diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index ff6e01a3be4b1c5187f887342b8ecee59307bfe5..8dd8535b74e7600a3a043d30eee74dfa2b04b003 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": "20260712T000022Z", - "generated_at": "2026-07-12T00:11:47Z", + "snapshot_id": "20260712T060026Z", + "generated_at": "2026-07-12T06:09:42Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -26,11 +26,11 @@ 47096, 47143, 47163, - 47175, 47181, + 47198, 47210, 47216, - 47255 + 47264 ], "evidence_types": [ "soft_similarity" @@ -554,17 +554,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 43451, - "right_pr_number": 47175, - "code_similarity": 0.002, - "size_similarity": 0.002, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 43451, "right_pr_number": 47181, @@ -702,6 +691,35 @@ } ] }, + { + "left_pr_number": 43451, + "right_pr_number": 47198, + "code_similarity": 0.017, + "size_similarity": 0.011, + "file_overlap": 0.045, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [ + "src/transformers/conversion_mapping.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 737, + 769 + ] + ], + "right_ranges": [ + [ + 140, + 148 + ] + ] + } + ] + }, { "left_pr_number": 43451, "right_pr_number": 47210, @@ -726,12 +744,12 @@ }, { "left_pr_number": 43451, - "right_pr_number": 47255, - "code_similarity": 0.001, - "size_similarity": 0.004, + "right_pr_number": 47264, + "code_similarity": 0.009, + "size_similarity": 0.022, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.002, + "patch_similarity": 0.03, "shared_filenames": [], "shared_file_areas": [] }, @@ -1166,23 +1184,23 @@ }, { "left_pr_number": 46196, - "right_pr_number": 47175, - "code_similarity": 0.002, - "size_similarity": 0.003, + "right_pr_number": 47181, + "code_similarity": 0.206, + "size_similarity": 0.931, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.012, + "patch_similarity": 0.131, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 46196, - "right_pr_number": 47181, - "code_similarity": 0.206, - "size_similarity": 0.931, + "right_pr_number": 47198, + "code_similarity": 0.006, + "size_similarity": 0.015, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.131, + "patch_similarity": 0.021, "shared_filenames": [], "shared_file_areas": [] }, @@ -1244,12 +1262,12 @@ }, { "left_pr_number": 46196, - "right_pr_number": 47255, - "code_similarity": 0.002, - "size_similarity": 0.006, + "right_pr_number": 47264, + "code_similarity": 0.015, + "size_similarity": 0.029, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.007, + "patch_similarity": 0.061, "shared_filenames": [], "shared_file_areas": [] }, @@ -1343,23 +1361,23 @@ }, { "left_pr_number": 46376, - "right_pr_number": 47175, - "code_similarity": 0.004, - "size_similarity": 0.012, + "right_pr_number": 47181, + "code_similarity": 0.085, + "size_similarity": 0.286, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.008, + "patch_similarity": 0.182, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 46376, - "right_pr_number": 47181, - "code_similarity": 0.085, - "size_similarity": 0.286, + "right_pr_number": 47198, + "code_similarity": 0.013, + "size_similarity": 0.056, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.182, + "patch_similarity": 0.01, "shared_filenames": [], "shared_file_areas": [] }, @@ -1387,12 +1405,12 @@ }, { "left_pr_number": 46376, - "right_pr_number": 47255, - "code_similarity": 0.005, - "size_similarity": 0.022, + "right_pr_number": 47264, + "code_similarity": 0.028, + "size_similarity": 0.109, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.004, + "patch_similarity": 0.042, "shared_filenames": [], "shared_file_areas": [] }, @@ -1675,17 +1693,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 46509, - "right_pr_number": 47175, - "code_similarity": 0.002, - "size_similarity": 0.006, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 46509, "right_pr_number": 47181, @@ -1775,6 +1782,17 @@ } ] }, + { + "left_pr_number": 46509, + "right_pr_number": 47198, + "code_similarity": 0.008, + "size_similarity": 0.03, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 46509, "right_pr_number": 47210, @@ -1799,12 +1817,12 @@ }, { "left_pr_number": 46509, - "right_pr_number": 47255, - "code_similarity": 0.003, - "size_similarity": 0.012, + "right_pr_number": 47264, + "code_similarity": 0.017, + "size_similarity": 0.059, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.005, + "patch_similarity": 0.036, "shared_filenames": [], "shared_file_areas": [] }, @@ -2026,17 +2044,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 46658, - "right_pr_number": 47175, - "code_similarity": 0.001, - "size_similarity": 0.002, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.004, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 46658, "right_pr_number": 47181, @@ -2138,6 +2145,35 @@ } ] }, + { + "left_pr_number": 46658, + "right_pr_number": 47198, + "code_similarity": 0.014, + "size_similarity": 0.01, + "file_overlap": 0.036, + "area_overlap": 0.0, + "patch_similarity": 0.009, + "shared_filenames": [ + "src/transformers/conversion_mapping.