbd167e240e39993b04400ff509fb6a9c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19564,7 +19519,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19573,18 +19528,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one PR introduces a generic module-fusion API, while the other adds a specific n-to-1 kernel-fusion path via KernelConfig and integration plumbing. They target the same broader area, but not the same concrete change.", + "summary": "Two related but distinct PRs in the fusion space: one introduces a generic module-fusion API, the other wires n-to-1 kernel fusion through `KernelConfig` and model loading. They are conceptually adjacent, but not the same concrete change.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the core Module Fusion API and test coverage, which the other PR can build on but does not duplicate.", + "canonical_pr_reason": "PR 45363 is the better cluster representative because it implements a concrete end-to-end fusion workflow (`KernelConfig`, integrations, modeling utilities, example), whereas PR 44979 is a lower-level API scaffold.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the more feature-complete user-facing implementation, adding actual KernelConfig-driven fusion integration and an example; it best represents the applied functionality in this cluster.", + "best_pr_reason": "PR 45363 is the strongest standalone PR for this cluster: it is more complete, user-facing, and has a clearly bounded code path that could be reviewed and merged as one feature.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different levels of abstraction and different codepaths: #44979 adds a generic fusion API scaffold, while #45363 implements a specific kernel-fusion mechanism via KernelConfig and integration changes. They are related infrastructure, not the same underlying PR." + "reason": "They are related feature work but not the same underlying change. 44979 adds a generic module-fusion API scaffold; 45363 adds kernel fusion via `KernelConfig` and model/integration plumbing. The code paths and merge scope differ enough that they should not be treated as duplicates." } ] }, @@ -19614,7 +19569,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "1379246250f72a5766a6deac660b429a526c1282d6d326c72d42524932c6eddc", + "prepared_review_unit_hash": "578d3c522798886eade8cc5a94984fda2120aec1d71acc3d47405042a769530f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19636,18 +19591,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` on the same code path, with the same source-file change; the later PR adds test coverage and is the stronger representative.", + "summary": "Both pull requests patch the same Mistral pre-tokenizer AttributeError in the same file and target the same issue; the second PR appears to be a fuller version of the first with added tests, not a different fix.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it makes the same fix as 45086 but also adds tests and has the fuller implementation context.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it applies the same code-path fix as 45086 but is more complete, including tests and a fuller discussion history.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of this cluster because it includes the same code fix plus validation coverage, making it the most complete version of the change.", + "best_pr_reason": "PR 45317 is the best representative because it contains the same underlying fix plus test coverage, making it the more complete and merge-ready version of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix in the same function and file; the diffs match on the core change, and 45317 is a superset with added tests." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same target issue, same source file, and the diff shows the same code change; 45317 just adds tests." } ] }, @@ -19677,7 +19632,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "1c19d48a396be258879d93bae2e9954038a4c9321a8dd5b9ebc996fddb07ee70", + "prepared_review_unit_hash": "f910d60e700b93759e5f10add8d6828e9a5f156c77bbbe3986a0de6dfa1f4ca5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19699,18 +19654,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to NemotronH, but they are not duplicates: #45115 is a narrow refactor for conversion/mapping and inheritance compatibility, while #45569 is a broader model split introducing dedicated dense/sparse variants plus docs, auto-mapping, and tests.", - "confidence": 0.93, + "summary": "Two open NemotronH PRs overlap in files and model code, but they pursue different changes: one is a structural refactor toward GraniteMoeHybrid-compatible inheritance, while the other splits NemotronH into dense/sparse variants and updates docs/tests. They are related, not duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; if one must be chosen, #45569 is the more complete and representative NemotronH implementation change.", + "canonical_pr_reason": "PR 45569 is the better representative of the cluster because it makes the broader model-architecture change, adds the dense/sparse model split, and includes the user-facing/docs/test updates.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the better representative PR because it covers the broader end-state of the NemotronH family (dense/sparse models, docs, auto mappings, tests), whereas #45115 is a narrower refactor.", + "best_pr_reason": "PR 45569 is the strongest standalone PR in this cluster: it is more complete, broader in scope, and seems to be the main implementation direction rather than a narrow refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related but not the same change: #45115 focuses on conversion mapping and inheritance refactoring for NemotronH, while #45569 introduces separate dense/sparse model packages and supporting docs/tests. They do not look mergeable as one PR for a single underlying fix." + "reason": "These PRs touch some of the same NemotronH files, but they are not the same underlying change. 45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adjust conversion mappings, while 45569 introduces dedicated NemotronH dense/sparse models and dispatcher/docs/test updates. They could not plausibly be merged as one single duplicate fix." } ] }, @@ -19740,7 +19695,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "05c9c62f1d3ef5b03ac7025d994781a1fd93844cf647cc67c2fa4f19d22989cb", + "prepared_review_unit_hash": "adfaf2d2e85886b5391814b17288f2d9ba672e8dbeaa5c3bdaa5d8d831bd1d58", "component_budget": { "node_count": 2, "item_count": 2, @@ -19762,18 +19717,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are related pieces of a new heterogeneous-model feature, but they are not duplicates: one adds per-layer config infrastructure, the other adds model/runtime support that builds on it.", + "summary": "These are related but distinct feature PRs: one adds heterogeneous configuration support, the other adds heterogeneous modeling/runtime support. They share infrastructure, but they do not appear to fix the same concrete bug or implement the same change end-to-end, so they should not be merged as duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader end-to-end feature PR: it covers heterogeneous model behavior in cache/masking/modeling paths and appears to depend on the config work, making it the best representative of the overall feature cluster.", + "canonical_pr_reason": "No single canonical PR: 45333 is configuration-only groundwork, while 45332 is the broader modeling/caching feature built on top of it.", "best_issue_reason": null, - "best_pr_reason": "PR #45333 is the cleaner foundational PR for per-layer configuration, but it is narrower and does not cover the runtime/model changes; #45332 better represents the user-visible heterogeneous-model support effort.", + "best_pr_reason": "PR 45333 is the cleaner representative of the pair because it establishes the foundational heterogeneous config API without the larger modeling surface area.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but different concrete scopes: #45333 introduces heterogeneous config plumbing, while #45332 adds model/cache/masking support that uses that plumbing. They could land separately and are not the same underlying change." + "reason": "Related feature work, but not the same change: 45333 adds per-layer config support, while 45332 adds heterogeneous model/caching behavior and broader modeling integration. They could be separate PRs and are not duplicates." } ] }, @@ -19803,7 +19758,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "2c403cb2e78b3a802ff93886c4b115770dffd2113715bb80ecf46ff1092cd3ef", + "prepared_review_unit_hash": "d3834e67f94a74a851d3f60ca5a51075186f84134bab55529de6962a22dd961c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19825,18 +19780,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch typing-related code, but they are not the same change: one is a broad type-checking sweep across many transformer modules, while the other is a narrower typing/helper update centered on modeling_utils and shared typing protocols. They are related, but not duplicates.", - "confidence": 0.89, + "summary": "Both pull requests are typing-related and overlap in a few files, but they are not the same change: #45415 is a broad type-checking sweep across many `src/transformers/*` modules plus `pyproject.toml`, while #45425 adds/adjusts typing helper protocols and narrower fixes around `_typing`, `modeling_utils`, and related utilities.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more specific, self-contained typing change; PR 45415 is a broad repo-wide type-checking sweep with many unrelated file edits, so it is not the better canonical representative for a duplicate cluster.", + "canonical_pr_reason": "#45415 is the better canonical PR because it is the broader umbrella type-checking pass and touches the main set of files in the cluster; #45425 looks like a narrower follow-up focused on typing helper definitions.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of a concrete underlying change because it introduces shared typing helpers and targeted typing annotations, whereas PR 45415 is an umbrella type-checking pass across many files.", + "best_pr_reason": "#45415 best represents the cluster overall since it is the largest and most central typing cleanup, whereas #45425 is more specialized and dependency-like.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they address different scopes and likely different code changes: 45415 is a broad multi-file typing sweep with pyproject/type-check adjustments, while 45425 adds specific typing protocols and modeling_utils-related annotations. They do not look like the same underlying fix and would not plausibly be merged as one PR." + "reason": "Shared typing theme and a few overlapping files are not enough; they do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." } ] }, @@ -19866,7 +19821,7 @@ "soft_pairs": [ "pull_request:45487|pull_request:46101" ], - "prepared_review_unit_hash": "0cf347ee5e41b2a417a14d3f80e87f649c989a682a4f5516968e7a835babaf42", + "prepared_review_unit_hash": "273e1386555dd1fc8f90bff850866f4891fa7384f8eddb3f3c9b5a10993bad41", "component_budget": { "node_count": 2, "item_count": 2, @@ -19888,18 +19843,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both device-placement/model-parallel fixes, but they target different model families and different code paths, so they should not be merged as duplicates.", - "confidence": 0.94, + "summary": "The two pull requests are both device/parallelism fixes, but they target different model families and different code paths, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45487 is the better canonical PR because it has the clearest, most explicit bug description and a concrete cross-model parallel fix with tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:45487 is the best representative of the cluster since its title and diff clearly describe the underlying model-parallel device bug; the Qwen2 Audio PR is a separate model-specific fix.", + "best_pr_reason": "PR 45487 is the more representative fix in this cluster: it has the broader, clearer bug description and addresses the AltCLIP/ChineseCLIP model-parallel path across multiple files.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Different affected models and implementations: AltCLIP/ChineseCLIP token-type device handling versus Qwen2 Audio audio-feature masking. Similar theme, but not the same concrete bug or mergeable change." + "reason": "Reject: these are unrelated fixes. 45487 patches token_type_ids device placement in AltCLIP/ChineseCLIP-related model-parallel code, while 46101 fixes audio feature masking device placement in Qwen2-Audio. Same general theme, different underlying bugs and code paths." } ] }, @@ -19931,12 +19886,12 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "7907e6404c2f367ed7dea0ae70132fa1396ace36dd858a84a4dfc5f2a2948325", + "prepared_review_unit_hash": "dbabc90cba684aea7cc989b8c89906e5b9bd9260f648d8d628b6b90bff0556d6", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7426, + "serialized_chars": 7427, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -19944,7 +19899,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7426, + "serialized_chars": 7427, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -19953,30 +19908,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two of the PRs are near-duplicates for the same Mamba2 cached-forward bug (`use_cache` with `seq_len > 1`), while the Qwen3.5/Olmo hybrid PR is a different model-path fix and should stay separate.", - "confidence": 0.91, + "summary": "This cluster contains one unrelated PR (Qwen3.5/OLMo-Hybrid cache handling) and two closely related Mamba2 fixes for the same use_cache seq_len>1 bug. The broader Mamba2 PR 46098 is the best canonical representative.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46098 is the most complete representative of the Mamba2 fix: it addresses the same code-path bug as #46084, includes tests, and adds user-facing docs tied to issue #46032.", + "canonical_pr_reason": "PR 46098 is the most complete Mamba2 fix: it explicitly targets issue #46032, covers both CPU and GPU paths, and adds tests/docs, making it the cleanest canonical representative for the underlying bug.", "best_issue_reason": null, - "best_pr_reason": "PR #46098 is the best cluster representative because it is the broader, more polished version of the same Mamba2 bug fix, whereas #46084 is a narrower implementation-only variant.", + "best_pr_reason": "PR 46098 is the strongest overall choice because it fixes the same Mamba2 seq_len>1 cache bug as 46084 but does so more comprehensively and with clearer issue linkage.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and code paths: Qwen3.5/Olmo hybrid linear-attention cached forward vs Mamba2 mixer cache handling. Similar symptom, but not the same underlying change." + "reason": "Different models and bugs: 45513 is about Qwen3.5/OLMo-Hybrid cached forward behavior, while 46084 is a Mamba2 cache bug. The similarity is only at a generic pattern level." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Both fix the same Mamba2 bug where cached forward misbehaves for `seq_len > 1`, touch the same file/test path, and target the same issue (#46032)." + "reason": "Both address the same Mamba2 use_cache seq_len>1 cached-forward bug in the same codebase and could plausibly be merged into one PR; 46098 is the broader superset fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The grouping is grounded in the packet: #45513 is a different model family/code path from the Mamba2 fixes, and #46084/#46098 share the same issue target, files, and bug shape. The conservative soft-edge verdicts look appropriate, and treating #46098 as the broader representative of the same Mamba2 fix is supported by the included docs/tests." + "feedback": "The cluster summary is grounded: 45513 is about Qwen/OLMo-Hybrid cached forward behavior, while 46084 and 46098 are both Mamba2 fixes tied to issue #46032 and appear mergeable as one bugfix PR. The soft-edge decisions are conservative, especially the rejection of 45513 vs 46084. The only slightly interpretive wording is the comparison between 46084 and 46098, but it is still supported by the packet." }, "evaluator_used": true, "retried": false, @@ -20003,7 +19958,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "7a279d8d4ef4a6ca0827ea975e96d08c1d4924858a722d3fbbddee06a27023bc", + "prepared_review_unit_hash": "cf201c1a9153f3024b111e79e00e6135674431573b29b85de4dde9b8c1a194fe", "component_budget": { "node_count": 2, "item_count": 2, @@ -20025,18 +19980,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are EP-related, but they fix different distributed-loading failures: one for accelerate/DeepSpeed ZeRO-3 loading and config serialization, the other for FSDP2/rank-0 broadcast overwriting expert weights. They should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Both PRs are about expert parallelism, but they fix different concrete failure modes in different loading paths. They should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests target different bug paths and do not describe the same underlying change.", + "canonical_pr_reason": "PR 45662 is the more concrete, code-path-specific EP fix: it addresses expert parameters being overwritten during loading/broadcast and patches the relevant loading/integration path directly.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the more complete standalone fix for a specific correctness bug in expert parameter loading, but it still does not subsume PR #45548.", + "best_pr_reason": "PR 45662 is the best representative of the cluster because it targets a specific bug with a clear mechanism and cohesive changes across the affected EP loading flow.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different failures and code paths: #45548 addresses EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 path." + "reason": "They share the broad EP theme, but the bugs differ: 45548 is about serializing distributed_config and adding has_ep for EP + ZeRO-3/accelerate launch loading, while 45662 fixes experts being overwritten by rank-0 broadcast in EP + FSDP2. Different root causes and code paths." } ] }, @@ -20066,12 +20021,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "723ac4ed0f75f4bd86b859de426469b2e1fd6a855ab05546698c3abfd4694742", + "prepared_review_unit_hash": "b6760f9b4418c9a7e9a353ac0695788524aa82f2f4cb0ae28f867827fdb281f5", "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 }, @@ -20079,7 +20034,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20088,18 +20043,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision problem; PR 45645 is the more complete version because it includes the testing_utils fix plus CI log aggregation changes, while 45639 is a narrower subset.", - "confidence": 0.91, + "summary": "Both PRs address the same xdist/captured_info logging collision in transformers testing utilities, with 45645 appearing to be the broader superset that also updates CI log collection. They are close enough to treat as duplicate candidates for the same underlying fix.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe output-file change in `testing_utils.py` and also updates CI/workflow handling so multiple worker outputs are preserved and displayed.", + "canonical_pr_reason": "PR 45645 is the more complete implementation: it includes the xdist-safe testing_utils change plus the CI workflow update to collect multiple captured_info files, so it better represents the full fix path.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative: it fixes the underlying collision in the code path and includes the necessary downstream CI adjustment, making it the most complete implementation of the change.", + "best_pr_reason": "PR 45645 is the best representative because it covers the core bug fix and the downstream CI/debug-log handling needed to preserve the new per-worker artifacts.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist workers colliding on `captured_info.txt`. 45645 contains the same `testing_utils.py` fix as 45639 and extends it with workflow logic to collect multiple worker files, so they are merge-compatible versions of the same change." + "reason": "Same underlying xdist-safe captured_info logging change in the same code path; 45645 looks like a superset of 45639 with added CI handling, so they can plausibly be merged into one PR." } ] }, @@ -20195,7 +20150,7 @@ "soft_pairs": [ "pull_request:46069|pull_request:46073" ], - "prepared_review_unit_hash": "c61535c87e6f13586a5b06652741aae579cbe9d4d3365c416a3ba5d4690f749d", + "prepared_review_unit_hash": "a1f231e419f7cfd6aa85433cd57eafeb203a51f245805c7101b76f3ddd813f1e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20217,18 +20172,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-specific PRs adding attention dispatch support in different code paths (ShieldGemma2 vs CTRL), not duplicate fixes.", - "confidence": 0.95, + "summary": "Two separate model-specific PRs adding SDPA/attn_implementation dispatch support. They share a theme but not the same underlying code path or mergeable change, so they should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different models and different implementation paths, so they are not the same underlying change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46069 is the broader representative of the theme because it adds generic attn_implementation dispatch support for ShieldGemma2, but it is still unrelated to the CTRL PR.", + "best_pr_reason": "No single PR is a clear canonical representative: one targets ShieldGemma2 and the other CTRL, with different implementations and files touched.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Both are about attention dispatch support, but they modify different model implementations and are not mergeable into one PR as the same concrete fix." + "reason": "Both are about attention dispatch support, but they apply to different model architectures and separate modeling files; they are not the same concrete bug/change and would not be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index d6233b15533994fc3e04950258eff4a537f0f44d..81647ce98b77e28cd3882fefde7266ae7b3aedc0 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260521t180115z", + "analysis_id": "hybrid-model-20260522t000112z", "archived_artifacts": { - "hybrid": "snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260521T180115Z/analysis-runs/hybrid-model-20260521t180115z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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no shared code path." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing with FSDP is a different distributed-training bug than the mask shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the training weight-dimension error and collective mismatch are distinct problems." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but forward CPU-offload incompatibility and uninitialized-memory after materialization are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 index-0 OOB is unrelated to GPT-OSS tensor-parallel routing." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing issue and CustomTrainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different distributed-training failures; 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not the same underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 input-embedding unpacking are distinct issues." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and Phi autocast dtype mismatch are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure; Gemma3-specific and Bert-specific reports look like the same core bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they reference different removed features and likely need separate updates." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Image dtype mismatch and Qwen3-vl StopIteration are different multimodal failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and mps histogram op not implemented are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRl trainer embedding unpacking is unrelated to the mps histogram op bug." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model paths and different failure mechanisms." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer loss-signature breakage are not the same issue." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Runtime failure on AMD GPUs is unrelated to outdated examples in docs." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask/index shape mismatch are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 index-0 out-of-bounds failure; only the model context differs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and run-command docs are separate documentation discrepancies." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different errors; no shared underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge judgments are appropriately conservative. The ZeRO-3 IndexError cluster is well supported by the issue titles, and the docs/model-specific rejections do not overclaim 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": 2, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "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:43854|issue:43866", + "issue:43792|issue:45901", + "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:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "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:45542|issue:45800", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:44530|issue:45005" + ], + "prepared_review_unit_hash": "18750e6fbcac204e9957863c0cda20e9cbd8ef3f56634188682e3037990b3d19", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38797, + "estimated_input_tokens": 9700, + "estimated_eval_tokens": 19656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a real duplicate cluster: the items span many unrelated model-loading, dtype, quantization, zero3, and API regressions. The soft links are mostly driven by generic wording rather than the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out; the issues are too heterogeneous to represent one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative because there is no coherent underlying duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different failure modes: unit-test load failure vs corrupted checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table-QA crash are unrelated bugs." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Deepspeed zero3 index error and a torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper can't run and PretrainedConfig pydantic breakage are different failure paths." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but chat crash vs streaming API failure are different code paths and symptoms." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "init_empty_weights TypeError is unrelated to a table-QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different problems: missing sliding_window_pattern vs device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights bug and a corrupted checkpoint are not the same underlying issue." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure and MPS histogram int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error and MPS histogram int error are different runtime issues." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related at a high level, but they affect different models and code paths." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor load failure and template compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window attr missing are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both mention shape/indexing errors, but they involve different tensors, models, and failure points." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to a pydantic field regression." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF support request are not duplicates." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both are MoE/parallelism complaints, but they are different concrete failures." + }, + { + "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 streaming API failure are different issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument breakage is not the same as the PretrainedConfig pydantic issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF model support and Qwen3.5 streaming failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code regression and torch/transformers incompatibility are different problems." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and pydantic model regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage type are unrelated runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are zero3-ish indexing failures, but the symptoms and affected paths differ too much to merge." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but one is a quality regression and the other is a general output failure; not clearly the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend error and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized inv_freq memory are distinct model-initialization bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking failure are different issues." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and trl SFT embedding unpacking failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are not duplicates." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but one is a leaf-directory cache collision and the other is wrong module selection after save_pretrained; not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied weights in Mistral3 and tied weights on translation models are different model-specific regressions." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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: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:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "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:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "b8c5b6ead19c2dd09d8a0d94fcb83396b9c4afa9d49d4986c19373e60db8b03d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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": "This cluster is mostly a mixed bag of unrelated Transformers bug reports. The only clearly duplicate family is the non-persistent-buffer regression in `from_pretrained`/`to_empty`, with a smaller SigLIP2 implementation-discrepancy family. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43950 is the clearest root-cause report for the non-persistent-buffer regression; 44534 and 45902 look like later/specific manifestations of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best dedupe anchor because it states the underlying regression directly and broadly, making it the most useful canonical issue for that subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: FP8 config loading vs flash-attn2 fallback gating." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights handling are unrelated bugs." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely different areas: DSA indexer implementation vs docs text." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading for NemotronH is unrelated to translation-model tied-weights regression." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model paths and symptoms: TRL unpacking vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A docs typo and a removed command mention are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different runtime failures; no shared concrete code-path." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Distinct model-specific errors with no indication of the same root cause." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression, reported with slightly different wording." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code missing-fields bug is a different failure mode from non-persistent buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example/processor mismatch and the other is an embedding-quality regression." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model families and different dtype/packing failures." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API mismatch and ZeRO-3 loading error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import/export issues and torch-version incompatibility are too broad to merge." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying non-persistent-buffer initialization bug; 45902 is a concrete manifestation of the same regression." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes parameter incompatibility and missing storage-object error are different breakages." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading noise are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality vs tokenizer-version drift are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are separate code paths." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": true, + "reason": "Both describe the same SigLIP2 text/score degeneration family." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention 3D position_ids crash and CPU-offload incompatibility are distinct." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 key error is unrelated to non-persistent-buffer materialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading problems for different models." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA and int4 CUDA memory regression are different issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy; one is a symptom, the other compares HF and JAX implementations." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Different model load failures with no evidence of one shared root cause." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code field loss is more specific than a broad compatibility regression; not enough to merge." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Different models and unrelated failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Separate loading reports for different models; too weak to treat as duplicates." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory use are different performance issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel error and Gemma4 device mismatch are different model/runtime problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the non-persistent-buffer issues form a coherent duplicate family, the SigLIP2 items plausibly form a smaller related family, and the rest are conservatively treated as unrelated. The soft-edge decisions are mostly cautious and supported by the titles/body metadata. No PR pair concerns apply because there are no PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "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:43881|issue:43883", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:42491|issue:44368", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43827|issue:44509", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "8f216b4fdd77fadfe3c5de32d3fa9b98f201c074ad79e3a37834c9444f6cbff5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37613, + "estimated_input_tokens": 9404, + "estimated_eval_tokens": 19064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated Transformers bug reports, with a few small duplicate pockets around docs cleanup, `_is_hf_initialized`/`init_empty_weights`, mask-shape IndexErrors, and a Qwen video regression. No single issue/PR cleanly represents the whole cluster.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella for the recurring recent-version model-loading regressions, especially remote_code-related breakage, so it is the best representative issue even though the cluster is not one duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: Qwen3VL weight_only load error vs GLM5 loading issue." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Related theme, but different concrete bugs on different model classes." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export name issue vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer-loading regression vs flash-attn fallback gating; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regression and device_map auto forward mismatch are different code-path failures." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility/load failure vs a tie_word_embeddings warning; not the same issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping edge case vs general remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as device placement mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback logic." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General loading regression vs Kimi tokenizer codec-handling regression." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs cleanup: removing deprecated v5 pipeline tasks from summarization/translation docs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load failure and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying bug in Mistral3 vs non-persistent buffer corruption during from_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE ZeRO-3 weight conversion problem is different from the remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero-3 Bert index error and Gemma4 device mismatch do not share the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Ovis2 checkpoint corruption are different failures." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Too little evidence that the Whisper runtime failure and `_torch_extract_fbank_features()` report are the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized`/`init_empty_weights` incompatibility; the titles describe the same TypeError from the same kwarg path." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "DeepSpeed weight-loading issue vs bitsandbytes kwarg incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad error message for Voxtral loading is unrelated to est-roberta tokenizer loading failure." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading issues, but they affect different Qwen variants and appear to be distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API mismatch vs mask/tensor shape IndexError." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failures; no sign of the same underlying defect." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing effectiveness bug vs missing capability flag on a remote-code variant." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN from 3D position_ids/BF16 collapse is a different issue from the flash_attention s_aux=None crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight conversion under accelerate+deepspeed vs gradient averaging with GAS are separate training bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init kwarg issue is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-vs-indexed-tensor shape mismatch IndexError; the later issue is the same underlying error class with placeholders." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same v5.3.0 Qwen video-input regression; 44560 looks like a specific instance of the broader 44479 bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral tokenizer error-message issue is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading failure are different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed 'weight must be 2-D' training error and void segmentation map processing failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The accepted soft-edge pairs are reasonably supported by the issue titles/bodies: docs cleanup, `_is_hf_initialized`/`init_empty_weights`, the mask-shape IndexError, and the Qwen video regression. The rejected pairs are phrased cautiously and do not overstate equivalence. The choice of issue:45020 as a broad representative is defensible, and the note that the cluster is not a single duplicate set is accurate." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43828", + "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:45313", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:43366|issue:43828", + "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:42915|issue:43957", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "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:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756" + ], + "prepared_review_unit_hash": "48a5eab2114ee5d42f5cd9a0ce5be21532eff54c6f6ac58871037d42dd93bc2d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "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, with only a few clear duplicate pairs. The strongest matches are the non-persistent buffer regression, the custom-model initialization regression, and a SigLIP2 inference-output regression.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the cleanest representative: it has a precise, self-contained regression description and an exact duplicate in 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different models and failure modes: GGUF/gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen-family, but one is a VL rope-scaling bug and the other is a Qwen3 MoE meta-materialization bug." + }, + { + "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' PLE device mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Not the same underlying bug; one is GGUF architecture support, the other is sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and symptoms: AudioFlamingo3 batch leakage vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "One is a from_pretrained buffer-corruption regression, the other is a long-input OCR index error in Kosmos2.5." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: Qwen3-vl video StopIteration vs MPS histogram not implemented for int in moe code." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related, but one is an import error for a missing class and the other is meta-device loading breakage." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different concrete bugs: torch.compile+SDPA in Bamba vs FlashAttention illegal access from Qwen3.5 position_ids handling." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config on Qwen3-MoE vs meta-device loading regressions." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared code-path evidence; GGUF support vs Float8 storage lookup failure." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression in custom model initialization; the notebook detail is just a repro environment." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Distinct Qwen3.5 issues: video inference StopIteration vs unpacking embeddings for TRL SFT." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime failure vs GGUF model-architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 loading." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different bug classes: tokenizer mapping/new-model registration logic vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete failures and model paths; no evidence of one shared root cause." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 flag/init regressions are unrelated to Kosmos2.5 long-input indexing." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both describe SigLIP2-base producing broken inference outputs; these look like the same underlying model/processor regression." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: deepspeed zero3/BertModel indexing vs add-new-model-like tokenizer-mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "One is a zero-size tensor index error during ZeRO-3 init; the other is model-registration logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No shared bug: add-new-model-like/tokenizer mapping vs a mask shape mismatch index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but the affected model families and failures differ and the shared root cause is not proven." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different symptoms and paths: dequantized model offload loading vs mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate regression: both report non-persistent buffers being filled with junk in Transformers v5." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 area, but one is bad model outputs while the other is a documentation/example mismatch and quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model stacks and failures: Qwen3_MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen, but one is an auto device-map cuda assert and the other is an FP8 configuration failure." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and subsystems; no concrete shared code-path." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Load-time ZeRO-3 language_model weight issue vs save_pretrained visual-encoder key regression." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar symptom class, but different model checkpoints and insufficient evidence that they are the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate regression: both report non-persistent buffers being filled with junk in Transformers v5." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft matches are limited to clearly related issue pairs by title/symptom, and the rejected pairs generally avoid overclaiming shared root cause. No mergeability concerns here since this is an issue-cluster review, not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "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:45216", + "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:42491|issue:45276", + "issue:43854|issue:43931", + "issue:45488|issue:45812", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:43335|issue:45663", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "13b9cc90d1d0348d8a2ae1ab960e13a7adde0a15a3532a90da0b27908c1c8f84", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38648, + "estimated_input_tokens": 9662, + "estimated_eval_tokens": 19580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues, with two likely duplicate subclusters: resize_token_embeddings regressions and lm_head weight-tying bugs in multimodal models.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45276 is the clearest representative of the resize_token_embeddings regression cluster and has the strongest duplicate links to closely related embedding/output-head reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 best captures the shared underlying embedding-resize bug and is the most central issue among the likely duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resume step calculation vs optimizer argument handling." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA checkpoint compatibility on Qwen3 MoE is unrelated to token embedding resize behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures on different models with no shared concrete code path." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is pre-tokenizer override and the other is wrong token IDs; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion/offload issue vs GLM-4.7 loading failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but the affected models and failure modes differ too much to treat as duplicates." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same family, but one is a docs example with multiple errors and quantization failure; the other is a runtime nonsense-output report." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both touch Transformers 5 init/loading, but they describe different symptoms and code paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory use and quantized offloading behavior are not the same underlying issue." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated issues: Qwen3 MoE LoRA reuse vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different model/processor stacks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both memory-related, but one is MoE training efficiency and the other is int4 reserved-memory/OOM behavior." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model families and different save/load regression types." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to resize_token_embeddings behavior." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the concrete crash causes are different." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to init_empty_weights argument plumbing." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression affecting model-specific embeddings/output heads." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report missing lm_head weight tying in multimodal generation models, a shared concrete fix path." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility vs meta-device loading regression are different problems." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map assert and AudioFlamingo3 track leakage are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch vs tokenizer loading failure are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/runtime issue is unrelated to GLM5 loading." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing bug and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model architectures and different failure modes." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading/quantization behavior vs int4 reserved-memory OOM are related only broadly, not the same concrete issue." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Init-empty-weights loading bug vs mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 keyerror and Qwen3 MoE CPU-offload incompatibility are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 attention state handling." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo token leak and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading regressions on different models and formats." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory issues, but one is quantization-driven OOM and the other is mmap-related." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading regression vs mmap disablement for OOM are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model load failure vs save_pretrained checkpoint regression are distinct." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings/output_embeddings regression described from two angles." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state serialization bug and Strix Halo mmap OOM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the summary stays conservative. The two accepted duplicate subclusters are well supported by the issue titles and high soft-similarity pairs, and the rejected pairs are generally phrased cautiously without overclaiming 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": 7, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "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:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:42947|issue:43381", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:43906|issue:44530", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:43299|issue:43931", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:39404|issue:44671", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "0f1b0e6e4837478b67b9e26a3bcd988d68d52304a7fdc5b48ae8d00c09ec2813", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37067, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are only loosely related and describe different bugs. The only strong duplicate-looking pair is the `resize_token_embeddings` regression, where the generic report is the best canonical issue.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of the same resize_token_embeddings propagation bug; issue:45335 is a specific t5gemma manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the underlying defect because it states the generic failure mode and is not limited to one architecture.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: eval-mode gradient checkpointing vs RLHF NaN from 3D position_ids / SDPA fallback." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is a file-permissions problem and the other is wrong custom-module resolution." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Related to gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: video-input regression in Qwen VL models vs strict-config loading failure for granite_speech." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Both are attention/training bugs, but the concrete failures and code paths are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to Trainer checkpoint-resume max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different underlying bugs: notebook-defined custom models vs save/from_pretrained extra_state handling." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime mismatches, but autocast dtype mismatch and meta-device loading are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression; 45335 is the t5gemma-specific instance of the generic output-embedding issue." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is not the same as an inability to load ScandiBERT in the latest version." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility is too broad and does not match the autocast dtype mismatch bug." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading issues, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on newer torch versions is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is not the same as a tokenizer-version behavioral change." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "General torch incompatibility does not describe the Gemma4 device mismatch bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "The issues are about different problems: torch compatibility vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both touch custom-model loading in v5, but one is base_model_prefix handling and the other is notebook-defined class initialization." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failure modes: cache group-type handling vs compilation of non-template nodes." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different documentation mismatches and different removed/changed behaviors." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different model/export failures: torch.export with torch_compilable_check vs Perceiver image resizing." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to the mask/tensor shape IndexError." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 results are not clearly the same bug as ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the TRL SFT embedding unpacking failure." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a version regression for MoE models and the other is a shape mismatch on a specific checkpoint." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage resolution and non-template-node compilation are separate bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing error is unrelated to compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "These describe different problems; the former is a reproduction report, the latter is a Qwen3.5 cache crash." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to gguf_file breaking tokenizer/model loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is conservative and grounded in the packet. The selected canonical pair, issue:45292 vs issue:45335, is the clearly strongest duplicate-looking match from the titles, and the remaining soft-edge rejections are appropriately cautious given the available evidence. No overstatement stands out." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue: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:45507", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:44164|issue:45759", + "issue:44671|issue:44991", + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "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:43643|issue:44530", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43644|issue:43646", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43883|issue:44991" + ], + "prepared_review_unit_hash": "3f5056595bb8750275b0e9274a03f069bb6d2f4aab689b4654f3315d5df100ea", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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 conservative rejections; the only pair that needed adjustment is the GGUF report, which is too weakly evidenced to treat as a confirmed duplicate/root-cause match.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43452 is the broader GGUF-loading report, but the evidence here does not establish that it fully subsumes the Qwen2.5-specific failure in issue:43482.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is still the best umbrella candidate among the two GGUF issues, but only as a tentative representative because the shared root cause is not confirmed from the available text.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Different API paths and failure modes: extra_state save/load handling vs text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but they hit different models and different failure modes (masked-LM outputs vs tokenizer loading)." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated runtime errors in Trainer broadcast vs Whisper pipeline return_language behavior." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training efficiency and the other is mmap behavior on Strix Halo; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading regressions with different affected models and causes; too broad to merge." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload issues, but XLNet CPU arange placement and Qwen3.5 MoE rotary embedding offload are distinct code paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Different functionality entirely: extra_state serialization vs video-input regression in multimodal Qwen models." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator TypeError and _is_hf_initialized flag regression are separate initialization/runtime problems." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-registration mapping bug vs compiled flex_attention torch-version failure; no shared fix path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading failures, but for different models and different mechanisms (model download/loading vs Mistral regex patching)." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different affected models and symptoms; one is a generic load failure, the other is a transformers>=5.1.0 regression for a specific repo." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5-related regressions, but base_model_prefix loading and non-persistent buffer initialization are different underlying bugs." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/training behavior on gpt-oss-20b is unrelated to runtime special-token post-processing updates." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different domains: multimodal dtype mismatch vs template-node compilation error." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the titles point to different failing entry points; not enough evidence for one bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer naming conflict and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss is not the same as PagedAttentionCache failing on linear_attention group type." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable-dataset finetuning are different issues." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and tokenizer-loading failure for sleng-bert are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens handling and empty transcription after align_special_tokens are not clearly the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading regressions with no evidence of a shared root cause." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and template-node compilation error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache invalid group type are distinct problems." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length contract mismatch." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "The GGUF pair is not strong enough here: 43482 is only a Qwen2.5-GGUF loading failure, and the body evidence does not confirm the same root cause as the generic gguf_file breakage in 43452." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is about junk-filled non-persistent buffers and the other about custom model initialization broadly; not clearly the same fix." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized-model loading is unrelated to GGUF loading failure." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Hidden-state output bug in Qwen3.5 vs Qwen2.5-VL rope index scaling are different model-specific issues." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict and notebook custom-model initialization regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both mention loading failures on transformers v5+, but for different repositories and different failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for est-roberta do not share a concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The GGUF pair is overstated. In the packet, issue:43452 is the generic gguf_file breakage report, but issue:43482 only says Qwen2.5-GGUF loading failed with transformers v5; the body text needed to confirm the same root cause is not present here. That makes the 'root duplicate target' and 'broadest, most general report' claims too strong for this evidence. The other soft-edge rejections are conservative enough, but this accepted pair should be marked uncertain/rejected." + }, + "evaluator_used": true, + "retried": true, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "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:44811", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:45216|issue:45357", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44683|issue:45020" + ], + "prepared_review_unit_hash": "16358e5c9e8bb084d9fdb06821e2e4836684c7f05e1c8f80a6d7f427e4712ec6", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37573, + "estimated_input_tokens": 9394, + "estimated_eval_tokens": 19044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and heterogeneous: a handful of v5/regression reports, multimodal/audio/model-loading bugs, and unrelated performance/runtime issues. I only see one clear duplicate-like pair: the two Qwen3.5 save_pretrained regressions.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45216 is the broader Qwen3.5 save_pretrained regression report, while issue:45357 looks like a narrower follow-up about the same incorrect visual-encoder key serialization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative of the only clear duplicate subtopic in the cluster: a Qwen3.5 save_pretrained regression affecting checkpoint correctness.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling rate and the other is batched encoder padding-mask behavior; different bugs and code paths." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync overhead and StaticCache.get_seq_length contract mismatch are unrelated runtime issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-loading tie issue and the other is device-dependent save_pretrained serialization; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization problems and non-persistent buffer junk are different Transformer v5 regressions." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model initialization is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures in different models; too broad to be the same underlying bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise while loading a transformer is not the same as a tokenizer regex patch crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model issues, but one is bad outputs from AutoModel/pipeline and the other is a processor size mismatch; not the same code path." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template compilation error are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model bugs, but batched-vs-single padding mask behavior is different from DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading failure for ScandiBERT and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction and compiled flex_attention failures are different subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific remote-code model and a Mistral tokenizer patch crash are different regressions." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure and OmDet processor size mismatch are not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report Qwen3.5 save_pretrained producing incorrect checkpoints; 45357 is a narrower description of the same regression." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and init_empty_weights/_is_hf_initialized TypeError are distinct issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap/OOM handling on Strix Halo are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and a remote-code loading regression are different tokenizer/model-loading bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and MobileLLM loading key error are unrelated model-loading failures." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are different torch/backend compatibility issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "lm_head tying/serialization and LoRA merge collapse with extended vocab are different weight-handling bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen vision/video regressions, but one is a general video-input regression and the other is a rope-index temporal scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning and Qwen2.5-VL rope-index scaling are different video/image pipeline bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and strict config preventing granite_speech loading are different problems." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and loading-noise cleanup are not the same underlying issue." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and junk-filled non-persistent buffers are separate v5 regressions." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag issues are unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in torch extra and tensorboard installed without TensorFlow are related packaging topics but not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper inference failure and missing Float8 storage object are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are different model/runtime issues." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch >=2.9 and remote_code loading regressions are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only clearly duplicate-looking pair is indeed the Qwen3.5 save_pretrained regression (45216/45357), and the rest of the false verdicts are phrased cautiously enough given the titles. No overstatement stands out." + }, + "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": 10, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:44403|issue:44991", + "issue:41553|issue:43582", + "issue:43421|issue:44568", + "issue:33666|issue:40444", + "issue:43818|issue:45357", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:43381|issue:45923", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834" + ], + "prepared_review_unit_hash": "94293b722ee8bf4af78456f2865dc2bb7b42f5929793d8b8f7c349105e040480", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36605, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated one-off issues, with only two soft edges looking like true duplicates: tokenizer special-token/post-processor handling, and a Qwen2.5-VL position-id regression. Everything else is too model- or symptom-specific to merge.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue for the whole set; the clearest duplicate cluster is issue 43421, which captures the underlying tokenizer special-token/post-processor regression more generally than its paired symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43421 is the best issue anchor because it states the root tokenizer backend problem in a broad, actionable way and cleanly subsumes the paired symptom in 44568.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is generic noise on load and the other is tokenizer loading for a specific model; different root causes." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message vs Apple Silicon allocator TypeError; unrelated subsystems." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": true, + "reason": "Both point to tokenizer special-token/post-processor handling regressing in v5; same underlying tokenizer backend bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is iterable dataset/multi-image finetuning; not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA missing temporal attention/weight tying vs Qwen3.5 save_pretrained key regression; different code paths." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both touch AutoTokenizer, but one ignores tokenizer.json while the other yields wrong Granite token IDs; not enough evidence of one root cause." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload failure vs Qwen3 MoE memory efficiency; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training failures: flash_attention_3 degeneracy vs num_labels=1 zero-loss classification behavior." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer max-length constant bug; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image iterable dataset finetuning; different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5 loading errors, but one is unexpected _is_hf_initialized argument and the other is missing Float8 storage; different failures." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a usage/runtime issue, while the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are unrelated model-specific regressions." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key ordering and non-persistent buffer initialization are different v5 regressions." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs Gemma3 sliding-window all-padding NaNs; different architectures and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE vs init_empty_weights/_is_hf_initialized error; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map cuda assert vs Mistral tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs ModelOutput key assignment; unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image iterable finetuning failure vs Qwen2.5-VL video vision_position_ids regression; different symptoms and likely different causes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk on v5 vs ModelOutput key assignment; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage vs bfloat16 dtype mismatch; not the same code-path problem." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure in vLLM; unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen2.5-VL position-id regressions in v5.3.0 and appear to stem from the same rope/indexing logic." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are transformers v5 breakages, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading regressions on specific models; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: nonsensical SigLIP2 outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Position-id regression in Qwen2.5-VL vs Kosmos2.5 OCR index error; different model families and likely different fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted soft pairs are plausible duplicate/merge candidates from the titles alone, and the remaining pairs are reasonably rejected as too distinct. No obvious overstatement stands out." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:42915|issue:43482", + "issue:43454|issue:44466", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:44479|issue:45823", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:43873|issue:45701", + "issue:44568|issue:45920", + "issue:34634|issue:35707", + "issue:40990|issue:45584", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43322|issue:46050", + "issue:40990|issue:42947", + "issue:43526|issue:43883" + ], + "prepared_review_unit_hash": "262303bc5773319632530055cf3a3d64ec822385e61e2adcb3698a53f9658998", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the issues span many unrelated subsystems (tokenization, offloading, quantization, multimodal processors, config loading, export, and training). No single canonical issue or PR emerges from the titles alone.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster; the items describe unrelated bugs and regressions rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue candidate exists because none of the issues subsumes the others or represents the same concrete problem set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different problems: FP8/DeepSpeed weight conversion vs a v5 GGUF loading failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is missing weight tying and the other is inconsistent serialization behavior." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "vLLM model-load failure vs a broad torch/transformers version incompatibility; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but one is int4 reserved-memory growth and the other is a Sam3Video memory issue." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: video-input regression vs device mismatch in forward with device_map=auto." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument from init_empty_weights is unrelated to strict granite_speech config loading." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different load failures for different models; no shared concrete code path is evident." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT adapter local-checkpoint loading." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to a tokenizer-version regression." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific BOS/EOS insertion failure for one tokenizer is not the same as broad wrong-token-ID regressions across models." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug is unrelated to Qwen3 auto-device-map CUDA asserts." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but the affected models and underlying failures differ." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to DAC.from_latents not matching forward without STE." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying bug in AyaVisionConfig is unrelated to Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized-model load failure on gpu+cpu offload is a different bug from generic quantization offloading behavior." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc/example mistakes are unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization issues are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched-vs-single encoder output mismatch is unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load segfault is unrelated to quantized model save/load breakage after sinq." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a language-model benchmark is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels is unrelated to the missing all_tied_weights_keys attribute on MolmoForCausalLM." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "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:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43454|issue:43720", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44877|issue:44991", + "issue:43873|issue:44756", + "issue:36331|issue:42915", + "issue:45632|issue:45684", + "issue:44423|issue:45406", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:45081|issue:45812" + ], + "prepared_review_unit_hash": "e2179cecee1fcdd6785bf83def2259ff14efc2eda03a62cb746132b749984f61", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37820, + "estimated_input_tokens": 9455, + "estimated_eval_tokens": 19166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of unrelated transformer/model bugs. None of the soft pairs look like the same underlying issue, so there is no convincing duplicate canonical across the set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest standalone report: clear reproduction, active discussion/inbound references, and a broad offloading/quantization regression. It is still not a duplicate of the other issues, just the most representative single bug report in the batch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: one is tied lm_head weights in Mistral/AyaVision-style generation, the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention weights/serialization, but one is lm_head serialization by device and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: FSDP CPU RAM efficient loading vs non-persistent buffers being filled with junk in v5." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failure modes and code paths: auto device mapping on Qwen3 vs Llava Next loading segfault." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated models and root causes: vLLM/PaddleOCR-VL load failure vs strict config blocking granite_speech." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different subsystems: GLM-4V-9B model loading failure vs tokenizer loading regression for est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same family name but not the same bug: auto device mapping assert vs flash-attention generation regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different problems: 3d_parallel.py execution failure vs Qwen3Moe failure with FineGrainedFP8Config." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma-related, but one is a variable name collision in forward() and the other is a device mismatch in PLE forwarding." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a model is not the same as a tokenization version regression, even if tokenization could influence metrics." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different models and defects: lm_head tying in Mistral3ForConditionalGeneration vs Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different layers of the stack: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both memory-related, but one is int4 CUDA reserved memory/OOM in Transformers 5.x and the other is an apex RMSNorm leak in T5." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Completely different errors: custom compute_loss signature mismatch vs a script execution failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different loading paths: strict config validation for granite_speech vs tokenizer loading regression for est-roberta." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/offload behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: Trainer compute_loss API mismatch vs Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different save/load issues: trust_remote_code cache path collision vs read-only permission propagation during save_pretrained." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal crashes, but the attribute errors and processor paths differ; not the same concrete bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tokenizer-version-dependent tokenization changes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different causes: torch.compile/SDPA failure in Bamba vs packed-weight loading failure in BitNet." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device mapping assert vs 3d_parallel.py not running." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both Qwen3.5-adjacent, but one is a video-input regression and the other is an SFT trainer embedding unpacking issue." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision bugs: OmDet-Turbo processor output size mismatch vs Perceiver interpolation failure on non-default resolution." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer/NER padding crash is unrelated to image processor resolution mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different runtime paths: SDPA under torch.compile vs CPU offload device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve model loading/offload, but the underlying failures are different: FineGrainedFP8Config vs dequantized model loading on gpu+cpu offload." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Regression in custom model image/text processor handling vs a tokenizer behavior change across versions." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different Qwen/GPT-OSS problems: auto device mapping crash vs tensor-parallel-only failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model families and bugs: CamemBERT masked LM predictions vs Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to GLM-4V-9B loading failure." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer-related, but one is a Mistral regex patch crash and the other is wrong token IDs for Granite models; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "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:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:36010|issue:42617", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43388|issue:45059", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43421|issue:45701", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:43873|issue:45704", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:44514|issue:44545", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44451|issue:44991", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "fb6313a4a473db6046ca2ad5697b92da4c20354e088abdc2fa0a8a1e1e7179d3", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are thematically related only at a broad subsystem level (tokenizers, multimodal processors, loading/offloading), but only one pair looks like a true duplicate of the same concrete bug: the two Qwen2_5_VLProcessor.apply_chat_template crash reports.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44514 is the earlier report of the exact same crash (`Qwen2_5_VLProcessor.apply_chat_template` on batched input with `padding=False`), so it is the best canonical issue for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the strongest representative because it is the first and most complete report of the shared batched-input `apply_chat_template` failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Both are model/config bugs, but one is a Qwen3-MoE sliding-window issue and the other is a StableLmConfig padding-token regression; different failures and code paths." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config problems: Gemma3TextConfig API inconsistency vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segfault are unrelated model-loading/runtime crashes." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor refresh for special tokens is a different bug from Granite token IDs being wrong on AutoTokenizer load." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task crashes, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "A gather_for_metrics tuple-label batching bug is not the same as SAM3 text/bbox behavior." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Generic slow/fast tokenizer inconsistency is not the same as the T5 add_special_tokens name conflict on load." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both touch serving, but one is a missing _tokenizer attribute in Gemma4Processor and the other is a Qwen3.5 streaming API failure." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation-map handling and BarkProcessor voice_preset are different features." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and PEFT local-checkpoint loading are different problems." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is about runtime special-token post-processing, the other is a broad version-related tokenization change." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU-offload device mismatch and packed-weight unpacking during accelerate loading are distinct offloading bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A torch.compile SDPA failure is unrelated to a tokenizer special-token registration bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to outdated pipeline-task docs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch under CPU offload is not the same as BigBirdTokenizer empty decode output." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen-family models, but sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping have no underlying overlap." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to the multimodal-token counting bug in video processing." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "They have the same title and describe the same batched `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and the generic single-label-classification zero-loss bug are not the same defect." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token refresh and DiaConfig losing custom token IDs after save/load affect different components and failure modes." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-specific tokenizer load failures, but the titles do not indicate the same underlying regression." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default-resolution failure and dtype mismatches in bfloat16 inference are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical duplicate choice is well grounded: 44514 and 44545 have effectively the same title and describe the same batched `Qwen2_5_VLProcessor.apply_chat_template` crash. The non-matching pairs are mostly rejected conservatively based on distinct titles, models, or failure modes, without overclaiming equivalence." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43531|issue:44589", + "issue:44987|issue:45042", + "issue:43782|issue:45381", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:44918|issue:44936", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45588|issue:45759", + "issue:45704|issue:45923", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43531|issue:43645", + "issue:43994|issue:44671", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:44220|issue:44661", + "issue:30064|issue:36010", + "issue:43720|issue:43819" + ], + "prepared_review_unit_hash": "02decd14b55f765f091d4f8aee083dfd40a24eddeb9551832a604dc79a4466f9", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly title-similar rather than truly duplicate: the soft edges span unrelated tokenizer, multimodal, training, loading, and quantization bugs, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items do not share one underlying defect, so a single representative would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because the cluster mixes distinct bug classes; none is clearly representative of the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs Float8 storage/import lookup." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: loading a model from transformers>=5.1.0 vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only load error and the other is a video position-id regression; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different code paths: patchtsmixer post_init validation vs Qwen3.5 num_labels propagation into text config." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping for composite Qwen multimodal models is unrelated to CPU-offload compatibility in rotary embeddings." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "One is TRL SFT input embedding unpacking, the other is trainer.evaluate() after trainer.train(); distinct trainer lifecycle bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a LoRA tie_word_embeddings warning and the other is incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to the ScandiBERT load failure." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SigLIP2 doc example/quantization issues vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less model crash is a different bug from Qwen multimodal config unwrapping." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex RMSNorm memory leak is unrelated to the missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading failure and sinq save/load corruption are distinct issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers and special tokens, but one is runtime post-processor updates and the other is BigBirdTokenizer mask-token registration/empty decode output; not the same concrete defect." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to the gradient-checkpointing flag missing on a trust_remote_code variant." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both hit offline mode, but 44843 is specifically model_info() called in _patch_mistral_regex; 42886 is a broader tokenizer cache-load failure." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient-checkpointing guard and ZeRO-3 gradient blow-up are different training issues." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor refresh is unrelated to LayoutLMv2Tokenizer crashes on NER padding/truncation." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to custom model initialization breakage in Jupyter notebooks." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions in v5." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention crash and Qwen config unwrapping are unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "cudaErrorAssert with Qwen3 auto device mapping is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same general tokenizer-regex area, but the symptoms differ: hard _patch_mistral_regex crash vs codec-handling regression with a misleading warning; not enough evidence of one underlying bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "ZeRO-3/BertModel index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization/offloading behavior are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc-example failures are unrelated to offloading not working with quantization." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL multi-image IterableDataset fine-tuning and GraniteSpeech PEFT checkpoint loading are separate bugs." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug and add-new-model-like/tokenizer mapping issue are distinct." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import failure have no shared code path." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are unrelated implementation 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": 15, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43720", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "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:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43653|issue:43720", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:43322|issue:45685", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:39692|issue:45834" + ], + "prepared_review_unit_hash": "b4a31c34395c88d1c1bdf39ccd260562fb669abb8a76dbc8fae474449dd3c552", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs in tokenizers, multimodal processors, config loading, caching, training, and model-specific inference paths. None of the suggested soft pairs look like the same underlying defect, so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span unrelated regressions across different models/subsystems, and the soft pairs are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global anchor for this cluster, because there is no coherent duplicate set here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failures: Qwen3OmniMoe video-input ValueError vs Gemma 3n forward variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are output-related regressions, but on different models and code paths (CLIP attentions vs RTDetr v5 outputs)." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; unrelated mechanisms." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation/XOR error-message bug is not the same as the degenerate zero-loss classification bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation and Mamba2 use_cache correctness are distinct runtime paths." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 preprocessing is unrelated to Gemma 3n audio_mel_mask name collision." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and symptoms: torch.compile/SDPA failure vs bfloat16 dtype mismatches." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Custom-model processor/tokenizer regression is not the same as Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs Smollm3 RoPE-layer dropping are different configuration issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Both are model bugs, but Bamba SDPA/compile and DAC from_latents mismatch are separate code paths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava-Next loading segfault and moe MPS histogram error are unrelated failures." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption is not the same as StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching crash and Perceiver image-classification resolution bug are distinct." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info() call in tokenizer patching is different from backend_tokenizer AttributeError in the same patch helper." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC STE mismatch have no shared underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both mention Qwen video inputs, but they affect different models and defects (processing error vs wrong vision_position_ids)." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model outputs across versions, but Pegasus generation drift and CamemBERT masked-LM regression are separate bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update feature gap is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors have different causes and subsystems." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-map cuda assert and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation example errors do not match Kosmos2.5 long-OCR index errors." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:45584|issue:45834", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:43577|issue:43582", + "issue:44186|issue:44442", + "issue:44805|issue:44936", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:34634|issue:36010", + "issue:44671|issue:45701", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:45084|issue:45538" + ], + "prepared_review_unit_hash": "a4289899a347eaad56dd11117a9a6738bdf5e70f17fa51e82b69c7c827c99eb9", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35695, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct Transformers bugs/regressions across tokenizers, model loading, vision/audio processors, and training. I did not find any pair that clearly represents the same underlying defect, so no soft-edge merge is justified.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must serve as a representative anchor, issue 45020 is the broadest umbrella item: it describes recent Transformers versions breaking remote_code models and is the closest to a general regression theme. That said, the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single issue candidate because it is the most broadly scoped and most likely to subsume related version-regression reports, even though the surrounding issues are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention v5/remote_code breakage, but one is about removal of is_torch_fx_available and the other is a broader regression report; different concrete failure modes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Empty transcription after align_special_tokens is a Whisper generation bug; Kosmos2.5 long OCR input is a separate indexing issue." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0 is a state-init bug; FSDP_CPU_RAM_EFFICIENT_LOADING is a separate loading-path regression." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype staying float32 and an Apple Silicon TypeError are different initialization/device issues." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "An index/mask shape mismatch during model execution is not the same as trainer.evaluate() failing after training." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input indexing are separate multimodal bugs." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A pipeline error message about removed translation support is not the same as siglip2 producing nonsensical outputs via AutoModel/pipeline." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/device-related CI failures, but they affect different models and different mismatch mechanisms." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message regression; the other is documentation lag after pipeline removals." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated API breakages." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM predictions and generic tokenization changes across versions are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Extra space after added token and inconsistent slow/fast tokenizer behavior overlap in area but not in concrete root cause." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and dtype mismatches in inference are different model/config problems." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope index scaling are separate loading vs position-indexing defects." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking failure and bfloat16 dtype mismatches are different accelerate-loading issues." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing tensorflow in a torch extra install and a Mistral tokenizer regex patch crash are unrelated packaging/tokenizer problems." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument handling are separate loading mechanisms." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch backend-tokenizer crash and Gemma4Processor missing _tokenizer in serve are different processor/tokenizer failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup and CUDA AMP float16 crash in LwDetrImageLoss are unrelated runtime issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The contentless 'ADD THE DATA' issue is not a reproduction of another bug report." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaulting and DAC.from_latents missing STE mismatch are different audio-stack bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "A false tied-weights warning for Qwen3-Next is unrelated to a user seeing tie_word_embeddings warnings during LoRA fine-tuning." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and RTDetrV2 output changes are different vision preprocessing/model-behavior bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and the MPS attention correctness issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss unexpected num_items_in_batch are unrelated failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Cannot compile non-template nodes and CLIPTokenizer model_max_length=10**30 are unrelated tokenizer/config issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43653", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:43638|issue:44936", + "issue:45459|issue:45803", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:43531|issue:45042", + "issue:43257|issue:43696", + "issue:36010|issue:36331", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43749|issue:44756", + "issue:43643|issue:45759", + "issue:44568|issue:45356", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:43257|issue:43931" + ], + "prepared_review_unit_hash": "27699b4f4e8d426a8d2371748b0cf4f978dd16dc2090d99cc9ca49f1a28b3315", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36978, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports. The only strong near-duplicate is the video multimodal token-count regression pair; everything else looks like separate bugs in different code paths.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43329 is the best anchor because it is a concrete code-path bug in multimodal/video token accounting and is the closest root-cause-style report among the near matches.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best user-facing representative because it captures the broader regression impact across multiple VLM families, while still pointing at the same video-input path as the root-cause bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different subsystems: tokenizer special-token registration vs quantization fallback/loading behavior." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific model-load key error is not the same as the broader remote_code regression." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token-count bug vs an auto-mapping reference to removed configs; unrelated code paths." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: ZeRO-3/non-pretrained Bert index error vs evaluate-after-train behavior." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different tokenizer code paths and bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: float8 storage lookup vs PIL backend unexpectedly requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file handling and the other is a tokenizer regression for a specific model." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different areas: local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Jupyter custom-model initialization regression." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different concrete bugs: torch.compile/SDPA failure vs MXFP4 quantization fallback." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs processor output size mismatch in OmDet-Turbo." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example issues for SigLIP2 are not the same as GPT-oss quantization loading behavior." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent reconstruction mismatch vs config save/load losing token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MoE weight conversion during accelerate/deepspeed loading is unrelated to video token counting." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7-Flash load issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying garbage generation and dtype propagation are separate loading/model-init bugs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during loading is unrelated to image input resolution mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend/torchvision requirements." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion vs GPU OOM are different issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage is unrelated to compute_loss signature incompatibility." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling rate defaulting is unrelated to Whisper decode special-token handling." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input multimodal path: a video branch/token-count regression affecting multiple VLM processors." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to MoE weight conversion/loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern loading/memory, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different fixes." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Config loading with trust_remote_code missing fields is not the same as unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions for different models and different mechanisms." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token accounting bug is not the same as batched video processor shape output." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to GPT-oss perplexity behavior." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Weight conversion/loading with accelerate+deepspeed is unrelated to Qwen3-VL shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical/best-issue choices are supported by the titles, and the only accepted soft pair (issue:43329 vs issue:44479) looks like the same video-token accounting bug at different specificity levels. The remaining soft-edge rejections are conservative and do not overclaim duplication from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44568|issue:45488", + "issue:44849|issue:45701", + "issue:29159|issue:34567", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:42915|issue:45538", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:42175|issue:43824", + "issue:44987|issue:45907", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:43742|issue:44291", + "issue:24643|issue:29159", + "issue:28282|issue:34689", + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:38175|issue:44898" + ], + "prepared_review_unit_hash": "244b99c4985ce030233cd648965b5ad6d22206b719acac80fd491856d0c7f60e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37044, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous cluster of Transformers issues. The soft pairs mostly share broad themes like tokenization, model loading, or video/model regressions, but they do not describe the same concrete bug or fix path.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45488 is the strongest representative of the only somewhat coherent subtheme here: a concrete tokenizer regression with clear user impact and inbound references. It is more actionable than the broader or more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best standalone issue in this mixed set because it is specific, reproducible, and has the clearest cross-model regression signal among the tokenization-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is about add_special_tokens/BOS-EOS handling while the other is a LlamaTokenizer pre-tokenizer override regression. Different underlying bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version changes, but 44849 is a model-specific hidden-state bug and 45701 is a broad tokenization complaint. Not the same code path." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency versus TrainerState token-count tracking. Completely different subsystems and failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Loading with init_empty_weights and PIL backend requiring torchvision are unrelated problems in different parts of the stack." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are different model/loading paths." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file handling for tokenizer/model loading does not match the Apple Silicon warmup TypeError in caching_allocator_warmup." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both are load-time failures, but one is Qwen3Moe FP8-related and the other is a MobileLLM key error. Different bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and symptoms: RTDetrV2 output drift versus Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model loading regression for physical-intelligence/fast is not the same as CLIPTokenizer's model_max_length issue." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 and a Qwen3OmniMoe video-processing ValueError are different failures." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading versus TrainerState token accounting. No shared bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions, but they target different model families and likely different code paths." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load custom token IDs and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2_5_VL import are different dependency/import issues." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a specific model and forwarding revision in list_repo_files are unrelated CI/API issues." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure and CLIPTokenizer max length are different areas of the codebase." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but 43540 is Qwen3OmniMoe-specific while 44479 is a broader v5.3.0 regression across multiple model families." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen3-vl-embedding StopIteration are different bugs in different model implementations." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both concern dtype, but on different models and different mechanisms; not the same fixable bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer loading for EMBEDDIA/est-roberta are distinct tokenizer issues." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 load failure are unrelated environment issues." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow in a torch install and failure to load cjvt/sleng-bert are different packaging/loading problems." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop error is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and unexpected _is_hf_initialized argument during init_empty_weights are different load failures." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error versus slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import dependency and Llama 3.2 Vision loading regression are not the same underlying issue." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated implementation bugs." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and StaticCache.get_seq_length returning the wrong shape are unrelated code paths." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are both vision-model bugs, but not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "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:45600", + "issue:45823", + "issue:45920", + "issue:46121" + ], + "soft_pairs": [ + "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:43582|issue:43782", + "issue:28282|issue:29127", + "issue:43526|issue:45479", + "issue:43540|issue:45823", + "issue:44291|issue:44821", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:43493|issue:43994", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43643|issue:45375", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:41762|issue:44936", + "issue:43688|issue:43749", + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:44625|issue:44877" + ], + "prepared_review_unit_hash": "99d450c99fec47332837f08265190bfc18f87c05c0e7be61105d32d82e75f319", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35816, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a batch of unrelated issue reports with a few superficial topic overlaps. I only found one plausible duplicate pair around SigLIP2; the rest are different models, different subsystems, or different failure modes.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the only plausible duplicate pair: it describes the SigLIP2 implementation mismatch directly, while issue:43994 reads more like a symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best canonical issue candidate because it most directly names the underlying bug and is more specific than the paired user-facing symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs and different models: a reproduction of issue 38071 vs a Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/runtime problems, but one is Qwen3Moe FP8 and the other is FSDP CPU RAM-efficient loading; no shared concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Unrelated failures: Apple Silicon allocator TypeError vs Qwen3VL weight_only loading error." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different error classes and code paths: missing PyTorch backend vs LayoutLMv3 box-content validation messaging." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a BEiT image-processor label reduction bug; the other is a sequence-classification loss degeneracy across models." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms: Qwen3OmniMoe video processing vs Gemma4 PLE device placement." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different layers of the stack: init_empty_weights/_is_hf_initialized vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE-related behavior, but one is Smollm3 layer dropping and the other is Qwen2.5-VL temporal position scaling; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking vs CustomTrainer compute_loss signature mismatch are separate trainer issues." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 problem is plausible: both report incorrect/nonsensical outputs for the same model family, and the JAX-vs-HF discrepancy aligns with the user-facing bad-results report." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve rope-related config handling, but one is a config reload defaulting bug and the other is a TypeError on JSON-loaded list validation." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Completely different tokenizer failures: AddedToken kwargs collision vs Mistral regex patch crash." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal/model-loading related, but they target different models and failure modes; no concrete shared bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to the broad AutoTokenizer token-ID regression across many models." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading models/tokenizers, but one is a gguf_file regression and the other is a specific model load failure; insufficient evidence of the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to a Mistral tokenizer regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading MobileLLM and missing Float8 storage are different loading/runtime issues." + }, + { + "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 config fields being dropped, but one is a generic trust_remote_code AutoConfig issue and the other is a specific Qwen3.5 vision config field; not clearly the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump problem and a stale auto_mappings.py CI failure are unrelated maintenance issues." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load-time IndexError and trainer.evaluate() after train() are different execution paths." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; not the same concrete defect." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech are separate config issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair is stated cautiously enough to fit the evidence available. The remaining negative verdicts are conservative and do not overclaim duplicate status from superficial topic overlap." + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:24643|issue:29127", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44514|issue:45290", + "issue:44493|issue:46050", + "issue:43295|issue:45356", + "issue:44484|issue:44704", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:44464|issue:44743", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43653|issue:44568", + "issue:43688|issue:45440", + "issue:45491|issue:46002", + "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:28282|issue:35141", + "issue:44843|issue:44991", + "issue:43688|issue:45701", + "issue:43643|issue:44561", + "issue:43646|issue:43749", + "issue:29159|issue:33357" + ], + "prepared_review_unit_hash": "6fc34fb0f1437537b2ef563a88156acff208379ec5629abdb4f89af84a50a9ce", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35956, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like an accidental bundle of unrelated Transformers issues rather than a true duplicate cluster. The soft pairs mostly share broad keywords (tokenizer, v5 regressions, MoE, NaNs) but not the same concrete bug or code path.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue stands out because the cluster spans many unrelated regressions. If one must be chosen as an anchor, issue 43646 is the broadest v5/custom-model breakage report, but it does not actually subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the closest thing to a cluster anchor because it is the most general regression report, but it is still too broad to represent the diverse failures here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different bugs: a DeepSpeed training weight-shape runtime error versus a LayoutLMv3 box-validation error." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both involve loading, but one is a gguf/from_pretrained breakage and the other is a dtype propagation issue in BLIP2." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch model loading, but one is about gguf_file handling and the other is an offline model_info call in a tokenizer regex patch." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but they hit different inputs and different edge cases." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "One is an unexpected position-id key serialization issue; the other is quantized save/load breakage." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different models and different code paths." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor failing to forward kwargs to cached_file." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: DAC latent reconstruction versus Whisper batch decoding behavior." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weights report." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluation failure after training is unrelated to Gemma4 device-map forward mismatches." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but they are different mechanisms and different model families." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer failures, but they are different tokenizers with different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode behavior is unrelated to MLukeTokenizer task-time AttributeError failures." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction of another issue; there is no evidence it is the same A800 cudaErrorAssert bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SIGLIP2 is not the same as processor/tokenizer regression in v4.57.5." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "A missing-PyTorch import error is unrelated to a Trainer distributed broadcast TypeError." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Environment import failure and MacOS bus error on CLIP are different failure classes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but they affect different tokenizers and different regressions." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in MoE models is not the same as DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention GPU issue and the other is a classification-head init/checkpoint issue." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "A dtype-loading bug in BLIP2 is unrelated to RTDetrV2 output divergence in v5." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and a T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "A PyTorch import error is not the same as output embeddings being reinitialized during post_init." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info regression and a tokenizer-loading failure for a specific model are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to a general tokenization-change report." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code breakage, but one is missing fields in AutoConfig output and the other is removal of a torch-fx utility." + }, + { + "left": "issue:43646", + "right": "issue:44561", + "accept": false, + "reason": "A broad custom-model initialization regression is not the same concrete bug as trust_remote_code breakage from removed APIs." + }, + { + "left": "issue:43653", + "right": "issue:44704", + "accept": false, + "reason": "A BigBird special-token decode bug is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and a MacOS bus error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43577|issue:45588", + "issue:43550|issue:43927", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43577|issue:44554", + "issue:43122|issue:43906", + "issue:41720|issue:44464", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:33666|issue:36010", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:43278|issue:43688", + "issue:44849|issue:45357", + "issue:43525|issue:43572", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:44625|issue:46002", + "issue:43493|issue:43825", + "issue:44568|issue:45812", + "issue:43756|issue:44913", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:28218|issue:33357" + ], + "prepared_review_unit_hash": "dac03b1dc195efc491827ce99ff7e5b006bfd4fcb935003368e045e6a82ecb6a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37648, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a heterogeneous mix of unrelated Transformers issues spanning tokenization, config reloads, model loading, training, device/dtype mismatches, and generation regressions. None of the soft pairs look like true duplicates; the closest overall representative is the broad Granite tokenizer regression.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs and model families, so this is not a clean duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest representative: it describes a broad silent v4\u2192v5 regression affecting all Granite models and has the highest inbound-references signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs MobileLLM loading key errors." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config token-ID loss on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation bugs, but one is compiled forward chunking and the other is flash-attention/Qwen3.5-specific." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype persistence bug vs flash_attention crash on sink-less models; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "dtype loading mismatch in BLIP2 vs an MPS attention correctness issue." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only an isolated reproduction reference; no evidence it is the same tokenizer regression as 43122." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failures: auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError vs TrainerState token-count property not updating." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading failure in BeitForSemanticSegmentation vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy preset loading bug is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model-loader issue vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights vs sinq quantized save/load breakage are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM model loading failure vs AutoImageProcessor URL loading failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast TypeError vs Qwen2-VL multi-GPU training are different training issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training bug vs ImportError for GenerationMixin; unrelated failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file from_pretrained breakage is not the same as ScandiBERT load failure." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch vs quantized model save/load corruption are different paths." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift on eval vs auxiliary-loss normalization bug are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "output_hidden_states regression in Qwen3.5 vs incorrect visual-encoder key saving are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-attribute reports, but they affect different models and different fields." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small vs DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading issue vs config token-ID persistence are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor chat-template sample-rate default vs processor.tokenizer/images regression are unrelated processor bugs." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug vs NaNs in classification heads upon init are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task error message are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mDeBERTa special-token addition regression vs Granite token-ID regression are both tokenizer bugs but not the same underlying change." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs GPTNeoXConfig rotary_pct reload bug are different config/model issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading vs MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior vs MacOS bus error on CLIP model are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45406", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:45803|issue:45987", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:43646|issue:44466", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43994|issue:44493", + "issue:44792|issue:45405", + "issue:43278|issue:43701", + "issue:44423|issue:44734", + "issue:45406|issue:46121" + ], + "prepared_review_unit_hash": "6768b82f893b5ebff69e53c1c4b173d8b6a6c9972c7b40fe56ef00a62b2615ad", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36947, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft edges are false positives: the paired issues share broad vocabulary or a subsystem, but they describe different concrete bugs, models, or code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items are heterogeneous and the soft pairs are only topical overlaps, not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for duplicate-canonicalization: the set spans unrelated failures across different models, configs, and runtime paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a model-loading failure for Phi-4 multimodal; the other is a dependency-version bump for PEFT. Unrelated root causes." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example mistakes for SigLIP2 are not the same as a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Qwen3.5 flash-attention generation issues are different code paths and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient growth during training." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift at eval time is not the same bug as abnormal gradient increase under DeepSpeed." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare `except:` in Fuyu tensor conversion and a cache-length return-type contract bug are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting `mm_token_type_ids` to zeros and a Gemma4 multi-GPU OOM are distinct problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific pretrained model load failure is not the same as offline-mode breakage from an unconditional hub call." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is accelerate/deepspeed weight conversion and the other is a multimodal loading regression." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer retention and a qwen3_omni_moe helper output-length issue are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "A missing `pad_token_id` on Qwen3-VL is separate from `from_config` failing to unwrap `text_config` in composite Qwen configs." + }, + { + "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:43824", + "right": "issue:44589", + "accept": false, + "reason": "A missing Qwen2.5-VL import and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4 and devices, but one is CUDA OOM under multi-GPU inference and the other is a device mismatch in forward." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are different lifecycle bugs." + }, + { + "left": "issue:43572", + "right": "issue:45405", + "accept": false, + "reason": "StableLmConfig missing `pad_token_idx` has nothing to do with an unreleased PEFT version bump." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and unexpected position-id keys in many models are not the same issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure is unrelated to the PEFT version pin problem." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Eval-time dtype drift and resume-from-checkpoint key mismatch are different bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are in `serve`, but continuous-batching multimodal crashes and KV-cache continuation indexing failures are separate code paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` in serve is unrelated to rope-validation list handling." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy-field load failure for Beit semantic segmentation is unrelated to a CPU-offload device mismatch in bark-small." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token IDs being lost on save/load is not the same as MLukeTokenizer throwing an AttributeError on tasks." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different features and bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch bug in bark-small is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP loading OOM for Qwen2-57B is unrelated to the PEFT release-version issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different symptoms with different likely fixes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and PEFT version pinning are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45584", + "accept": false, + "reason": "Serving multimodal continuous batching and Whisper empty-output after token alignment are separate 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": 23, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "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:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:29159|issue:32090", + "issue:43540|issue:45200", + "issue:43582|issue:44977", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:37428|issue:43957", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43295|issue:43450", + "issue:44466|issue:45127", + "issue:43844|issue:44936", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "9ff21b011390503f3a829a16f4f03b5f69b1e9c141de5596c129145e86ff2ec8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36784, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster; it contains many unrelated issues, and all listed soft pairs look like false-positive similarity matches rather than the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue emerges; the items span unrelated tokenizer, generation, vision, quantization, trainer, and import-path bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for deduplication here, because none of the soft-edge pairs appears to describe the same concrete failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior vs quantized save/load breakage; related theme, different failure mode and code path." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are unrelated subsystems." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash_attention.py None handling crash is not the same bug as quantized model save/load corruption." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are completely different issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs and the other crashes on tool-call assistant messages." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and TrainerState token counting are separate tokenizer/training issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation error and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest are different code paths." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the NoneType broadcast error in Trainer." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are distinct problems." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is unrelated to output_hidden_states behavior in Qwen3.5." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are different regressions." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and a device_map forward mismatch in Gemma4 are not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in model_init and Qwen3.5 hidden-states output are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not share a concrete failure path." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are different processor bugs." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are distinct loading/configuration issues." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both are v5 loading regressions, but the config default bug is not the same as meta-device loading failures." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash_attention_utils symbol and missing Qwen2_5_VL export are separate import errors." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token_type_ids defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape bug are not the same underlying issue." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is LoRA merge collapse with extended vocab; not the same code-path bug." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient anomaly and trainer.evaluate failing after train are different training bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor.tokenizer regression and quantization/offloading behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:43975|issue:45520", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:38175|issue:43493", + "issue:38175|issue:45412", + "issue:43653|issue:44112", + "issue:43450|issue:43575", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:45127|issue:45245", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "da7cbb22dddc3e94dbf3b9c31e4c782cf95c9c158eeb8c22375565aa0be9dcb8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone issues. The only soft edge I\u2019d treat as a likely duplicate is the SigLIP2 pair; the rest are too model- or code-path-specific to merge safely.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43493 is the broadest and most representative bug report in the one likely duplicate pair, covering the SigLIP2 implementation discrepancy that can explain the zero-probability symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the clearest standalone representative of the cluster\u2019s closest match and has the most general wording among the likely duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id), but different config/model families and likely separate fixes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generate-related failures; one is a model test, the other is a stale warning." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class versus a detokenization regression; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but in different components and with different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different subsystems and symptoms: FP8 config failure versus VL class import error." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated issues: detokenization in v5 versus flash-attn import handling on Python 3.13." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning is unrelated to SigLIP2 output correctness." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Evaluate dtype drift and MoE memory usage are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug and embedding reinit bug are distinct code paths." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 output-correctness reports; 38175 looks like a concrete symptom of the broader implementation discrepancy in 43493." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output discrepancy versus RT-DETR memory cleanup; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and GraniteSpeech CI failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video input shape bug and tensor-parallel OOM are different problems." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same processor family, but batched-padding crash and zero assistant masks are distinct failures." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/load paths and different model families." + }, + { + "left": "issue:43819", + "right": "issue:44857", + "accept": false, + "reason": "DAC latent reconstruction mismatch and LwDetr AMP crash are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor argument mismatch versus Whisper empty-transcription handling." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they refer to different pipeline behaviors and different deprecations." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio sampling-rate default bug and batched video-shape bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated issues in different models and code paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model processor/loss failures with no shared underlying bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC forward/latent mismatch versus qwen3_omni feature-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing internal import and general torch version incompatibility are not the same issue." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count limit are unrelated runtime problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config bug and torch.compile/SDPA failure are different issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch and qwen3_omni helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different training bugs affecting different models and code paths." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL vision-position-id bug are separate failures." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline v5 translation messaging are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative, and the only accepted soft edge (38175 \u2194 43493) is plausibly the same SigLIP2 bug class from the packet. The other pairwise rejections are appropriately cautious given only title-level 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": 25, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45200|issue:45588", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44360|issue:44561", + "issue:44855|issue:45083", + "issue:39692|issue:43526", + "issue:43335|issue:43504", + "issue:45310|issue:45478", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45072", + "issue:43335|issue:44112", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:40444|issue:43526", + "issue:44857|issue:45072", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:44448|issue:44977", + "issue:43723|issue:44554", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "cdbf0afc9934e80c812915a6beacd1ce2321e1e8498c3b0f174966f28f93f2b2", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38458, + "estimated_input_tokens": 9615, + "estimated_eval_tokens": 19486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression in issues 45310 and 45478; the rest describe unrelated bugs across different models/code paths.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier report of the same Qwen3.5 MoE `from_pretrained` failure that 45478 repeats.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best overall issue representative here; it is the only clear duplicate target in the set and appears to be the primary report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different models and different bugs: token-type defaults vs flash-attention `s_aux=None` crash." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and code paths." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failures in different models/components; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer broadcast `NoneType` error are different problems." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model loading failures, but with different root causes and different model families." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config bug vs BigBirdTokenizer special-token registration issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA vs a stale CI device-override test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction vs position-id key warnings." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 `is_torch_fx_available` removal breakage." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing issue vs a helper-function behavior bug in qwen3_omni_moe." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors and a BeitImageProcessorFast label-processing bug are not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/SwitchTransformers loading/configuration bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5 MoE `from_pretrained` regression; identical bug and plausibly one fix." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different flash-attention-related failures: sinkless-model `s_aux=None` crash vs CPU-offload incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different models and failure modes; not the same underlying defect." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs Trainer broadcast type error." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example problems do not match the position-id key warning bug." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different model/runtime problems: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 `flash_attn` import key error." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weights loading bug and GraniteSpeech CI stale-device test are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch and Deepseek tokenizer regression are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and no shared code-path problem." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability issue is not the same as the unexpected position-id key warning." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issue vs Gemma4 multi-GPU OOM; different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash model-loading test failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP crash are different failures." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Float16 AMP crash and bfloat16 dtype mismatch are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "v5 trust_remote_code breakage is unrelated to Deepseek tokenizer behavior." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer JSON precedence bug and `is_torch_fx_available` removal breakage are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model regressions with different symptoms and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading issue vs MPS attention correctness issue; not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer `_gpu_broadcast_one` type error are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe helper behavior are different problems." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different compile/inference bugs in different models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45310 and 45478 have the same title and 45310 is earlier, so treating 45310 as the canonical issue is reasonable. The soft-edge verdicts are conservative and the rejected pairs are well supported by distinct titles/code paths. No PR-mergeability issue applies here since this is an issue cluster, not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44448", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:37428|issue:44987", + "issue:43927|issue:45698", + "issue:32090|issue:33357", + "issue:43873|issue:45229", + "issue:29942|issue:35141", + "issue:44568|issue:45491", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:43976|issue:45440", + "issue:42490|issue:43575", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:44857|issue:45588", + "issue:45245|issue:45563", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:44451|issue:45520" + ], + "prepared_review_unit_hash": "c057beb6c7acb903f1225152ae2019f93a6aa246d2993566d2ac897ca5b970ec", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct bug reports across unrelated subsystems, so there is no strong true canonical. I picked the broadest/open issue as the closest representative, but I would not treat this as a meaningful duplicate cluster.", + "confidence": 0.17, + "canonical_issue_reason": "Issue 43873 is the broadest, open report in the set and has multiple inbound references, so it is the best available representative for an otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most suitable single issue to anchor the cluster because its scope is broad and it appears to be the only clearly active/open umbrella-style report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading/import failures, but they involve different components and failure modes: a flash-attention utility import error vs a model load regression." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one is about DiaConfig losing custom token IDs and the other about loading the wrong custom module after save_pretrained; different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different problems: Trainer distributed broadcast NoneType error vs MacOS bus error with a community CLIP model." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "One is a general offloading/quantization report; the other is a multi-GPU CUDA OOM for a specific Gemma model. Not the same underlying bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and token embedding reinit after resize are unrelated code-paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings on mixed-length GPU batches are different defects." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as a multi-GPU OOM during Gemma4 inference." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import failure and a flash_attention integration crash on sink-less models are different failure paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues for Gemma3n and a flash_attention runtime AttributeError are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except in Fuyu tensor conversion are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift on evaluate and a multimodal-token counting bug in video branch are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/JIT script export issue have no shared code-path." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 and DeepseekV3MoE divergence are distinct problems." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local path import warning and Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking and leftover dummy classes leaking into dir(transformers) are separate maintenance issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor import problem and Gemma4Processor missing _tokenizer in serve are related by model family but not the same concrete bug." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and flash_attention AttributeError on sink-less models are different subsystems and failure modes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and paged generate warning are not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different-output regression for Pegasus vs inconsistent lm_head serialization tied to device are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash attention sink-less crash and Gemma4 PLE device mismatch during forward are different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype regression and gradient checkpointing being disallowed in eval mode are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsense outputs are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import breakage and protobuf decode error masking in tokenizers are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder issue and RT-DETR memory release problem are separate code paths." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError 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": 27, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121" + ], + "soft_pairs": [ + "issue:43066|issue:44462", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:43994|issue:45412", + "issue:43756|issue:45440", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:29942|issue:30064", + "issue:43257|issue:43278", + "issue:43421|issue:45491", + "issue:44265|issue:45198", + "issue:44610|issue:45412", + "issue:45440|issue:45593", + "issue:43653|issue:44442", + "issue:43824|issue:44279", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:43761|issue:45859", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:45103|issue:45372", + "issue:43334|issue:43531" + ], + "prepared_review_unit_hash": "560fce233a4f8614d90b8d896e76d37fc090f793688790308a2fa427f3ac16c0", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35192, + "estimated_input_tokens": 8798, + "estimated_eval_tokens": 17852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft links look like false positives: they share broad language (tokenizer, quantization, trainer, model loading) but point to different concrete bugs, model families, or code paths.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and none of the soft pairs describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for duplicate consolidation here; the closest matches are still materially different bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Different failure modes: tokenizer decoder-type regression vs AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; one is eos_token_id config inconsistency, the other is flash-attention generation breakage." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is an FP8 config failure and the other is a model-saving failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and code paths; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a base_model_prefix loading regression; the other is a rope-validation type error." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated bugs: bad SigLIP2 outputs vs RT-DETR memory not being released." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model parity with another implementation, but they affect different architectures and underlying code paths." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different issues: MacOS bus error on CLIP vs documentation/example errors for SigLIP2." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated trainer/error-message issue vs TrainerState token-count update bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different training failures: NoneType broadcast vs OOM with Adafactor/DeepSpeed." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are separate bugs." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different symptoms and subsystems: MOE weight conversion vs dtype drift during evaluation." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing bug is unrelated to Gemma3 NaN embeddings from sliding-window padding behavior." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save/tokenization breakage." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and a memory leak are distinct problems." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Both are model-specific correctness issues, but they affect different models and implementation details." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as AutoTokenizer failing to load a tokenizer class." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing-import regression vs a generic dependency issue; not the same root cause." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different vision/OCR issues: label reduction bug vs long-input index error." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenization/processor bugs with no shared code-path evidence." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3 MoE CPU-offload incompatibility." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the GenerationMixin import error." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen3 family models, but one is a missing pad_token_id load error and the other is a sliding_window behavior 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": 28, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:42490|issue:43381", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:44062|issue:45907", + "issue:44743|issue:44811", + "issue:43441|issue:45588", + "issue:43646|issue:44077", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43232|issue:43388", + "issue:43723|issue:45479", + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:33290|issue:34567", + "issue:33290|issue:34689", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "87e61702da4ba12acc1196f1854c47abf19a93d1a005ddbff32da5f196399f59", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36176, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports; the soft-similarity links are lexical false positives, so none should be merged. No clear duplicate cluster emerged.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical issue stands out because the items span unrelated bugs and regressions. If forced to pick a representative, #43873 has the broadest discussion/inbound references, but it does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the most central by activity and inbound references, but only as a loose representative; it is not a genuine umbrella duplicate for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different features and failures: Qwen3.5 config propagation vs Whisper generation on empty transcription." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: LayoutLMv3 error messaging vs token-embedding resizing and post-init reinitialization." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Both mention model/runtime failures, but one is a flash-attention generation bug and the other is a category-cardinality error." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but different underlying problems: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: tokenizer loading vs dtype mismatch in inference wrappers." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different image-processing and training-time bugs; no shared code-path evidence." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default vs LASR feature-extractor argument crash are distinct issues." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation under compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing eval-mode restrictions." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel Qwen loading is unrelated to resume-from-checkpoint key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is tensor-parallel load OOM and the other is int4 quantization reserved-memory growth; different mechanisms." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision is unrelated to list_repo_files forwarding revision." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset bug is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but they concern different models and different crashes." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General v5 custom-model init breakage is not the same as patchtsmixer's optional post_init policy issue." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression and ModelOutput key assignment are separate code paths." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and sequence-classification zero-loss bug are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API issues, but they affect different models and different missing fields." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to the bare-except tensor conversion bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states output regression is unrelated to torch.compile attention-kernel branching." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver resolution handling are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import-path warning is unrelated to recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed Adafactor OOM and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Both involve model training/loading, but the first is optimizer OOM and the second is a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading problems are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:34689|issue:43611", + "issue:33290|issue:35141", + "issue:42907|issue:45698", + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43720|issue:44442", + "issue:43493|issue:43827", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:34689|issue:36010", + "issue:43749|issue:43931", + "issue:33290|issue:36331", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:43065|issue:44617", + "issue:43404|issue:43441", + "issue:42175|issue:43316", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43673|issue:44743", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "ea8b31595b11ea66b563236b43d7d7ff6c29fc9ffaa44a6642fb1bae19f522a3", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34950, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous mix of unrelated bug reports and regressions. The soft pairs share only broad subsystem keywords (loading, config, processors, etc.) but not the same underlying failure mode or fix, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are not one duplicate cluster and do not share a single root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative; the collection spans unrelated problems across loading, config, generation, quantization, and packaging.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both involve model loading regressions, but one is a specific Llama 3.2 Vision break in 4.46.2 and the other is a v5 base_model_prefix loading issue; different code paths." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to output embeddings being reinitialized after resize_token_embeddings." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failures and loading the wrong custom module after save_pretrained are different serialization bugs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A patchtsmixer post_init restriction is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect checkpoint saving are opposite sides of model I/O and affect different models." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight handling during accelerate loading has nothing to do with AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF/JAX parity is a model implementation bug; the pipeline() issue is a docs/removal mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is not the same as failing to unwrap text_config in composite Qwen configs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and mistral_common ReasoningEffort import failure are separate dependency/import problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression for a vision model is unrelated to the missing GenerationMixin import path." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are both loading-related but not the same bug or fix." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "An optimizer memory issue is unrelated to a trainer compute_loss signature change." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and eos_token_id config mismatch are different features and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code dropping config fields is a loading/parsing issue, while rotary_pct resetting is a config round-trip bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model config lacking model_type." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated runtime errors." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and batched apply_chat_template crashes in Qwen2_5_VLProcessor are different processor bugs." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and strict granite_speech config loading are different config validation problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and FlashAttention failure in Ministral-3 are distinct model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging for the torch extra missing TensorFlow is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are different model/test issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "top_k changing pipeline output shape is unrelated to AutoModel requiring PyTorch." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a runtime regression in processor.tokenizer/image handling; the other is an incorrect pipeline() error message about translation support." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state, but one is missing GenerationMixin cache in chunked_prefill and the other is Qwen3.5 recurrent state reset; different mechanisms." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + 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"issue:44464|issue:45563", + "issue:44190|issue:44964", + "issue:44521|issue:45381", + "issue:43065|issue:44610" + ], + "prepared_review_unit_hash": "6bec5eb546916d879a593c0cf87e159351c3c516402ee56f2714b9f7c8668d85", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36415, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are broadly related to Transformers bugs, but the soft pairs mostly connect only at a subsystem level rather than the same underlying defect, so I rejected all of them.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45698 is the 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"right": "issue:43701", + "accept": false, + "reason": "Unrelated failures: torch.compile/SDPA behavior vs checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve token handling, but the bugs and model families are different." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different problems: metric gathering drops labels, while the other is auxiliary-loss normalization." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and different regressions; no shared concrete code path." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A generic execution failure is not the same as an OOM during 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"left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A generic v5 custom-model init break is not the same as rotary_pct not persisting on reload." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are load/save related, but one is a legacy preset field and the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Distinct serve-time failures in different components: KV-cache indexing vs missing processor tokenizer state." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Distributed broadcast of None is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is unrelated to Whisper generation on empty transcription." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states being None and auxiliary loss omission are different model behaviors." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id and sliding_window behavior are separate config/model bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch is not the same as a tied-weights warning bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; one is a test failure, the other is a flash-attention generation regression." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and KV-cache 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"issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44933|issue:45362", + "issue:35141|issue:42490", + "issue:45127|issue:45357", + "issue:44737|issue:45803", + "issue:43335|issue:44855", + "issue:44462|issue:45907", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:44077|issue:44079", + "issue:44938|issue:45542", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:39692|issue:44190", + "issue:44496|issue:45803", + "issue:36246|issue:41628", + "issue:45276|issue:45584", + "issue:43479|issue:45375", + "issue:45245|issue:45584", + "issue:43650|issue:44220", + "issue:43295|issue:45276", + "issue:41950|issue:44016", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "ca6be969b549ad61ae5ad02a3b0cb4436a1932a64f223d2a643c1353576b49a7", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36921, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and heterogeneous: the soft-similar issue pairs share broad keywords but not the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; these items describe unrelated bugs, regressions, docs problems, and import/config errors rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue for this cluster, since the items do not converge on one shared problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is a different bug from GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and category-cardinality limits are unrelated failures." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure is not the same bug as stale auto_mappings references to removed configs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 indentation parsing and flash_attention s_aux=None crashes are different code paths." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import is unrelated to Qwen3.5 chat crashing." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize is not the same as trailing-slash local-model loading warnings." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA+extended-vocab collapse on tied embeddings is different from wrong visual encoder keys in save_pretrained." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug and a bare except swallowing errors are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to the Python 3.13 import/parsing failure." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Ignoring tokenizer.json and not forwarding revision in list_repo_files are different repository-access bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to loading a local dataset in the training script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python 3.9+ compatibility failure and Python 3.13 IndentationError are distinct issues." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer is not the same as ModelOutput key assignment with prior None values." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the TensorFlow backend warning from tensorboard-only installs." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reloading are separate configuration/runtime bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache tensor indexing are different failures." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech CI test is not the same as removed Sam3LiteText config references breaking CI." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and local dataset loading are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-validation list handling are different parameter-validation bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to the image-classification local dataset loading issue." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model/config loading and a bare except swallowing errors are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "These are different import/export failures for different symbols and modules, not one shared defect." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings not updating 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"issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45357", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44186|issue:44734", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44246|issue:45003", + "issue:43404|issue:45216", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:43976|issue:44987", + "issue:42490|issue:45632", + "issue:43531|issue:45600", + "issue:43673|issue:44336", + "issue:43295|issue:45335", + "issue:44016|issue:44062", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:44496|issue:45042", + "issue:43335|issue:45593", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:43299|issue:45357" + ], + "prepared_review_unit_hash": "ea10d663e6d0236261daa2d215be7bfc612e0f97ed83ee77bbc54e090bed25f4", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a heterogeneous mix of unrelated Transformers issues; none of the soft-edge pairs look like true duplicates or mergeable PR-equivalents. I\u2019d use the broadly discussed import-time/performance report as the best representative issue.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44246 is the strongest representative overall: it has the most discussion activity, an inbound reference, and a broad user-facing import-performance symptom that is easy to map to the cluster\u2019s general maintenance/debugging theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 stands out as the most canonical issue because it is widely discussed, externally referenced, and describes a concrete, broadly relevant regression rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: LayoutLMv2 tokenizer batching/NER crash vs server-side KV-cache continuation indexing bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a backend/install packaging omission; the other is an unspecific dependency complaint with no clear shared code path." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but they describe different version-gating problems and different failure points." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction issue; unrelated artifacts." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP zero-probabilities bug and Sam3PixelDecoder dummy Conv2d are unrelated model implementations." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access may be related in theme, but they do not clearly describe the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different symptoms: weight tying bug vs incorrect save_pretrained checkpoint serialization." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation crash is unrelated to trust_remote_code cache-path collision." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models is a different compatibility break than local-model cache collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig return object is a different config-loading bug than unrecognized model_type handling." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure and stale auto_mappings references are distinct breakages." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure in GraniteSpeech is not the same underlying issue as Phi-4 multimodal loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash load failure and Phi-4 multimodal load failure are separate model-specific issues." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to FlashAttention loading failures." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support regression and model-loading failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash local model warning is a different path-handling bug than leaf-directory cache collisions." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache/chunked_prefill failure has nothing to do with ANSI codes in loading_report." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resize behavior." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and pipeline docs mismatch are different layers and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing exports and different modules." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model-type recognition failure and unintended torchvision dependency are separate issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL model-loading regression and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args being ignored is unrelated to tie_word_embeddings warnings." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility issue is not the same as a generic dependency issue." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss omission." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to unrecognized model configs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription failure are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model_type handling and text_config unwrapping for composite configs are separate loading paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a load-time regression and the other is incorrect save_pretrained visual-encoder keys." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:44521|issue:45325", + "issue:43479|issue:43525", + "issue:44683|issue:45542", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:45081|issue:45907", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:41950|issue:43650", + "issue:43450|issue:44279", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:43065|issue:44898" + ], + "prepared_review_unit_hash": "a9ad59a5ffd7aa85815da97d2129dc2f731657e10ea297400041760d8c7c561f", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36035, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very broad and mostly contains unrelated issue reports across tokenizers, multimodal configs, docs, deepspeed, quantization, and version regressions. None of the soft edges look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set ('Recent transformers versions break models using remote_code') and is the most plausible anchor for a regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue for the shared high-level theme of recent-version regressions, even though the rest of the items are not true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different problems: video-classification processor lookup vs remote_code model-loading regressions." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model behavior bugs: MoE router loss handling vs Gemma4 text-only token type defaults." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific HybridCache import failure; the other is a broad import-error report after upgrade." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: assistant mask generation vs Qwen2.5-VL rope position scaling." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config issues: missing default vision/audio config initialization vs absent pad_token_id on Llama4Config." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated: compiled flex_attention on torch 2.9 vs TensorBoard/TensorFlow backend installation problem." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma/vision-related only at a very broad level; the concrete failures are different." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but they affect different models and different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue vs dependency version pinning mismatch; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: dtype propagation in Blip2 vs incorrect checkpoint serialization in Qwen3.5." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Completely different symptoms: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency problem vs a specific unreleased PEFT minimum-version bump." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both touch docs/examples, but one is a SigLIP2 example bug and the other is outdated pipeline docs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models; no shared code-path is evident." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "The titles do not describe the same bug or change; one is vague, the other is an AttentionInterface behavior change." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor.tokenizer custom-code breakage vs Deepseek tokenizer output changes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repo tokenizer.json is not the same as Mistral regex patch crashing on Tokenizer internals." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer patch crash vs repo file listing not forwarding revision; unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs AutoTokenizer loading the wrong tokenizer source." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights constructor argument regression; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No concrete overlap: video-classification processor bug vs unrelated placeholder issue." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug vs generic dependency issue; not the same underlying defect." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific inference bugs: FlashAttention failure vs OCR long-input index error." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/CI issues, but they involve different files and different broken references." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed OOM with Adafactor is a different symptom from optimizer.step being called twice." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving a quantized model and loading a dequantized model with device_map=auto are different workflows and failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of lm_head.weight is distinct from resize_token_embeddings not updating Gemma4 embeddings/output heads." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d issue does not match Perceiver non-default resolution failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43650|issue:45290", + "issue:43653|issue:45593", + "issue:43441|issue:44683", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:43723|issue:44162", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:45561|issue:45563", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "37a4260bb630e6fba00f9c8aa45ada2815caa7bd2944bbb1c9dbcce295b9a91e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36071, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated single-bug issues, not true duplicates. None of the soft pairs look like the same underlying bug or change, so all are rejected. The best standalone issue to use as a canonical tracking target is the open multimodal `apply_chat_template` regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the clearest, most actionable bug report in the set: it is specific, reproducible, actively discussed, and describes a concrete regression in `apply_chat_template` for multimodal inputs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the strongest combination of clear scope, user impact, and reproducibility, making it the best canonical issue candidate among this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated topics: a vague data request vs a crash in chat template handling with tool calls." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs missing auxiliary losses in D-FINE; different code paths." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but one is a model-specific FlashAttention failure and the other is a torch-version flex_attention regression." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files is unrelated to a performance slowdown in data filtering." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs in different models: layernorm epsilon handling vs `torch.split()` return values." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save/pretrained file emission is not the same as Gemma4 zero3 loading failure." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer loading issue vs ESM2 model breakage; not the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend dependency packaging vs Python version support; distinct failures." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to a Gemma4 device-map runtime bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer attribute failure vs missing auxiliary losses; different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression and CLIPVision hidden-states regression are separate model/runtime bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer output are unrelated model-specific regressions." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for a specific package is not the same as missing TensorFlow backend installation." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "A docs mismatch about `return_all_scores` is unrelated to incorrect SigLIP2 inference results." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers fails due to a missing symbol, which is unrelated to backend dependency selection." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Python version incompatibility are different issues." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video shape bug is not the same as CUDA OOM in Sam3Video." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing `pad_token_id` on Llama4Config and a GLM-4V loading failure are not the same code-path problem." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI-code output in loading_report are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A specific config attribute bug is not the same as missing fields from `trust_remote_code=True` config loading." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing `AutoImageProcessor` import and Python 3.9/3.10 support are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-class lookup failure and Qwen3.5 chat crash are separate runtime issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs wording and import-time performance are not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and a stale generation warning are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output and a wrong docstring concern different parts of the codebase." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a LoRA compatibility regression and the other is a model-loading regression; too different to merge." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss behavior are different model-training 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": 35, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:43526|issue:45003", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:44162|issue:45200", + "issue:45412|issue:46123", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:45292|issue:45584", + "issue:45987|issue:46082", + "issue:44496|issue:45003", + "issue:45292|issue:45701", + "issue:44987|issue:45459", + "issue:44877|issue:45375", + "issue:43232|issue:44336", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "283b248fb8a4e6a009bce671037a9bacc0da7611a391c47642be95c89c836d69", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that were grouped by superficial keyword similarity, not by a shared underlying defect. No soft-edge pair is close enough to merge, and there are no PRs in the input.", + "confidence": 0.92, + "canonical_issue_reason": "No exact duplicate anchor stands out. If one representative issue must be chosen, issue 44246 is the broadest and most discussion-heavy, but it is still not a duplicate of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the best cluster representative because it is generic, high-discussion, and closest to the accidental 'import/loading' theme of the group, though it should not be treated as the same bug as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different failures: one is a position_ids buffer access issue, the other is a Gemma-4 zero3 from_pretrained/config loading problem." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "One is intermittent import slowness; the other is an unrecognized model/config parsing error. Same broad loading area, different bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different pipelines and code paths: video classification mistakenly uses image processors, while the other is a feature extraction issue." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen models, but the symptoms differ: sliding_window handling vs a chat-generation crash on Qwen3.5-35B." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but for different symbols and packages: Qwen2_5_VLImageProcessor vs is_offline_mode from huggingface_hub." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports in different subsystems; these are not the same underlying failure." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape code leakage in loading_report is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist race on captured_info.txt are different concurrency/IO problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model support error for NemotronHForCausalLM is not the same as the generic Flash Attention 2.0 issue." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are separate v5 regression reports." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma eos_token_id configuration mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing is not the same bug as an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5 VLImageProcessor import failure and DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific regressions." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released after RT-DETR deletion is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and post-upgrade filtering slowdown are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenization correctness and resize_token_embeddings/output_embeddings mismatch are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty transcription after align_special_tokens are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length return type and LlamaConfig head_dim validation are separate API issues." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and hidden protobuf decode errors are different tokenizer/loading bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech is not the same as a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and ANSI output in loading_report are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig and unwrapping text_config in composite Qwen multimodal configs are distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and import-time slowness do not share a code path." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash in GlmMoeDsa and Gemma 4 token-type defaults 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": 36, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:44368|issue:45563", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:43065|issue:46123", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44871|issue:46132", + "issue:43646|issue:44162", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:46077|issue:46123", + "issue:44038|issue:44623", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "e2562c88e5ef264350a9b2f47963ff243ef651ea9a015dfac1a77b6e270d4caa", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37189, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, tokenizer/serialization regressions, generation bugs, and model-specific failures, mostly around Transformers v5. None of the soft pairs look like the same underlying bug/change, so they should all stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate emerges; the issues are thematically related but describe different failures in different code paths and models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella report in the set and best represents the cluster\u2019s overall v5 import/regression theme, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer vs SAM3 video/tracker model-type mismatch; different symptoms and code paths." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 vision output vs video-input ValueError in Qwen3OmniMoe; unrelated models and bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading bug vs multi-GPU Gemma4 CUDA OOM; not the same failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs ESM2 broken model behavior; different tokenizer/model problems." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs patchtsmixer post_init compatibility policy; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash on second forward pass vs flash_attention sink-less AttributeError; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent tied-weight serialization bug vs resize_token_embeddings not updating decoder.embed_tokens; different mechanisms." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie_word_embeddings warning in Qwen3.5 LoRA vs flash-attention generation failure; not the same issue." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma4 zero3 from_pretrained failure vs DeepSpeed double optimizer step; separate distributed-training bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie-word-embeddings warning vs stale num_return_sequences warning in paged generate(); both are warnings but not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow vs Sam3LiteText removed-config CI breakage; unrelated failures." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs serve /v1/responses KV-cache indexing crash; different generation layers." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 decoder dummy Conv2d vs mask pipeline final-batch bookkeeping bug; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B shape mismatch vs Qwen3.5 tied-embeddings warning; different model initialization issues." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Removed image_utils import vs protobuf decode-error handling; both are import-related but not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character decode crash vs Kimi tokenizer regression; different tokenizer logic." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs update bug vs chunked_prefill cache missing; separate generation regressions." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer_class mismatch on save_pretrained vs processor.save_pretrained missing files; adjacent serialization area but different defects." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a 10x slowdown in data filtering after upgrade; not the same symptom or path." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency vs AttentionInterface.register behavior change; unrelated configuration vs API behavior." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom model initialization breakage vs ESM2 broken; one is framework-level, the other model-specific." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache regression vs broad import errors after upgrade; too different to be duplicates." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files vs duplicate optimizer.step under DeepSpeed; different subsystems." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression in filtering vs optimizer-step duplication; not the same underlying bug." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Filtering slowdown after upgrade vs Qwen3.5 MoE from_pretrained error; different behaviors." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure in v5; save vs load and different model formats." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch dependency import error vs Sentence Transformers loading hang; different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs Qwen2.5-VL video position-id bug; unrelated multimodal models." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 encoder output attribute missing vs AutoConfig trust_remote_code missing fields; different object-construction bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction issue vs pipeline final partial-batch dropping results; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility issue vs processor.save_pretrained missing files; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor vs nonexistent image_utils import; both imports, but not the same missing symbol or breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42175|issue:45712", + "issue:43673|issue:44188", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:44964|issue:45137", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:42222|issue:45200", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "a7e037ee7badb2c01c6401960f7c59757ecf72f326217dd37ca18716810cae48", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated Transformers bug reports, but two duplicate groups stand out: the exact-title Qwen3.5 MoE from_pretrained pair (45310/45478) and the exact-title Qwen3ForCausalLM VRAM leak pair (42673/43704). The remaining soft edges mostly look like nearby-but-distinct regressions rather than true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45310 is the best canonical issue anchor because it is the earliest report in the exact-title Qwen3.5 MoE from_pretrained duplicate pair with 45478, and it cleanly represents that specific regression. It also sits at the center of the small Qwen3.5 MoE-related neighborhood better than the later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest global issue candidate because it is a concrete, high-signal bug report with an exact duplicate at 45478. The other items are mostly isolated import, config, or runtime regressions, with 42673/43704 forming the other clear duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder report vs a specific Gemma 4 zero3 bug; not the same underlying issue." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance issue and an InternVL2 meta-init compatibility bug are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs tokenizer-mapping model registration failure; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex crash and auto_docstring annotation crash are unrelated subsystems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained failure; not enough evidence of the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is a generic from_pretrained error and the other is a specific config-field-dropping issue." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import failure and HybridCache import failure are distinct missing-export issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs bug after sync_gpus and torch.compile attention-kernel divergence do not describe the same failure." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title, same model, same VRAM leak symptom; clear duplicate report." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different FP8 issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel LLM output corruption and Qwen3_5 image infinite loop are unrelated symptoms." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import error and AutoImageProcessor import error are separate import regressions." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 MoE save_pretrained failure is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving bug and Qwen2.5-VL import error are different breakages." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency packaging issue and leftover dummy-class cleanup issue are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Cache-missing generation bug and attention-kernel divergence under torch.compile are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and Janus image-generation test failure are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility issue and Qwen3.5 MoE from_pretrained error are different model-specific regressions." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading error and pytest-xdist file race are separate concerns." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT pretrained preset legacy-field issue and xdist race condition are not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaulting are different model families and failures." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI batching/padding-mask inconsistency and MoE load-balancing loss omission are unrelated behaviors." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging backend omission and missing image_utils import are different issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization-spaces behavior change and BOS/EOS insertion regression are separate tokenizer behavior bugs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue and missing image_utils import are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinitialization after resize are different model-loading/training bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not fully grounded in the packet. It says the only clear duplicate soft edge is the Qwen3ForCausalLM VRAM leak pair, but the packet also contains an exact-title duplicate pair for issue 45310 and 45478 (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`). The conservative verdicts are mostly fine, but the summary should acknowledge both clear duplicate pairs rather than singling out only one." + }, + "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": 38, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:44188|issue:44373", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:30333|issue:33290", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44295|issue:45656", + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44190|issue:46082", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:44206|issue:45103", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:45071|issue:46082", + "issue:30333|issue:34689", + "issue:28282|issue:30333", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "ade93e1a6ce02b6814aa6a2eadd41ff9303a9bffe8c0da02f007989cc43c1ce0", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38210, + "estimated_input_tokens": 9553, + "estimated_eval_tokens": 19362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly unrelated issues that only share broad subsystem keywords (tokenization, configs, deepspeed, imports, etc.). I would reject every soft edge and treat this cluster as heterogeneous rather than a duplicate set.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate emerges from these items; if forced to anchor the cluster, issue 45812 is the strongest standalone regression report because it is concrete, user-visible, and broadly scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best standalone issue in the set: it describes a clear silent v4\u2192v5 regression with broad impact across Granite models and a concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different code paths: multimodal config defaults vs Whisper timestamp decoding." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files on save_pretrained is unrelated to Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence is unrelated to a docstring typo." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenization cleanup behavior and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import failure is unrelated to missing Qwen2_5_VL class export." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to Adafactor OOMs in DeepSpeed." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and failure modes." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs Kimi-K2.5 codec handling." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms; these are separate tokenizer regressions." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning bug is unrelated to missing tensor-parallel plan support." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump issue is unrelated to dummy PT object leakage." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image processor API break is unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "General v5 tokenization behavior change is unrelated to Pegasus output regression." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output difference is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import is unrelated to dummy class cleanup." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to optimizer stepping twice in DeepSpeed." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained bug is unrelated to tokenizer config class mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Text classification example bug is unrelated to image-classification local dataset loading." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug is unrelated to DeepSpeed optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading failure is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit error is unrelated to AttentionInterface.register behavior." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash is unrelated to auto-docstring future-annotations crash." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting is unrelated to CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Transformers AutoImageProcessor import failure is unrelated to huggingface_hub offline-mode import failure." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "onnx import error is unrelated to missing PyTorch for AutoModel." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking break is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to Llama 3.2 model loading regression." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to MLflow reporting on failed training jobs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata bug is unrelated to Qwen3.5 MoE from_pretrained loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:44222|issue:44484", + "issue:30333|issue:35141", + "issue:43723|issue:44977", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44373|issue:44485", + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:43723|issue:44991", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:42831|issue:45753" + ], + "prepared_review_unit_hash": "3d9015c64d21af1a45c546428cb9148c97775d3d18a1e0a556a359b997f6166f", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers/HF bugs. There are a few loose themes around v5 tokenizer/import/load regressions and save/load edge cases, but none of the soft pairs are the same concrete defect, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No true cluster-wide duplicate exists; issue 43723 is the broadest representative because it describes a generic v5 tokenizer-loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the most generally scoped and actionable report among the loading/import regressions, so it is the best single representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE saving and the other is a generic shard-size question; different problems." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow job reporting and embedding reinitialization are unrelated bugs in different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer-loading regression vs flash-attention generation failure; different failure modes and subsystems." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs sync issue and OCR index error are unrelated model/runtime bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split issue is unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Hidden_states regression in CLIP vision vs LlamaConfig head_dim validation; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling and Gemma4Processor missing _tokenizer are different code-path failures." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Two different DSA-indexer complaints with different symptoms and fixes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor batching crash and auto-docstring crash are entirely different issues." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer-loading regression vs eos_token_id configuration mismatch; different concrete defects." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same as incorrect visual encoder key saving." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but for different models and likely different causes; too broad to merge." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP zero-probabilities are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized save/load, but different quantization methods and failure modes." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs at checkout/init are different training stability bugs." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer load regression in v5 and a FastSpeech2ConformerTokenizer import/load failure are separate concrete issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained error are not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config default initialization bug and config reload persistence bug affect different models/fields." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing hub symbol vs broad import-error report after upgrade; related theme, not one concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state update bug and D-FINE auxiliary-loss behavior are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression is not the same as the Qwen3-VL-Moe bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset_mapping bug for Qwen3 and missing BOS/EOS insertion for mdeberta-v3 are different tokenizer behaviors." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Even though both are import-related, they are not the same underlying missing-symbol defect." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Cache/offline tokenizer loading and quantized save_pretrained failure do not share the same root cause." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:44671|issue:46132", + "issue:44117|issue:44704", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:43232|issue:44743", + "issue:44295|issue:44297", + "issue:41628|issue:45278", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:44261|issue:44373", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:29127|issue:30990" + ], + "prepared_review_unit_hash": "e3370503b0461e6b30e5a64dbe7b9008d3b83e9988ca0fd762d61169cc2bbf9d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35986, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items form a loose cluster of Transformers regressions and tokenizer/loader issues, but the soft edges are mostly thematic overlaps rather than true duplicates. I would not merge any of the suggested pairs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43122 is the strongest representative of the tokenizer-regression subgroup: it has a clear cross-version failure, a concrete repro angle, and the closest semantic ties to the other tokenizer/chat-template reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best standalone anchor because it describes a specific, reproducible tokenizer behavior change and sits nearest to the other tokenizer-related soft matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: RoPE layer dropping vs an incorrect tied-weights warning." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-adjacent, but one is offline cache loading and the other is a decoder-type issue." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Cross-version tokenization drift is not the same as multimodal assistant mask generation." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated failures: missing onnx module import vs extra whitespace after added tokens." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different surfaces: broken env command vs import-time NameError in sentence-transformers." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Masked LM prediction regression and AttentionInterface.register behavior change are distinct bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback handling is separate from AutoProcessor kwarg forwarding." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs after checkout/init." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a MacOS bus error are different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance is unrelated to the torch.split return-value issue." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: processor kwargs passthrough vs chat-template crash with tool calls." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs after sync_gpus and recurrent-state reset in modular_qwen3_5 are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access error for position_ids is unrelated to tokenizer_class metadata mismatch on save." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A single import error is not the same concrete bug as broader post-upgrade import regressions." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and pipeline-parallel output corruption are separate issues." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior change and batched apply_chat_template padding crash are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline parallelism correctness are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failure to load a specific model are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A numerical precision/config issue is unrelated to a wrong docstring." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError and auto_mappings CI breakage from removed configs are different causes." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-save failure and GenerationConfig validation error are separate problems." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-related, but one is a type-mismatch warning and the other is a missing attribute error." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation omission and GLM-5 RoPE implementation discussion are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and multimodal assistant_mask behavior are different bug reports." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label behavior and Gemma 4 token-type defaults are different failures." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model save failure and a model loading failure for Phi-4 multimodal are distinct." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch do not share the same underlying cause." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Clarity of an error message is not the same as a loading hang." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:43122|issue:44977", + "issue:22355|issue:29159", + "issue:43493|issue:45753", + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:43064|issue:43673", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "818c5bace63307f93db3ec8f12bcaedb34354f3a6624134667c993aaafb0db8a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity group of unrelated Transformers bug reports; the only mild commonality is version-regression / tokenizer-related complaints, but there is no true duplicate core.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43122 is the closest representative of the recurring tokenizer-regression theme, but the cluster is too heterogeneous to treat as a single duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the best single representative by breadth and topical centrality (tokenization behavior change across versions), though it does not canonically cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but 43122 is broad version-to-version tokenization drift while 44779 is Deepseek-specific incorrect output; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different problems: dequantized save_pretrained failure vs AutoTokenizer/AutoModel loading with gguf_file." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and empty multi-label example-script output are unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different symbols/models: Qwen2.5-VL class vs HybridCache." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different symptoms and subsystems: Qwen3-VL-Moe issue vs position_ids buffer access error." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both touch MoE models, but one is a Qwen3-VL-Moe runtime bug and the other is FP8 save_pretrained behavior; not the same concrete fix." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Two unrelated import failures for different names from different modules." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import-time NameError in sentence-transformers versus a PyTorch version guard in flex_attention; different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer version regression vs Qwen3.5 flash-attention generation failure; not the same issue." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is decoder type handling in v5 and the other is a Deepseek tokenization regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder weight loading and AutoProcessor cached_file kwargs are separate loading bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a single missing symbol and the other is a broad upgrade breakage report." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading and bfloat16 dtype mismatches are unrelated training/inference issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and a RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression and NaNs in classification heads are different failures." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support mismatch and a flex_attention import/version check are not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken vitpose models and Ministral-3 FlashAttention failure are different model-specific bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args not used and trainer.evaluate() failing after train are separate training issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 control warning and missing get_number_of_image_patches method are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache in chunked_prefill are separate code paths." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained visual-encoder keys and the other is from_pretrained loading; not mergeable as one fix." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen models and different failure points; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example-script output and pipeline translation-task support messaging are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length helper behavior and a PyTorch version check bug have no direct overlap." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config and stale num_return_sequences warning are different generation-layer 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": 42, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:42673|issue:43582", + "issue:42617|issue:45341", + "issue:42371|issue:44261", + "issue:44933|issue:45278", + "issue:42673|issue:43577", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44483|issue:45464" + ], + "prepared_review_unit_hash": "b3323ad41bdecd69795d8f98f1cc52712e0542d33c9167eb7a2c5e9d365dad59", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly groups superficially similar Transformers issues; the only broadly representative item is a generic tokenizer-loading regression. I found no PRs, and none of the soft pairs look like true duplicates of the same concrete bug.", + "confidence": 0.32, + "canonical_issue_reason": "issue:33453 is the broadest and most central title in the set (\u201cRegression in tokenizer loading\u201d), making it the best umbrella for the tokenizer-focused portion of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the best global issue fit because it is generic enough to cover the recurring tokenizer-loading/thread in the cluster, while the rest are mostly narrower model- or API-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different model/backends and different failure modes: GPT-2 attention scaling vs Gemma4 bidirectional mask construction." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenizers, but one is loading regression and the other is incorrect offset mapping; not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline removal issue is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None bug and flash_attention sink-less AttributeError are unrelated code paths." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors; no clear shared bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction reference; insufficient evidence it is the same VRAM leak bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and flash-attention generation issues are distinct problems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are different failures." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights TypeError and PretrainedConfig type-checking regression are separate compatibility issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to an AutoProcessor import crash without torchvision." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency pin/version-release problem is unrelated to a flex_attention import version check." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback bug and Mistral regex patch crash are different tokenizer paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols; no evidence of a shared root cause." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and distinct missing/failed loading behavior." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and save_pretrained checkpoint serialization are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping bug and runtime post-processor update bug are different tokenizer issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Saving shard size behavior and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multithreaded loading and Apple Silicon TypeError in allocator warmup are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel execution failure and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings issue and MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad report of many import errors after upgrade are too different to merge as one bug." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and BLIP2 dtype loading regression are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing TensorFlow backend detection with tensorboard are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker mismatch and MobileLLM key error are different loading issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for configuration_utils and an audio feature extraction issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config are distinct model-loading problems." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging dependency issue and broken VitPose models are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic /v1/chat/completions API rejection and Qwen3.5 streaming failure are not the same concrete failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46123" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43673|issue:46123", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43335|issue:45071", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:44038|issue:44410" + ], + "prepared_review_unit_hash": "a35fd83d24ff4f592d50a707ad6bdf74d26873f7cf17e64cf063de6d8dfdd86e", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38747, + "estimated_input_tokens": 9687, + "estimated_eval_tokens": 19630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and mostly contains distinct import errors, model-specific regressions, and unrelated v5 behavior changes. No soft edge looks like a true duplicate pair, so I would not merge any of the suggested links.", + "confidence": 0.37, + "canonical_issue_reason": "No exact duplicate stands out across the set; if one issue must anchor the cluster, issue 43097 is the broadest v5 regression report with explicit API removal and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the best representative of the cluster because it is a concrete, user-facing v5 breakage with broader relevance than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizer behavior, but one is SGD args being ignored and the other is double optimizer stepping with DeepSpeed; different bugs and code paths." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-v5 regressions, but one is about decoder type selection and the other about changed tokenization output; not the same defect." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are unrelated precision topics with different failure modes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as Blip2 dtype fields staying float32 on load." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache loss in v5.0.0 and a testing_utils bug are unrelated subsystems." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "One is missing projections in qwen3next layer 0, the other is a Qwen3.5 MoE from_pretrained load failure; different model families and symptoms." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained shard-size defaults are unrelated to the Qwen3.5 MoE loading error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal for tie_embeddings_and_encoder_decoder is unrelated to unexpected position-id keys during model loading." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in a GLM indexer is a different bug than the GLM-5 RoPE implementation issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking breakage are distinct regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "A missing image-patch helper in an image processor is unrelated to MLA layernorm epsilon precision handling." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 compilation warning is not the same as a model-type mismatch warning between sam3_video and sam3_tracker." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and tokenizer protobuf-error masking are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking in PretrainedConfig and the undefined tf backend when only tensorboard is installed are different issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but they affect different models and fail in different ways: load-time crash versus degenerate training." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "A Qwen3-VL weight mismatch and a Qwen3-VL-Moe bug are distinct load failures." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder and gguf_file breaking tokenizer/model loading are separate regression paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a bug in testing_utils." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model loading without torchvision and a testing_utils bug do not describe the same underlying defect." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a lower-level mapping issue, while loading physical-intelligence/fast is a broader model-load failure; not enough to treat as one bug." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "A SAM3 model-type warning and a tie_word_embeddings warning on Qwen3.5 are unrelated config warnings." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image patch counting and GLM Moe indexer split behavior are unrelated code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video AutoProcessor crash and save_pretrained shard sizing have no causal overlap." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision and missing ReasoningEffort import are separate dependency/import problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols from different packages and unrelated fix paths." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are different model-specific issues." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states on nonzero ranks with FSDP2/PEFT is not the same as Liger Kernel not being applied under model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config option in v5 and quantized model save/load breakage are distinct bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal for tie_embeddings_and_encoder_decoder does not match the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying defect." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken constructor argument duplication and tokenizer mapping returning None are unrelated tokenizer issues." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes config field are distinct model-definition problems." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained failure and qwen3next layer projection omission are different model families and 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": 44, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:45103", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45479", + "issue:45753", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43352|issue:44380", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43299|issue:43867" + ], + "prepared_review_unit_hash": "ac6afa28539c0ce94d09e61ef4d6cd43257cd4e4664f6ea066a0be26ca34f540", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated Transformers issues. I only found one plausible duplicate pair: the two CLIP v5 regression reports about missing outputs. Everything else spans different model families, APIs, or bug classes and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous and does not form one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43618 is the closest local anchor because it is paired with 43761 in the same CLIP output-regression area, but even that only covers a small subset of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different subsystems: local_files_only/network behavior vs missing checkpoint weight loading in UMT5Encoder." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: AutoProcessor kwargs passthrough vs auto-docstring annotation handling." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated problems: removed config API vs offloading/quantization behavior." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different failures: missing torchvision crash in AutoProcessor vs tokenizer mapping returning None." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are import/load issues around vision models, but they affect different symbols and failure modes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "No shared concrete bug; one is tokenizer decoder typing, the other is a separate reproduction report." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model/backend issues: xLSTM training bugs vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Unrelated: missing encoder weight in UMT5 vs save_pretrained shard-size default question." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different areas: pipeline error messaging vs saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Both mention compilation/warnings, but one is a bfloat16 warning and the other is an actual SDPA compile failure on a specific model." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different causes: PyTorch precision warning vs tie_word_embeddings config warning." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention, but one is unsupported Flash Attention for Nemotron and the other is GPT2 scaling ignored under backends." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Completely different bugs: saving dequantized models vs infinite-loop generation on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Save/pretrained is broad, but these are different objects and failure modes: dequantized models vs Pipeline saving." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Unrelated: Whisper model execution vs MaskGenerationPipeline partial-batch result loss." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: model attention backend support vs Python version compatibility." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both mention attention, but one is GPT2 backend scaling and the other is AttentionInterface.register behavior change." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated: attention scaling bug vs degenerate zero-loss classification setup." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different code paths: FSDP2/PEFT optimizer state corruption vs GPT2 attention backend scaling." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related to MoE/FP8, but one is save_pretrained and the other is from_pretrained loading." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different APIs: chat completions endpoint rejection vs batched chat template crash." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "No overlap beyond generic runtime failure; Gemma3 config missing vocab_size is unrelated to Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different model families and bugs: xLSTM training issues vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are compile-related, but one is a warning on bfloat16 and the other is a flex_attention failure on torch>=2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Path-ending-slash import warning is unrelated to the bfloat16 compilation warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols and different dependency/version causes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both report the same CLIP v5 regression family: requested vision outputs are no longer populated in CLIP model outputs, so one fix to CLIP output assembly could plausibly address both." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model families and bugs: CLIP output fields vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/network issues: missing configuration_utils symbol vs API calls made despite local_files_only=True." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same broad Qwen3-VL-Moe area, but one is a v5 loading bug and the other is fp8 inference support; not the same concrete change." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different request surfaces: chat completions API rejection vs apply_chat_template crash on tool-call messages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal issues: chat completions request handling vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failures around model loading: Qwen3VL MoE loading regression vs state_dict sorting error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:43618 \u2194 issue:43761, is a plausible CLIP v5 regression pairing, and the rest of the cluster is reasonably treated as heterogeneous. No overstatement or mergeability issue detected." + }, + "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": 45, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44485", + "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:45440", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46077", + "issue:46082" + ], + "soft_pairs": [ + "issue:43756|issue:44485", + "issue:36683|issue:43475", + "issue:43299|issue:45753", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:44077|issue:44380", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357" + ], + "prepared_review_unit_hash": "3527879584304bd62ed96c8b1f88a154da7c8f9c570c341701fd12192286f4a7", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36905, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are distinct bug reports affecting different models, configs, or features. I found no convincing duplicate pairs among the provided soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "issue:41669 is the clearest, most concrete representative issue here: a specific import-time performance regression caused by `import *` usage in models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the strongest global representative among the listed issues because it states a concrete root cause and an actionable performance problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different problems: Smollm3 RoPE layer dropping vs a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both mention missing attributes, but they are unrelated models/objects and different failing code paths." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen variants and different failures: model loading breakage vs an infinite-loop generation bug on one image." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both relate to saving, but one is quantized model serialization and the other is saving Pipeline objects." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for `return_all_scores` is unrelated to Pipeline `save_pretrained` failures." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: token embedding resize propagation vs incorrect attention-mask construction." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Seed-related flaky tests are unrelated to tokenizer decoder type issues." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support warning is unrelated to invalid GenerationConfig handling." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different save/load bugs: sorted state_dict loading vs incorrect Qwen3.5 checkpoint saving." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config attribute in Gemma3 is unrelated to patchtsmixer post_init allowance." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Patchtsmixer post_init policy and GPT2 attention scaling under SDPA/FlashAttention are different issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to Pipeline save_pretrained serialization." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they refer to different versions and likely different causes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masks are unrelated model/config bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config validation and different model behavior; no shared underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to D-FINE auxiliary loss omission." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Two missing-attribute reports, but for different configs and different fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/model-implementation issues in different architectures." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing `vocab_size` and missing load-balancing loss are unrelated failures." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Unsupported FlashAttention and Qwen3-VL weight-shape mismatch are different problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache `update()` no_grad semantics and broad import failures are not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5 is unrelated to Qwen3.5 MoE `from_pretrained` errors." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict ordering load error is unrelated to a missing Qwen3.5 vision config field." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file errors and a Python 3.13 JIT parsing/IndentationError are different import-time issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one has a specific root cause (`import *` in models) while the other is a generic slowdown report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to xdist race conditions in captured-info handling." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are distinct regressions." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 save/load regressions affecting different artifacts and key mappings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850", + "issue:46132" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + 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None of the soft pairs look like true duplicates or the same fix target.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it summarizes that v5 breaks many models, while most other issues are narrower, model-specific regressions or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global cluster anchor because it is the only high-level tracking issue that can plausibly subsume the broader v5 breakage theme, even though it is vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Different bug class: cache/layer update no_grad behavior vs a broad v5 complaint." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different loading failures; not the same concrete defect." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated: training cache/no_grad vs Python version compatibility." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different components and symptoms; 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No soft pair looks safe to merge as a duplicate.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44556 is the best representative because it is a concrete, user-facing v5 loading regression with a clear version boundary and reproducible impact on reloading checkpoints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the most actionable and central among the v5 breakage reports; it captures the class of checkpoint reload failures better than the vague or highly specific alternatives.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems and failures: Liger/model_init vs a DSA indexer ReLU issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Unrelated problems: FineGrainedFP8 accuracy vs a GLM46V image-processor AttributeError." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "One is a compiled-Python-file runtime problem; the other is a PretrainedConfig typing regression." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to an empty/placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Both mention loading/saving, but one is about compiled Python files and the other about saving Pipeline objects." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; not the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different code paths and model families." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different import/runtime areas: huggingface_hub symbol import vs the transformers env command in v5." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer/model loading regression is unrelated to tensor-parallel training." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken CLI command and a type-checking regression are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The v5 env command issue is unrelated to missing a specific model export." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion for forward args is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors from transformers, but they are for different symbols and do not clearly share one root cause." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "'racoon' provides no evidence of the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for a utility symbol is unrelated to the env command breakage." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to the placeholder issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to a cache-strategies typo." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Different failure modes: missing top-level export vs compiled Python file errors." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to docs mentioning return_all_scores." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same as a broad complaint that v5 breaks too many models." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "RMS norm precision/config issue is unrelated to the DSA indexer problem." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A concrete missing-files save_pretrained bug is not the same as a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure is unrelated to a TensorFlow backend detection error." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe sys.modules access are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3/MoE, but one is a v5 compatibility bug and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is 2D bounding-box hallucination/error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A multimodal output bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the env CLI and the other is checkpoint reload compatibility." + }, + { + "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:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is unrelated to the broad v5 complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * from models is unrelated to missing GenerationMixin cache behavior." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 loading issues, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-initialization incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to the generic v5 complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the broad v5 breakage report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a cache-strategies typo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:45278|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "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" + ], + "prepared_review_unit_hash": "5e7bd06bd3b6c24c69725b4d9665ccf42dee64056d31b824899ab72ec13240d7", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39795, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not look like true duplicates; they span unrelated regressions, docs, model-loading, scheduler, and import issues. The soft matches are only superficially similar, so none should be merged. The best umbrella issue is the concrete v5 upgrade regression report.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the most concrete broad umbrella in the set: it captures multiple import/model-loading regressions after the 4.57.0 -> 5.5.0 upgrade, whereas the closest alternative (issue:45850) is too vague.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative triage target because it is broad enough to cover the surrounding upgrade-related breakages but still specific enough to be actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad breakage reports, but one is a specific version-upgrade regression and the other is a vague complaint; not the same underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Different problems: flaky integration tests due to missing seeds vs. inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Different code paths: cached_file kwarg forwarding in AutoProcessor vs. scheduler configuration handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import performance sometimes being slow is not the same as lazy loading failing functionally." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning in SAM3 tracker is unrelated to Liger Kernel not being applied in model_init." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility failure and Qwen3-VL bbox output errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 unsupported for Nemotron is a different model-support issue than Qwen3-VL box output errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command in v5 is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch does not match the generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is not the same as the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance and HybridCache import failure are different import-related issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star performance issue is unrelated to the testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A typo in cache strategies is not the same as incorrect output under pipeline parallelism." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing image-patch method in GLM46V is a specific API bug, not the same as a vague broad regression complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D box hallucination differs from the Qwen3.5-Moe from_pretrained regression." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to tied-weight key handling crashing on list input." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() after removals is not the same as scheduler kwargs being ignored." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward arguments is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star performance issue and scheduler kwargs bug are different subsystems and failures." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init and flash_attention_3 degenerate training are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are not the same underlying issue." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer lacking ReLU is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError are distinct save/model-internal bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5-Moe from_pretrained error are not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading not working and scheduler kwargs ignored affect different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation and GLM-5 RoPE implementation are unrelated model-processing bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp processing error has nothing to do with scheduler configuration." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-argument documentation confusion is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance issue is not the same as VRAM leakage across dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation confusion about model.forward is unrelated to the missing _flash_supports_window_size import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel not applied via model_init and old InternVL2 meta-init incompatibility are different regressions." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is unrelated to RoPE implementation details." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to asking for a weight conversion script." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings discussion is unrelated to VRAM leaks in multi-threaded inference." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected API requests despite local_files_only and timestamp calculation are different failures." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug does not match processor.save_pretrained missing files." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and multi-thread VRAM leak are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return semantics in GlmMoeDsaIndexer are unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to Gemma4 audio positional encoding." + } + ] + }, + "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": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45850" + ], + "soft_pairs": [ + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "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:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "9be4928e839f5bef3d2f32af091f898ff0f92105c41dc149daed8fa5dd3fc1f6", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797926, + "estimated_input_tokens": 199482, + "estimated_eval_tokens": 399220 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 17, + "serialized_chars": 17358, + "estimated_input_tokens": 4340, + "estimated_eval_tokens": 8936 + }, + "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 tokenizer behavior, config attributes, loading regressions, docs, training bugs, and one irrelevant/spam-like item. I do not see any soft pair that should be merged as the same underlying bug, so there is no clear canonical issue for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer/v5 behavior, but one is a broad version-behavior complaint and the other is a specific decoder-type issue; not enough evidence they are the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Inverse-square scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weight key handling versus chat template tool-call crashing." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "'Unemployment' is not the same bug as a generic post-5.0 model breakage report." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Testing-utils bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing and tied-weight-key AttributeError are different failures in different components." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing is unrelated to tied-weight-key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training behavior are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed regression is not the same as confusing model.forward documentation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is fp8 inference support and the other is a from_pretrained loading error; different concrete issues." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "A slow checkpoint load report is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching lacking audio-model support is unrelated to FP8 Qwen3 VL/MoE support." + } + ] + }, + "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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "b3abd698a96446e8ffc48d28a060dfbe2e026d0180dba16d32664dedfc89b5a8", + "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": "No strong duplicate cluster here. The Tapas tokenization issue is clearly unrelated. The two model-loading issues are both about loading/downloading models, but one is specifically an unauthenticated private-model error message and the other is a generic failure to load bert-base-uncased, so they do not look like the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the model-loading failure reports in this set, with more discussion activity than #15980.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue candidate because it is the most general user-facing failure among the issues shown and has the strongest discussion signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: Tapas tokenization mismatch versus a model-loading failure for bert-base-uncased. No indication they share the same code path." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Related broadly to model access, but one is a private-model auth/error-message problem and the other is a generic inability to load bert-base-uncased. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "1ba3bf9742b68babdd99d85e1849a5be9160a17daeb9bcdefb7ef33275e517f0", + "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 two separate feature-request issues in the same broad area (community contribution / architecture support), but they target different integrations: Flash Attention 2 vs GGUF. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if one must be retained as a representative, issue #26350 is slightly broader/older and has more discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the better anchor only because it is older and has somewhat higher discussion activity, but it does not subsume #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are generic community-contribution feature requests, but they ask for different functionality in different subsystems (Flash Attention 2 support vs GGUF support). They are related in theme, not the same underlying change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "adc4a8833c5442d08e97ea0fe7768421e3cca708def19f12f11a6b3f2d5363a4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a mix of distinct translation requests (Turkish, Spanish) and three near-identical generic i18n template issues. Only the generic template trio looks like true duplicates; the language-specific issues are separate requests.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43834 is the best canonical representative of the duplicate subset because it is the earliest of the three near-identical generic template issues. The Turkish and Spanish issues are different language-specific translation requests, not duplicates of that template trio.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest single issue to keep as the representative duplicate because it is earliest and matches the other two generic placeholder issues almost exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish-specific translation request vs a generic placeholder template; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request and generic template issue are not the same translation task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish translation request does not match the generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish), so these are separate translation issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific translation request does not duplicate the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request and generic template issue are distinct tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request and generic template issue are distinct tasks." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical generic i18n template title/body; same underlying duplicate issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic i18n template issue; appears to be the same request duplicated." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic placeholder translation issue and look interchangeable." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly separates the Turkish and Spanish requests from the nearly identical generic template trio, and the accepted duplicate pairs are supported by the identical titles and very high similarity among 43834/44365/44370." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "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": "2f362bd06cdc7a5262285546eb781e88c2021abfe32d3ea45b3ca55158053a4c", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "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 all distinct model-request issues across different model families and modalities; there is no strong duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is a clear, well-scoped representative model-request issue, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBert config vs DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detector/model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio: different model and modality." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Detector request vs sparse transformer request; different change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR target different code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; not the same request." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model families." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR are different features." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and sparse transformer requests are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS support: different models/tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family but request different modality support." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Different speech models: Qwen3-TTS vs Voxtral-4B-TTS-2603." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and sparse transformer support are different code changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are distinct model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio models." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE target different architectures and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is unrelated to sparse transformer support." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE request; not same problem." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate speech model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model domains." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + } + ] + }, + "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": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-10", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46143", + "issue:46144" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:43240|issue:46144", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813", + "issue:42936|issue:43668", + "issue:43717|issue:46144", + "issue:46143|issue:46144" + ], + "prepared_review_unit_hash": "a67a18593df395c58bc2099853d51ed0232616a085550b333ac0342a1ffccf5c", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10293, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10293, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models and bug types. The only near-related pair is the RoFormer duo, but they still describe different code paths, so I would not merge any pair as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the cluster is too mixed, and the only plausible relation (46143/46144) is related but not duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, issue 46144 is the closest hub because it is the broader RoFormer attention-path report and the only item with a near-neighbor, but it still should not serve as a duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Same general normalization vocabulary, but different models and different bugs: RMS-norm question vs. incorrect type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss-kwargs forwarding are different code-path issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model families and different behaviors; no shared concrete bug." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss/ignore_value bug is unrelated to RoFormer attention-interface behavior." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Tokenizer regex warning and Mask2Former ignore_value are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A typo in a quantization attribute is unrelated to Mask2Former ignore_value usage." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Generic loss-kwargs forwarding and RoFormer attention-interface usage are different bugs in different subsystems." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-kwargs forwarding and ModernBERT norm_eps typing are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect config type hint vs. tokenizer regex warning; no common bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction and attribute typo are different fixes." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface are unrelated model-specific issues." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is about kwargs passthrough in methods and the other is about the attention implementation not using the interface; adjacent, not the same duplicate bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "db73774e45ba2bccb7b976805154db3971bfa95b1062601482919f72790287f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not look like duplicates: one is about block decoding behavior, while the other is a request for DeepSeek v3.2 model support. They target different underlying changes and should remain separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits this cluster well because the items describe different requests; if forced, neither is a clear duplicate representative of the other.", + "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 mechanics vs adding support for a specific model/version. The overlap is too superficial to treat as 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": 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": "490735881aa000c461859610073fe234611327fd6d229a0b0a66c3da5d63e8c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1582, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1582, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a high level (Trainer customization), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the broader Trainer customizability discussion, so it is the better representative issue for this small cluster, but it is still distinct from 43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs: customizability of unused-column removal vs. FLOPS accounting for custom trainers. Shared Trainer context is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "16b971e76369779cd8e72b8063b02eda11eed670163d9ac6a80cc9cf0d7ae5db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad Transformers-auto-model level, but they target different model families and different auto classes, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43684 is the cleaner canonical issue because it is the more direct registration request and names the exact auto classes involved.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the best representative since it is a concrete API registration gap; issue:44405 is a separate Qwen3.5 sequence-classification support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change requests: Qwen3-Omni auto-registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. They touch different model families and different code paths, so they 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": "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": "3204fc7f6f266e3645e342519ff09205bc61722498f3bd6effe15ea6b39fd45b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly low-signal spam-like issue reports. Three issues share the same generic title \u201chuggingface \u201d and are likely duplicates of each other, while \u201cFett\u201d looks unrelated. No PRs are present.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43845 is the best available anchor because it is the earliest of the identical \u201chuggingface \u201d reports, but the bodies are too sparse to identify a concrete underlying bug with confidence.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the strongest cluster representative: it matches the repeated title pattern, is earliest among the duplicate-looking reports, and there is no stronger technical signal from the bodies.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body detail; only weak lexical similarity, not enough to infer the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive description; superficial similarity only." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence of a shared underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same generic title, but the reports are too empty to confirm they describe the same concrete problem." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Both are generic \u201chuggingface \u201d reports, but there is no actionable description tying them to the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical superficial title, but insufficient detail to safely treat them as duplicates of 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": 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": "89aa2061b3170f8941b6029cfe407813b221f7e8f1b123ab9358e7b8b707a4c6", + "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": "The cluster is made up of low-information spam/generic issue titles with no substantive description, links, or code evidence. There is no defensible duplicate grouping or canonical issue here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '', but there is no body, target, or issue-specific evidence to show they describe the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both look like spam placeholders only; no concrete bug/change overlap is visible." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a generic documentation suggestion; insufficient evidence they are the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Titles are unrelated ('' vs 'Check out \"Google LLC\"'); no sign of the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation suggestion does not match a spam placeholder issue in a way that supports duplication." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete shared bug or request is evident beyond being low-information issues." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles are not enough to confirm the same underlying issue without any descriptive evidence." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated promotional-style title; no common issue is visible." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap in the report content or title." + } + ] + }, + "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": "1c153ba80fbaa93ada231663e59220cc66d4145b222f97b318b37bc1ac73e66e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to be a near-duplicate issue pair: same title, close similarity signal, and no contrary evidence. However, the evidence is not strong enough to claim identical bodies or a confirmed duplicate relationship with certainty.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45145 is the best canonical issue because it is the earlier thread and has an inbound reference, while the pair only shows soft similarity rather than explicit duplicate linkage.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative for the issue cluster: same title as #45151, slightly earlier creation time, and it has the only inbound reference in the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match and the similarity score is fairly high, but the packet only provides soft-similarity evidence and marks deterministic_accept=false. Without body text or explicit links, this is not strong enough to confirm a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports a close similarity, but not the stronger claims made here. Both issues have the same title and similar body lengths, with only a soft-similarity signal; the bodies themselves are not shown, so saying they have the \"same title/body\" or are \"effectively the same issue content\" overstates the evidence. Also, the soft-edge verdict should stay conservative because the packet marks this pair as deterministic_accept=false. The inbound reference on 45145 is fine to mention, but it does not by itself justify treating the pair as confirmed duplicates." + }, + "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": "56d439d7b9e3449ae8a252d2e76128c11d02c20a04bbf7bd11e58264b071f025", + "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": "The two issues are both about 4-bit inference, but they describe different bugs: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.96, + "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": "Reject: different root causes, different affected code paths, and different failure modes; they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "0c2e3cb79c508a9df230e546276fcb842eee53984e12c91caa815a680b38678b", + "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": "Two closed issues look like unrelated personal-name entries with different names and dates; there is no evidence they describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Same superficial pattern (name + date), but the names and dates differ and there is no shared bug report, target, or context indicating a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "65495026d540e24b9a98a2d521580d863f19902394227820a17dff3192a27703", + "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 appear unrelated: they reference different personal names and different dates, with no body or links suggesting a shared bug or task. The soft duplicate edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and different dates; no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 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": "7e698274b5264df30ca0ae56a37bc5e9ad7c488e4d71fa45821843f61ba777c6", + "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": "Two exact duplicate pairs are present: 45870/45871 and 45872/45873. Issue 45869 is related by topic but is a different dataset-style post, and the two duplicate pairs are not the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue spans the whole set; the cluster splits into two separate duplicate pairs. If forced to pick one representative, 45870 is the clearest canonical for the 'Example: Financial time series prediction with DataForge' pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is a strong issue representative because it is a clean, duplicate-bearing copy of the 'Example: Financial time series prediction with DataForge' report and is simpler than the broader, less clearly comparable items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad finance theme, but one is a dataset promo and the other is an example post; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad finance theme, but different artifact types and wording; not a duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching body size strongly indicate the same issue duplicated." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related DataForge/financial wording, but example post vs scraping service are different underlying topics." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related wording only; the two issues describe different concepts and are not the same bug/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Similar domain language, but no evidence they report the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Similar domain language, but these are different issue subjects." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching body size strongly indicate the same issue duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only strongly supported duplicate pairs are 45870/45871 and 45872/45873 (matching titles and identical body lengths), while 45869 is only loosely related by theme. The soft-edge verdicts are conservative and do not overclaim duplicates beyond the evidence provided." + }, + "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-39895-14", + "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", + "pull_request:46067" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "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:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46067", + "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": "90b99c246b839d284738ce6a3c3bd73887f93bfffa2378cfea484a2998a57b94", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38371, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38371, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated PRs across separate areas (new models, docs, loading, tests, and utility refactors). The only true duplicate-style overlap is the pair of `fixed_cross_entropy` patches, which both implement the same kwargs support in the same function for the same tracked issue.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the cleanest representative: it directly targets issue 43240 and implements the concrete `fixed_cross_entropy` kwargs extension in one place.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best PR candidate because it has the explicit issue link and the most direct, narrowly-scoped implementation of the loss fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model addition/docs is unrelated to an executorch dynamic-shape test change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions and a new MobileLLM model are different changes in different subsystems." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions are unrelated to executorch export test coverage." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "A processor-from-pretrained robustness refactor is unrelated to adding a new model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support and loading/base_model_prefix conversion fixes are different code paths and problems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs support is unrelated to a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "A loss utility fix is unrelated to Mistral4 test/debug changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "Executorch dynamic-shape tests do not match the conversion/loading prefix fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 test fixes are separate areas with no shared underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch exportability testing is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "A new model addition is unrelated to fixing config resolution order in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM implementation and Falcon output-collection refactoring are unrelated model changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "New MobileLLM files and base_model_prefix loading/conversion fixes do not address the same bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 test fixes are different changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "A model refactor is unrelated to the model-creation skill/meta change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test fixes and conversion base_model_prefix handling are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm`\u2192`layernorm` renaming are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests are unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test cleanup does not overlap with config resolution order fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test fix and a repository skill/meta PR are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `fixed_cross_entropy` to add support for cross-entropy kwargs/parameters for the same tracked issue, and they plausibly collapse into one implementation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair is well-supported: both PRs touch `src/transformers/loss/loss_utils.py`, target issue 43240, and appear mergeable into a single kwargs-support fix for `fixed_cross_entropy`. The rejected pairs are also reasonably treated as unrelated or too distant to be the same bugfix." + }, + "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": "4dafadc9eb5ba9c160cf3132ab6aa5d7d253c32557d466de11ba8a7ff5fd1c74", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related VibeVoice pull requests, but they target different scope: one is the initial VibeVoice integration, the other is a newer VibeVoice Realtime/acoustic-tokenizer extension. They overlap on shared model infrastructure, but are not the same change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42781 is the broader, newer VibeVoice effort and is the better representative of the cluster because it includes the realtime and acoustic-tokenizer work in addition to the base model integration.", + "best_issue_reason": null, + "best_pr_reason": "PR #42781 is the strongest single anchor for this cluster: it is newer, more complete, and covers the latest VibeVoice-related implementation area, while #40546 is an earlier base implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Same model family, but not the same concrete change. #40546 implements base VibeVoice support, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer pieces and extra generation changes. The overlap is broad infrastructure, not a duplicate PR that could simply be merged into one." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "6b495204b3aa97a010a0c860b253f1eba78fd8fa67db76ca31717a28d77e1c20", + "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": "False positive cluster: one PR adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They target different model families and code paths.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate exists; if a representative PR is needed, 41224 is the cleaner, more self-contained feature addition.", + "best_issue_reason": null, + "best_pr_reason": "41224 is the more focused and review-backed standalone change, making it a better cluster representative than 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "These are unrelated features in different subsystems (TimesFM covariate forecasting vs. DINOv3 image classification) and do not fix the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a98e6b55145ba8e5cb9f239c7ee81ad8979c24cab6e6b0789d6a06c0ff7dee5a", + "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 (DeepSeek OCR, Isaac, and Kimi2-6). They share generic Transformers integration scaffolding, but they do not appear to fix or add the same concrete model/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR adds a different model with its own files, tests, and model-specific implementation, so they should not be collapsed as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Kimi2-6 is the best anchor only in the sense that it has the highest discussion/activity and a full integration surface, but it is still a distinct model-addition PR, not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac); shared auto-registration/doc scaffolding is generic and not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6); overlap is limited to standard model onboarding files, not one concrete bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "bba96240a4867df568492442fe3370afcf2f4abf0a78a4ebfcac7e69ab59a36e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both refresh GitHub Actions dependencies, but they target different action families and different maintenance goals: one is a Node 24 compatibility sweep, the other is a docker/build-push-action upgrade. They are related maintenance work, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, more clearly scoped workflow-actions compatibility update (checkout/cache/upload-artifact and related workflow runners) and its title reflects the concrete maintenance goal.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single PR to represent this cluster because it covers the broader GitHub Actions compatibility refresh across many workflows; PR 42976 is a narrower docker-action version bump and not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they touch different actions and different code paths: 42975 is about Node 24-compatible GitHub Actions versions, while 42976 upgrades docker/build-push-action. They are not the same underlying fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "661cf84cca2c042cddd20d0ab8c57948138ff93fbd14d81d110f44613c346433", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs that only overlap on common Transformers scaffolding (docs, auto registries, test/repo plumbing). They do not look like duplicates of one another.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 (Molmo2) is the most developed representative of the cluster, with the highest review activity and the broadest implementation footprint, but it is still a distinct model-addition PR rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest cluster representative: it has the largest review footprint and a full model/docs/tests integration, making it the best single PR to anchor the cluster even though the others are unrelated additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo). Shared files are generic model-registration and docs scaffolding, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model integrations with different codepaths and filenames; overlap is only in shared auto/docs plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA is a vision model add-on, while CTSM is a timeseries model. They share only broad repository boilerplate, so they are not mergeable as one PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are separate model releases with different implementation files, processors, and tests; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM target unrelated domains and codepaths. The shared files are generic registry/docs changes, which is insufficient for duplicate acceptance." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model additions in different subsystems (multimodal vs timeseries); they do not fix the same underlying problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "3bd095dbc49925ec46064b6fe12bc2771d6ee887223847392eca7fe0ecd20514", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9387, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9387, + "estimated_input_tokens": 2347, + "estimated_eval_tokens": 4950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly superficial similarity from generic fix titles; the PRs touch unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequant/loading, and FSDP tied weights). No pair looks like the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true canonical duplicate target here because the items are unrelated; if forced to pick the most representative, PR #44815 is the most concrete, code-path-focused fix with a clear implementation and test surface.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the strongest standalone change: it addresses a specific FP8/dequantization path, spans the relevant implementation files, and is more substantive than the test-only or generic-fix PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different subsystems and bug classes: Whisper tokenizer decode logic vs. CLIP/ViT test edits. The shared 'fix' framing is only superficial." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/timestamp handling is unrelated to FP8 dequantization and model loading changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "Generic test changes in CLIP/ViT do not match FSDP tied-weights/runtime behavior changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits are not the same underlying change as FP8 dequant/loading fixes." + } + ] + }, + "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": "dfc43ec2cc1e156d0ced3b81245bc88cd346575ac06f915f73adb125f574287b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11343, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11343, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated placeholder/test PRs. The only true duplicate pair is the ViT test-migration PRs 46100 and 46114, which have the same patch; the other PRs target different workflows or test/setup changes and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the earlier of the exact duplicate ViT test-migration PRs and is the cleanest anchor for that pair.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best representative because it matches 46114 byte-for-byte in the shown diff and is the earliest instance of that change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Different changes: 43488 tweaks setup/versioning and repo-bot test plumbing, while 46114 is only a ViT test-migration stub." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are dummy/internal PRs, but the patches are unrelated: setup/versioning vs workflow/comment-ci changes." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Unrelated code paths: self-comment CI/workflow plumbing versus a ViT test file stub." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Not the same underlying change: 45932 spans multiple model/config/workflow files, while 46100 only adds failing assertions to one ViT test file." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "Same underlying change: both patches modify the same ViT test file in the same way and appear to be duplicate test-migration PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The packet clearly supports 46100 and 46114 as exact duplicate ViT test-migration PRs, with 46100 created earlier. The other pairwise rejections are conservative and the listed changes do not look 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": 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": "8494015f0f9b45680bfeb0b449b07d19b05165a4f99b7ea9f06584d563e16609", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related feature additions in the same area, but they implement different pipelines for different segmentation tasks and model sets, so they should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader anchor if one must pick a representative, but it is still a separate feature from 43612 rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the stronger standalone representative because it covers a broader visual-segmentation integration and has the larger implementation footprint, but it is not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different feature PRs: promptable concept segmentation vs promptable visual segmentation, with distinct pipeline files, model integrations, and tests; they are related but not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ee703b137d362bb95fb0c4dfca0e15d85d8dc56d57516dbd6f660ff72776372f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate trainer PRs in the same file but on different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for model input filtering. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: 43651 and 43663 address unrelated trainer behaviors and should not be merged as one change.", + "best_issue_reason": null, + "best_pr_reason": "43651 is the stronger representative PR if one must be chosen, because it makes a concrete behavior change in training_step rather than an internal helper extraction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different functionality: 43651 adjusts loss scaling during gradient accumulation, while 43663 refactors signature-column inspection for filtering inputs. Same file is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 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": "54a80682d5c32b395bd5d3ba26ad64a06bc51216280731bdbd2cfc6600b82575", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are very likely variants of the same CLI import-time TypeAdapter/type-annotation NameError fix in src/transformers/cli/serve.py.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleaner, more targeted fix: it explicitly keeps TypeAdapter behind TYPE_CHECKING and quotes the annotation to avoid runtime import errors when pydantic is absent.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because it directly addresses the concrete failure mode described in its title and diff, with minimal unrelated typing cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs modify the same file to prevent the same TypeAdapter-related import/annotation NameError in the CLI; they look like two implementations of the same underlying bug fix and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py` and both are titled around a `TypeAdapter`/annotation NameError in the CLI. The mergeability claim is conservative enough because the diffs appear compatible and address the same runtime-import hazard, even though PR 43656 also includes broader typing cleanup." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "7b4a39cbfbbc57e72be9a8e1252e80d7fa6937b53013aee703092cc7198efb67", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76935, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a topic group around converting model-specific forward paths to standardized output tracing decorators. A few PRs are true duplicates within the same model family (notably GPT-J/CodeGen and GPT-Neo), but most only share the umbrella issue #43979 and are not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43979 is the shared umbrella for the standardized output-tracing migration across these models.", + "canonical_pr_reason": "PR #44722 is the strongest representative of the GPT-J/CodeGen duplicate subgroup: it targets the common umbrella issue, touches the same concrete files as the other GPT-J variants, and appears to be the latest consolidated version of that exact change.", + "best_issue_reason": "#43979 is the best global issue anchor because all of these PRs are variations of that output-tracing migration program.", + "best_pr_reason": "#44722 is the best global PR anchor among the actual duplicates, but only for the GPT-J/CodeGen subgroup; the rest of the cluster is too heterogeneous to collapse into one PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models/files; same umbrella issue is not enough to make them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; only the refactor theme matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; same concrete code paths and mergeable as one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both standardize output tracing, but they affect different vision model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and files; this is only a shared refactor pattern." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; no shared concrete bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures; shared issue target alone does not make them duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same theme, different underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model files and code paths; not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor for the same model file and path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate fixes, even if both are tracing refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families; shared umbrella issue is insufficient." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output-tracing refactor versus GPT-J/CodeGen refactor; unrelated concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR versus GPT-J/CodeGen; same general pattern but not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and implementations; no duplicate evidence beyond theme." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate refactors in different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; only the output-tracing initiative matches." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo refactor versus GPT-J/CodeGen refactor; not the same underlying fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families and files; no duplicate relationship." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models; only the refactor style is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Separate model refactors with no shared code path." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are not duplicates." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same theme only." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen differ in concrete code path and change set." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are different underlying changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer versus LongT5; only the broad migration theme overlaps." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are separate model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; no duplicate evidence." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated concrete refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT touch different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths; not the same PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are distinct refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated concrete fixes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are separate model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT do not share the same underlying bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "Different models and implementations; only the output-tracing theme matches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are not duplicates." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 affect different models and behaviors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are separate changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet versus Segformer; same migration theme, different fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa-v2 are unrelated concrete refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; same code paths and effectively the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; the title mismatch does not change the underlying file-level change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are separate model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR-ResNet are different fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Different models and code paths; only the umbrella refactor theme overlaps." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are not the same bug/change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are separate model-specific refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated concrete changes; same issue family only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and appropriately conservative. The summary stays within the packet evidence: it treats #43979 as the umbrella issue, limits duplicate claims to the GPT-J/CodeGen and GPT-Neo subgroups, and rejects cross-model pairs unless there is shared file-level/change-set evidence. I don\u2019t see overstatement or an unmergeable PR-pair claim." + }, + "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:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "2d14d642ee652ef800c1717fcce56314edb0c00ca2d2ba45b544f5f1844fe158", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they touch different architectures and code paths, so they are not true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target and a concrete output-tracing refactor in SpeechT5, while the others are similar model-local migrations without evidence they address the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best fit for the cluster representative: it is clearly scoped, has the most explicit tracking context, and shows a substantive but model-specific implementation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they modify different models (VisualBert vs TextNet) and different implementations; same theme, not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert have separate model-specific output-capture refactors with different classes and wiring, so they are not mergeable as one fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These touch different model code paths (MPNet vs TextNet); they share a refactor pattern but not the same underlying bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; both are standardized output-tracing migrations, but they are not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different models with different forward-pass logic; the shared output-tracing theme is too broad to treat as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "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": "a40e79ff13c8141585cf4533f3cf58ead8a1ed6924d737abe623b201c799683d", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43786, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43786, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all in the same broad \u201coutput tracing refactor\u201d theme, but they touch different models and code paths. I found no strong duplicate/merge candidates; the only clearly unrelated item is the docs toctree PR.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the most self-contained representative of the batch: it applies the tracing refactor to a model plus its prompt variant, adds the decorator cleanly, and includes test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best overall representative of this cluster because it is concrete, focused, and more complete than the tiny one-file refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths (timm_backbone vs upernet); same refactor theme, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and files; both are output-tracing refactors, but not one underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "timm_backbone and univnet are unrelated model paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); no shared concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model codepaths; same refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 vs UperNet; similar output-tracing cleanup, not the same bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "DepthAnything and MobileNetV1 are separate model families with distinct forward paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different seq2seq wrapper/model codepaths; not mergeable as one fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated; same refactor style only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder vs UnivNet: different model domains and outputs." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model codepaths; no shared concrete defect." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and mamba/falcon_mamba are unrelated." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen cache/output-signature change is a different fix from vision-text tracing refactor." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different architectures and forward paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; only the refactor motif is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs DepthAnything: separate model-specific tracing changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated codepaths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet vs mamba/falcon_mamba; no single underlying bug." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba and SuperPoint are entirely different model stacks." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen\u2019s forward/cache refactor is not the same change as mamba tracing cleanup." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated subsystems." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different models; similar decorator usage is not enough." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are separate codepaths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are distinct architectures with different tracing semantics." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR do not share the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrapper models; not a duplicate change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and forward paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Seq2seq wrapper refactor vs RWKV tracing cleanup; not the same bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are unrelated codepaths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and output behavior." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are separate implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are different models with no shared concrete defect." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model paths; not one mergeable fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "SpeechEncoderDecoder model code vs docs toctree; unrelated." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "VisionEncoderDecoder model code vs docs toctree; unrelated." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "UnivNet model code vs docs navigation; unrelated." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "UperNet model code vs docs navigation; unrelated." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "TimmBackbone model code vs docs navigation; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "9bd863836ab6534769b405adfa0af57d00a5d4edd1129f330793a4f675991588", + "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": "Three open PRs add separate model integrations (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only generic new-model scaffolding and documentation/auto-registration files, not the same underlying bug or change, so none should be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR implements a different model family, so there is no duplicate to collapse.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduplication; all three are distinct model-addition PRs and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and codepaths: PenguinVL is a vision-language model, while Voxtral TTS is a text-to-speech model. Shared files are broad integration boilerplate only." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model families: PenguinVL vs DeepSeek-OCR-2. Overlap is limited to common model-registration and docs scaffolding, not the same feature or fix." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Distinct integrations for unrelated models (OCR/document vision vs TTS). The overlap is generic auto-mapping and docs setup, which is not enough to treat them 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": 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": "d4aae647312f0c7977d0dac0a8e0072fbd167e240e39993b04400ff509fb6a9c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs in the fusion space: one introduces a generic module-fusion API, the other wires n-to-1 kernel fusion through `KernelConfig` and model loading. They are conceptually adjacent, but not the same concrete change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the better cluster representative because it implements a concrete end-to-end fusion workflow (`KernelConfig`, integrations, modeling utilities, example), whereas PR 44979 is a lower-level API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the strongest standalone PR for this cluster: it is more complete, user-facing, and has a clearly bounded code path that could be reviewed and merged as one feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are related feature work but not the same underlying change. 44979 adds a generic module-fusion API scaffold; 45363 adds kernel fusion via `KernelConfig` and model/integration plumbing. The code paths and merge scope differ enough that they should not be treated 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": 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": "578d3c522798886eade8cc5a94984fda2120aec1d71acc3d47405042a769530f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests patch the same Mistral pre-tokenizer AttributeError in the same file and target the same issue; the second PR appears to be a fuller version of the first with added tests, not a different fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it applies the same code-path fix as 45086 but is more complete, including tests and a fuller discussion history.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative because it contains the same underlying fix plus test coverage, making it the more complete and merge-ready version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same target issue, same source file, and the diff shows the same code change; 45317 just adds tests." + } + ] + }, + "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": "f910d60e700b93759e5f10add8d6828e9a5f156c77bbbe3986a0de6dfa1f4ca5", + "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": "Two open NemotronH PRs overlap in files and model code, but they pursue different changes: one is a structural refactor toward GraniteMoeHybrid-compatible inheritance, while the other splits NemotronH into dense/sparse variants and updates docs/tests. They are related, not duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better representative of the cluster because it makes the broader model-architecture change, adds the dense/sparse model split, and includes the user-facing/docs/test updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone PR in this cluster: it is more complete, broader in scope, and seems to be the main implementation direction rather than a narrow refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "These PRs touch some of the same NemotronH files, but they are not the same underlying change. 45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adjust conversion mappings, while 45569 introduces dedicated NemotronH dense/sparse models and dispatcher/docs/test updates. They could not plausibly be merged as one single duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 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": "adfaf2d2e85886b5391814b17288f2d9ba672e8dbeaa5c3bdaa5d8d831bd1d58", + "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 but distinct feature PRs: one adds heterogeneous configuration support, the other adds heterogeneous modeling/runtime support. They share infrastructure, but they do not appear to fix the same concrete bug or implement the same change end-to-end, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45333 is configuration-only groundwork, while 45332 is the broader modeling/caching feature built on top of it.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the cleaner representative of the pair because it establishes the foundational heterogeneous config API without the larger modeling surface area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same change: 45333 adds per-layer config support, while 45332 adds heterogeneous model/caching behavior and broader modeling integration. They could be separate PRs and are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "d3834e67f94a74a851d3f60ca5a51075186f84134bab55529de6962a22dd961c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related and overlap in a few files, but they are not the same change: #45415 is a broad type-checking sweep across many `src/transformers/*` modules plus `pyproject.toml`, while #45425 adds/adjusts typing helper protocols and narrower fixes around `_typing`, `modeling_utils`, and related utilities.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45415 is the better canonical PR because it is the broader umbrella type-checking pass and touches the main set of files in the cluster; #45425 looks like a narrower follow-up focused on typing helper definitions.", + "best_issue_reason": null, + "best_pr_reason": "#45415 best represents the cluster overall since it is the largest and most central typing cleanup, whereas #45425 is more specialized and dependency-like.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing theme and a few overlapping files are not enough; they do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:46101" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101" + ], + "prepared_review_unit_hash": "273e1386555dd1fc8f90bff850866f4891fa7384f8eddb3f3c9b5a10993bad41", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are both device/parallelism fixes, but they target different model families and different code paths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the more representative fix in this cluster: it has the broader, clearer bug description and addresses the AltCLIP/ChineseCLIP model-parallel path across multiple files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Reject: these are unrelated fixes. 45487 patches token_type_ids device placement in AltCLIP/ChineseCLIP-related model-parallel code, while 46101 fixes audio feature masking device placement in Qwen2-Audio. Same general theme, different underlying bugs and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-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": "dbabc90cba684aea7cc989b8c89906e5b9bd9260f648d8d628b6b90bff0556d6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains one unrelated PR (Qwen3.5/OLMo-Hybrid cache handling) and two closely related Mamba2 fixes for the same use_cache seq_len>1 bug. The broader Mamba2 PR 46098 is the best canonical representative.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46098 is the most complete Mamba2 fix: it explicitly targets issue #46032, covers both CPU and GPU paths, and adds tests/docs, making it the cleanest canonical representative for the underlying bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 46098 is the strongest overall choice because it fixes the same Mamba2 seq_len>1 cache bug as 46084 but does so more comprehensively and with clearer issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different models and bugs: 45513 is about Qwen3.5/OLMo-Hybrid cached forward behavior, while 46084 is a Mamba2 cache bug. The similarity is only at a generic pattern level." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Both address the same Mamba2 use_cache seq_len>1 cached-forward bug in the same codebase and could plausibly be merged into one PR; 46098 is the broader superset fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded: 45513 is about Qwen/OLMo-Hybrid cached forward behavior, while 46084 and 46098 are both Mamba2 fixes tied to issue #46032 and appear mergeable as one bugfix PR. The soft-edge decisions are conservative, especially the rejection of 45513 vs 46084. The only slightly interpretive wording is the comparison between 46084 and 46098, but it is still supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "cf201c1a9153f3024b111e79e00e6135674431573b29b85de4dde9b8c1a194fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism, but they fix different concrete failure modes in different loading paths. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the more concrete, code-path-specific EP fix: it addresses expert parameters being overwritten during loading/broadcast and patches the relevant loading/integration path directly.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best representative of the cluster because it targets a specific bug with a clear mechanism and cohesive changes across the affected EP loading flow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the broad EP theme, but the bugs differ: 45548 is about serializing distributed_config and adding has_ep for EP + ZeRO-3/accelerate launch loading, while 45662 fixes experts being overwritten by rank-0 broadcast in EP + FSDP2. Different root causes and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "b6760f9b4418c9a7e9a353ac0695788524aa82f2f4cb0ae28f867827fdb281f5", + "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/captured_info logging collision in transformers testing utilities, with 45645 appearing to be the broader superset that also updates CI log collection. They are close enough to treat as duplicate candidates for the same underlying fix.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete implementation: it includes the xdist-safe testing_utils change plus the CI workflow update to collect multiple captured_info files, so it better represents the full fix path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it covers the core bug fix and the downstream CI/debug-log handling needed to preserve the new per-worker artifacts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist-safe captured_info logging change in the same code path; 45645 looks like a superset of 45639 with added CI handling, so they can 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": 26, + "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": 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-46069-2", + "nodes": [ + "pull_request:46069", + "pull_request:46073" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073" + ], + "prepared_review_unit_hash": "a1f231e419f7cfd6aa85433cd57eafeb203a51f245805c7101b76f3ddd813f1e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4394, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4394, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate model-specific PRs adding SDPA/attn_implementation dispatch support. They share a theme but not the same underlying code path or mergeable change, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear canonical representative: one targets ShieldGemma2 and the other CTRL, with different implementations and files touched.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both are about attention dispatch support, but they apply to different model architectures and separate modeling files; they are not the same concrete bug/change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260522T000112Z/analysis-runs/hybrid-model-20260522t000112z/manifest.json b/snapshots/20260522T000112Z/analysis-runs/hybrid-model-20260522t000112z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c3acc8f70a879fbb8eab23291112aa04c43d15c0 --- /dev/null +++ b/snapshots/20260522T000112Z/analysis-runs/hybrid-model-20260522t000112z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260522t000112z", + "artifacts": { + "hybrid": "snapshots/20260522T000112Z/analysis-runs/hybrid-model-20260522t000112z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260522T000112Z/analysis-runs/hybrid-model-20260522t000112z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-22T00:05:47Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260522T000112Z", + "variant": "hybrid" +} diff --git a/snapshots/20260522T000112Z/manifest.json b/snapshots/20260522T000112Z/manifest.json index f27b67a9f3e512a0847d810b291ac5c110488e64..20ac80ac4cf7e217d68cd4e61883c87e1d9cf528 100644 --- a/snapshots/20260522T000112Z/manifest.json +++ b/snapshots/20260522T000112Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 379 }, "extracted_at": "2026-05-22T00:01:12Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260522t000112z", + "runs": { + "hybrid-model-20260522t000112z": { + "analysis_id": "hybrid-model-20260522t000112z", + "artifacts": { + "hybrid": "snapshots/20260522T000112Z/analysis-runs/hybrid-model-20260522t000112z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260522T000112Z/analysis-runs/hybrid-model-20260522t000112z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260522T000112Z/analysis-runs/hybrid-model-20260522t000112z/manifest.json", + "model": null, + "published_at": "2026-05-22T00:05:47Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260522T000112Z", "watermark": {