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 739, + 822 + ] + ], + "right_ranges": [ + [ + 140, + 148 + ] + ] + } + ] + }, { "left_pr_number": 46658, "right_pr_number": 47210, @@ -2162,12 +2198,12 @@ }, { "left_pr_number": 46658, - "right_pr_number": 47255, - "code_similarity": 0.001, - "size_similarity": 0.004, + "right_pr_number": 47264, + "code_similarity": 0.007, + "size_similarity": 0.019, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.003, + "patch_similarity": 0.024, "shared_filenames": [], "shared_file_areas": [] }, @@ -2318,17 +2354,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 46836, - "right_pr_number": 47175, - "code_similarity": 0.001, - "size_similarity": 0.003, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.006, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 46836, "right_pr_number": 47181, @@ -2462,6 +2487,39 @@ } ] }, + { + "left_pr_number": 46836, + "right_pr_number": 47198, + "code_similarity": 0.014, + "size_similarity": 0.012, + "file_overlap": 0.032, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [ + "src/transformers/conversion_mapping.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 127, + 133 + ], + [ + 1495, + 1545 + ] + ], + "right_ranges": [ + [ + 140, + 148 + ] + ] + } + ] + }, { "left_pr_number": 46836, "right_pr_number": 47210, @@ -2486,12 +2544,12 @@ }, { "left_pr_number": 46836, - "right_pr_number": 47255, - "code_similarity": 0.001, - "size_similarity": 0.005, + "right_pr_number": 47264, + "code_similarity": 0.009, + "size_similarity": 0.024, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.002, + "patch_similarity": 0.028, "shared_filenames": [], "shared_file_areas": [] }, @@ -2971,23 +3029,23 @@ }, { "left_pr_number": 47003, - "right_pr_number": 47175, - "code_similarity": 0.001, - "size_similarity": 0.002, + "right_pr_number": 47181, + "code_similarity": 0.174, + "size_similarity": 0.74, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.004, + "patch_similarity": 0.173, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 47003, - "right_pr_number": 47181, - "code_similarity": 0.174, - "size_similarity": 0.74, + "right_pr_number": 47198, + "code_similarity": 0.003, + "size_similarity": 0.012, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.173, + "patch_similarity": 0.005, "shared_filenames": [], "shared_file_areas": [] }, @@ -3015,12 +3073,12 @@ }, { "left_pr_number": 47003, - "right_pr_number": 47255, - "code_similarity": 0.001, - "size_similarity": 0.005, + "right_pr_number": 47264, + "code_similarity": 0.008, + "size_similarity": 0.023, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.002, + "patch_similarity": 0.023, "shared_filenames": [], "shared_file_areas": [] }, @@ -3059,23 +3117,23 @@ }, { "left_pr_number": 47034, - "right_pr_number": 47175, - "code_similarity": 0.006, - "size_similarity": 0.021, + "right_pr_number": 47181, + "code_similarity": 0.049, + "size_similarity": 0.157, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.013, + "patch_similarity": 0.118, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 47034, - "right_pr_number": 47181, - "code_similarity": 0.049, - "size_similarity": 0.157, + "right_pr_number": 47198, + "code_similarity": 0.023, + "size_similarity": 0.102, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.118, + "patch_similarity": 0.018, "shared_filenames": [], "shared_file_areas": [] }, @@ -3103,12 +3161,12 @@ }, { "left_pr_number": 47034, - "right_pr_number": 47255, - "code_similarity": 0.01, - "size_similarity": 0.04, + "right_pr_number": 47264, + "code_similarity": 0.045, + "size_similarity": 0.199, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.011, + "patch_similarity": 0.035, "shared_filenames": [], "shared_file_areas": [] }, @@ -3136,23 +3194,23 @@ }, { "left_pr_number": 47096, - "right_pr_number": 47175, - "code_similarity": 0.007, - "size_similarity": 0.024, + "right_pr_number": 47181, + "code_similarity": 0.048, + "size_similarity": 0.139, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.014, + "patch_similarity": 0.134, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 47096, - "right_pr_number": 47181, - "code_similarity": 0.048, - "size_similarity": 0.139, + "right_pr_number": 47198, + "code_similarity": 0.025, + "size_similarity": 0.115, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.134, + "patch_similarity": 0.017, "shared_filenames": [], "shared_file_areas": [] }, @@ -3180,12 +3238,12 @@ }, { "left_pr_number": 47096, - "right_pr_number": 47255, - "code_similarity": 0.01, - "size_similarity": 0.045, + "right_pr_number": 47264, + "code_similarity": 0.054, + "size_similarity": 0.225, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.006, + "patch_similarity": 0.061, "shared_filenames": [], "shared_file_areas": [] }, @@ -3200,17 +3258,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 47143, - "right_pr_number": 47175, - "code_similarity": 0.002, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.004, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 47143, "right_pr_number": 47181, @@ -3300,6 +3347,17 @@ } ] }, + { + "left_pr_number": 47143, + "right_pr_number": 47198, + "code_similarity": 0.006, + "size_similarity": 0.024, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.005, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 47143, "right_pr_number": 47210, @@ -3324,34 +3382,34 @@ }, { "left_pr_number": 47143, - "right_pr_number": 47255, - "code_similarity": 0.002, - "size_similarity": 0.009, + "right_pr_number": 47264, + "code_similarity": 0.013, + "size_similarity": 0.047, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.002, + "patch_similarity": 0.022, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 47163, - "right_pr_number": 47175, - "code_similarity": 0.112, - "size_similarity": 0.536, + "right_pr_number": 47181, + "code_similarity": 0.004, + "size_similarity": 0.006, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.03, + "patch_similarity": 0.022, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 47163, - "right_pr_number": 47181, - "code_similarity": 0.004, - "size_similarity": 0.006, + "right_pr_number": 47198, + "code_similarity": 0.078, + "size_similarity": 0.389, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.022, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, @@ -3379,89 +3437,107 @@ }, { "left_pr_number": 47163, - "right_pr_number": 47255, - "code_similarity": 0.201, - "size_similarity": 1.0, + "right_pr_number": 47264, + "code_similarity": 0.044, + "size_similarity": 0.199, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.008, + "patch_similarity": 0.03, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47175, - "right_pr_number": 47181, - "code_similarity": 0.002, - "size_similarity": 0.003, - "file_overlap": 0.0, + "left_pr_number": 47181, + "right_pr_number": 47198, + "code_similarity": 0.019, + "size_similarity": 0.016, + "file_overlap": 0.048, "area_overlap": 0.0, - "patch_similarity": 0.006, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.013, + "shared_filenames": [ + "src/transformers/conversion_mapping.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 1633, + 1683 + ] + ], + "right_ranges": [ + [ + 140, + 148 + ] + ] + } + ] }, { - "left_pr_number": 47175, + "left_pr_number": 47181, "right_pr_number": 47210, - "code_similarity": 0.011, - "size_similarity": 0.041, + "code_similarity": 0.038, + "size_similarity": 0.082, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.018, + "patch_similarity": 0.144, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47175, + "left_pr_number": 47181, "right_pr_number": 47216, - "code_similarity": 0.006, - "size_similarity": 0.022, + "code_similarity": 0.052, + "size_similarity": 0.154, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.011, + "patch_similarity": 0.143, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47175, - "right_pr_number": 47255, - "code_similarity": 0.114, - "size_similarity": 0.536, + "left_pr_number": 47181, + "right_pr_number": 47264, + "code_similarity": 0.012, + "size_similarity": 0.031, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.044, + "patch_similarity": 0.04, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47181, + "left_pr_number": 47198, "right_pr_number": 47210, - "code_similarity": 0.038, - "size_similarity": 0.082, + "code_similarity": 0.042, + "size_similarity": 0.195, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.144, + "patch_similarity": 0.02, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47181, + "left_pr_number": 47198, "right_pr_number": 47216, - "code_similarity": 0.052, - "size_similarity": 0.154, + "code_similarity": 0.024, + "size_similarity": 0.104, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.143, + "patch_similarity": 0.018, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47181, - "right_pr_number": 47255, - "code_similarity": 0.002, - "size_similarity": 0.006, + "left_pr_number": 47198, + "right_pr_number": 47264, + "code_similarity": 0.107, + "size_similarity": 0.511, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.004, + "patch_similarity": 0.033, "shared_filenames": [], "shared_file_areas": [] }, @@ -3478,23 +3554,23 @@ }, { "left_pr_number": 47210, - "right_pr_number": 47255, - "code_similarity": 0.016, - "size_similarity": 0.076, + "right_pr_number": 47264, + "code_similarity": 0.086, + "size_similarity": 0.382, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.007, + "patch_similarity": 0.062, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 47216, - "right_pr_number": 47255, - "code_similarity": 0.009, - "size_similarity": 0.04, + "right_pr_number": 47264, + "code_similarity": 0.048, + "size_similarity": 0.203, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.006, + "patch_similarity": 0.052, "shared_filenames": [], "shared_file_areas": [] } @@ -4544,16 +4620,15 @@ ] }, { - "cluster_id": "cluster-46894-8", - "summary": "Cluster of 3 issues and 5 PRs centered on issue #46894.", + "cluster_id": "cluster-46894-7", + "summary": "Cluster of 2 issues and 5 PRs centered on issue #46894.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46894, "canonical_pr_number": 46903, "issue_numbers": [ 46894, - 46897, - 46901 + 46897 ], "pr_numbers": [ 46895, @@ -6452,200 +6527,1006 @@ ] }, { - "cluster_id": "cluster-45647-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "cluster_id": "cluster-47205-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47205.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 45647, - "canonical_pr_number": 45738, + "confidence": 0.6, + "canonical_issue_number": 47205, + "canonical_pr_number": 47218, "issue_numbers": [ - 45647 + 47205 ], "pr_numbers": [ - 45737, - 45738 + 47218, + 47260 ], "evidence_types": [ "closing_reference", - "shared_issue_target" + "soft_similarity" ], "pr_comparisons": [ { - 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"code_similarity": 0.442, - "size_similarity": 0.128, - "file_overlap": 0.2, - "area_overlap": 1.0, - "patch_similarity": 0.04, - "shared_filenames": [ - "src/transformers/models/whisper/generation_whisper.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/whisper/generation_whisper.py", - "left_ranges": [ - [ - 1937, - 1943 - ] - ], - "right_ranges": [ - [ - 1937, - 1943 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -7145,13 +7922,12 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-8", + "cluster_id": "cluster-46894-7", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897, - 46901 + 46897 ], - "reason": "Issues in cluster-46894-8 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -7187,11 +7963,11 @@ 47096, 47143, 47163, - 47175, 47181, + 47198, 47210, 47216, - 47255 + 47264 ], "target_issue_number": null, "reason": "PRs in cluster-43451-16 are treated as duplicates because they share soft_similarity evidence." @@ -7307,7 +8083,7 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-8", + "cluster_id": "cluster-46894-7", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, @@ -7316,24 +8092,23 @@ 47235 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-8 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47122-3", - "canonical_pr_number": 47122, + "cluster_id": "cluster-47205-3", + "canonical_pr_number": 47218, "duplicate_pr_numbers": [ - 47150, - 47224 + 47260 ], - "target_issue_number": null, - "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 47205, + "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-8", + "cluster_id": "cluster-46894-7", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 8 artifacts, and carries 1 discussion comments plus 12 inbound references.", - "score": 194.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 12 inbound references.", + "score": 184.0 }, "best_pr": { "cluster_id": "cluster-43451-16", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 160bccfc63a68b47b5ebafd7b73b1b74a6e7f119..4e69ba1c1cdfa32e8e2bd74da1f34b691b183488 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": "20260712T000022Z", - "generated_at": "2026-07-12T00:11:47Z", + "snapshot_id": "20260712T060026Z", + "generated_at": "2026-07-12T06:09:42Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -132,421 +132,373 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "8a31bc82434cff98cc58a92308fac81b22b90e49487400d0ba4082d6092fba8d", + "prepared_review_unit_hash": "91bf4774812fa74c1fef739dc06b1fca31c1442bb8853327d08146798d3e8ecf", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46581, - "estimated_input_tokens": 11646, - "estimated_eval_tokens": 23548 + "serialized_chars": 46577, + "estimated_input_tokens": 11645, + "estimated_eval_tokens": 23546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster with a few real duplicate pairs. The clearest duplicate family is the DeepSpeed ZeRO-3/Bert index-out-of-bounds reports, with two smaller duplicate pairs also appearing around Qwen3.5 MoE rotary embedding materialization and torch 2.4.1 compatibility.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43596 is the broadest, clearest anchor for the strongest duplicate family here: the ZeRO-3/Bert index-0 out-of-bounds failure. Its companion issue 43638 is a narrower variant of the same bug.", + "summary": "Mostly heterogeneous. The clear issue duplicate here is 43596/43638, both describing the same DeepSpeed ZeRO-3/Bert size-0 IndexError; 45800/46515 also look like the same torch 2.4.1 incompatibility report. The rest are different bugs or different code paths.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43596 is the best canonical representative for the ZeRO-3/Bert size-0 IndexError pair: it is the earlier report and states the failure mode cleanly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best representative issue overall because it describes a concrete, reproducible bug with the strongest duplicate evidence and a broader scope than its near-duplicate.", + "best_issue_reason": "43596 is the strongest issue to keep as the canonical bug report because it matches 43638 on the same concrete ZeRO-3/Bert IndexError and is the older, clearer writeup.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions API behavior." + "reason": "Same broader Qwen3.5 area, but these are different bugs: config attribute error vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated model/backend bugs: AMD GPU execution failure vs MPS histogram op not implemented for Int." + "reason": "Different model/backend failures: AMD GPU device-map issue vs MPS histogram int limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model paths and symptoms: image-preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Different model families and different root causes." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime errors, but the concrete bugs are different model/device issues and not the same code path." + "reason": "Autocast dtype mismatch is unrelated to the AMD GPU device issue." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and failure modes; not the same underlying bug." + "reason": "Different model families and different failure mechanisms." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Not the same issue: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid method call." + "reason": "GPT-OSS multi-GPU failure and GraniteMoE invalid-method call are unrelated." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different subsystems: DeepSpeed collectives mismatch vs ModernBERT ONNX export error." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are different problems." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Unrelated failures: ONNX export vs Qwen3Moe FP8 config issue." + "reason": "ONNX export failure and FineGrainedFP8 runtime failure are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different concrete bugs; only a broad 'model error' similarity." + "reason": "Export-time ONNX bug and Qwen3 auto device-map cuda assert are different bugs." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "One is a task crash, the other is outdated RAG documentation; not the same bug or change." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different issues: ONNX export failure vs GenerationMixin import error." + "reason": "ONNX export failure is not the same as the GenerationMixin import error." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they target different removed references and are not the same concrete change." + "reason": "Both are docs cleanup, but they target different removed content." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training bugs with no clear shared code path." + "reason": "TRL embedding unpacking and resume-training/trust_remote_code are different bugs." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Local resume/trust_remote_code issue is unrelated to YOLO multi-GPU device mapping." + "reason": "Resume-training with remote code and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both involve forward-time failures, but the concrete bug is different: mask/tensor shape mismatch vs device mismatch." + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different failure modes." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different error classes and code paths; only superficial shape-related similarity." + "reason": "Both are IndexErrors, but the concrete bug and code path differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Unrelated training/resume problem vs ZeRO-3/Bert index error." + "reason": "ZeRO-3 Bert loading issue and resume-training issue are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failures: ZeRO-3/Bert index-out-of-bounds vs mask shape mismatch." + "reason": "Different IndexError symptoms and different model/code paths." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different domains and symptoms; not the same underlying bug." + "reason": "Mask-shape mismatch and Qwen3.5 video token mismatch are different issues." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Resume-training with remote code and Nemotron example breakage are unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different bugs: tensor/mask indexing error vs GPT-OSS TP-only failure." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Different areas: video chat template handling vs training resume with remote code." + "reason": "Mask-shape error and GPT-OSS tensor-parallel issue are different code paths." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different components entirely: BarkProcessor voice preset vs ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed, but the concrete errors and models differ." + "reason": "Both involve DeepSpeed ZeRO-3, but the collective mismatch and Bert size-0 IndexError are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3/Bert index-0 out-of-bounds bug; 43638 is just the non-pretrained Bert variant." + "reason": "Both describe the same ZeRO-3/Bert size-0 IndexError during loading/init; only the model wording differs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different GPT-OSS/Liger-kernel issues; not the same fix." + "reason": "Liger kernel cross-entropy routing and GPT-OSS only-TP failure are not the same bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/reload output mismatch." + "reason": "DeepSeek detokenization and LoRA merge/save/reload mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime failures with no shared concrete code path." + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA save/load mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral vs remote-code model_class/config_class attribute error." + "reason": "Processor failure for Voxtral and remote-code config_class error are different problems." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the specific runtime errors and reproductions are different." + "reason": "Both mention DeepSpeed, but the runtime weight error and collective mismatch are different bugs." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are tensor-shape errors, but they arise from different mechanisms and are not clearly the same bug." + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask-shape IndexError." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram kernel limitation is unrelated to multi-GPU device-map failures." + "reason": "MPS histogram int error and YOLO device-map issue are unrelated." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5 MoE rotary-embedding/materialization bug: CPU offload incompatibility and uninitialized inv_freq after meta\u2192to_empty(cuda) are the same underlying state-handling problem." + "accept": false, + "reason": "Both are Qwen3.5 MoE rotary-embedding issues, but the specific defects differ." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor mismatch is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "FSDP checkpointing mismatch and CustomTrainer signature breakage are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different bugs in different subsystems; no concrete overlap." + "reason": "Bert ZeRO-3 loading issue and GPT-OSS TP-only issue are different bugs." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3/Bert initialization bug is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Different models and different failure modes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and different runtime errors." + "reason": "Mistral-3 dtype mismatch and GraniteMoE invalid-method call are unrelated." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Both are Gemma/Qwen video or embedding issues, but they are different code paths and failures." + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different issues." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime failures with no shared underlying bug." + "reason": "Qwen-3-8B-NVFP4 runtime failure and AMD GPU support failure are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Unrelated failures: Gemma3 vLLM config attribute vs Mistral tokenizer regex patch crash." + "reason": "Gemma3 sliding_window_pattern and Mistral tokenizer regex patch are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch 2.4.1 compatibility problem; 46515 is the broader duplicate of the more specific transformers 5.8.0 report." + "reason": "Both report the same torch 2.4.1 incompatibility; they are the same version-compatibility bug." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Different Gemma4 bugs: device-map mismatch vs expensive reverse embedding lookup from inputs_embeds." + "reason": "Both are Gemma4 issues, but the underlying defects are different." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Different failure modes and models; only superficial distributed-training similarity." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Version incompatibility report vs Qwen-3-8B-NVFP4 runtime error are not the same bug." + "reason": "Torch compatibility and Qwen-3-8B-NVFP4 runtime failure are different issues." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Different concrete failures; same broad MoE theme is not enough." + "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are unrelated." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Different models and mechanisms: torch dynamo grouped_mm tracing error vs image preprocessor dtype mismatch." + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are different bugs." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and error conditions; not a duplicate." + "reason": "Different model families and different failure modes." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Different architectures and different backend limitations." + "reason": "GraniteMoE invalid-method call and MPS histogram int limitation are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Different Qwen-related bugs with different triggers and code paths." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different hardware/backend-specific bugs; no common underlying change." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different concrete runtime failures." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking issue is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Qwen-3-8B-NVFP4 runtime failure and Qwen3.5 embedding unpacking are different bugs." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Different subsystems: Liger-kernel cross-entropy vs TRL SFT embedding unpacking." + "reason": "Liger kernel cross-entropy issue and TRL SFT embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed ZeRO-3, but the errors and models are different." + "reason": "Both are ZeRO-3 loading failures, but Gemma3 and Bert fail through different code paths." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups, but they target different removed references and are not the same change." + "reason": "Both are v5 docs cleanup items, but they cover different removed references." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different model/backend bugs; no concrete duplicate evidence." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Different failures: Liger-kernel cross-entropy path vs Phi-tiny-MoE autocast mismatch." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature breakage are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Different issues: FSDP/activation-checkpointing shape mismatch vs GenerationMixin import failure." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "Different domains: GPU execution failure vs RAG documentation." + "reason": "Autocast dtype mismatch and MPS histogram int limitation are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "No concrete overlap beyond both being runtime errors." + "reason": "Liger kernel cross-entropy routing and mask-shape IndexError are different code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: it conservatively identifies the heterogeneous bulk of the cluster and only calls out the three clearly supported duplicate families. The accepted pair verdicts are also reasonably cautious given the titles and metadata, especially the near-identical ZeRO-3/Bert reports and the torch 2.4.1 compatibility pair." + "accept": false, + "feedback": "The output is not internally consistent with the packet. Issue 43596 and 43638 look like a likely duplicate pair: both are the same ZeRO-3/Bert size-0 IndexError class of failure, and the similarity signal is high. The summary also calls this a clear duplicate pair, but the soft-edge verdict rejects it. Because of that mismatch, I can\u2019t accept the review as fully grounded and conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -656,20 +608,20 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "4313348c95595458fc86d4ba1d6e912b32ddaa5cc86a34ca93628c6dfcf238de", + "prepared_review_unit_hash": "f54b26d69e4eaffce451cc77edb15cd1aea0f35999bbeb589dc8d19e7530ff93", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39734, + "serialized_chars": 39736, "estimated_input_tokens": 9934, "estimated_eval_tokens": 20124 }, @@ -678,258 +630,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and not one duplicate cluster. The clearest duplicate family is the AutoTokenizer v5 regression pair, and there is one plausible DeepSpeed ZeRO-3 loading duplicate; the rest are distinct model- or subsystem-specific failures.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical issue cleanly spans the whole set; 45920 is the best representative because it describes the broad v5 AutoTokenizer regression across multiple model families, not just one narrow report.", + "summary": "This cluster is mostly heterogeneous; only two real duplicate subclusters stand out: a ZeRO-3 index-out-of-bounds loading bug and a v5 AutoTokenizer token-ID regression. The rest are distinct model-/feature-specific reports.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the best umbrella for the tokenizer regression because it covers multiple model families and the broader v5 breakage, while issue:45812 is the narrower Granite-only instance.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the strongest global issue candidate: it has the broadest scope, clearly states the regression, and is the best anchor for duplicate reports in this cluster.", + "best_issue_reason": "issue:45920 has the broadest scope, strongest duplicate potential, and the clearest cross-model regression description in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention torch/transformers compatibility, but they describe different breakages and different triggers (general incompatibility vs USE_DISTRIBUTED=0)." + "reason": "Both mention version incompatibility, but one is torch 2.4.1 vs transformers 5.8.0 and the other is v5.9.0 USE_DISTRIBUTED=0 support; different bugs." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated failures: vLLM/PaddleOCR-VL loading versus a torch distributed build-flag regression." + "reason": "One is a vLLM/PaddleOCR load failure, the other is a PyTorch distributed support regression; no shared code-path bug." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different model-loading problems for different models; one is checkpoint corruption, the other missing text-encoder weights." + "reason": "Corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading implementation bug; different models and failure modes." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different code paths and symptoms: Gemma3 config attribute error in vLLM versus Qwen3 auto-device-map CUDA assert." + "reason": "Gemma3 sliding_window_pattern attribute error in vLLM vs Qwen3 auto device map cudaErrorAssert; unrelated." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Same underlying ZeRO-3 loading bug is plausible: both report index-0-out-of-bounds during deepspeed zero3 model initialization/loading." + "reason": "Both report the same ZeRO-3 index-0-out-of-bounds loading failure; only the model differs, so one fix could plausibly cover both." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they refer to different documentation issues and different outdated references." + "reason": "Both are docs issues, but one is about return_all_scores and the other about a removed run command; not the same change." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different problems: AMD GPU support for GPT-OSS versus table-question-answering runtime crashes." + "reason": "AMD GPU model support vs table-question-answering crash; completely different subsystems." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different failure modes: missing Float8 storage support versus PyTorch distributed support breakage." + "reason": "Float8 storage lookup failure vs distributed build/runtime support regression; unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated issues: Liger kernel cross-entropy dispatch versus Qwen3-vl video StopIteration." + "reason": "Liger kernel cross_entropy dispatch vs Qwen3-vl video StopIteration; different model/runtime paths." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal models, but the concrete failures differ: device mismatch in forward versus video feature/token mismatch in chat templating." + "reason": "Device-map forward mismatch vs apply_chat_template video token/feature mismatch; not the same bug." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different models and different failures: processor parsing versus device-mapping mismatch." + "reason": "Processor failure for Voxtral vs Gemma4 PLE device mismatch; different models and code paths." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Different topics entirely: detokenization regression versus outdated RAG examples." + "reason": "Incorrect detokenization for DeepSeek coder vs outdated RAG examples; unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Different model-specific loading issue versus Nvidia ModelOpt compatibility concern." + "reason": "Checkpoint corruption report vs ModelOpt/NVFP4 compatibility; different underlying problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading failure for NemotronH is unrelated to RAG documentation cleanup." + "reason": "NemotronH checkpoint loading failure vs docs/examples cleanup; not duplicates." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are separate regressions with different root causes." + "reason": "Remote-code model breakage vs PyTorch USE_DISTRIBUTED=0 support regression; too broad and different." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer regression family: both report wrong token IDs in v5, and 45920 is the broader multi-model report of the same underlying bug." + "reason": "These are the same AutoTokenizer regression: Granite-only report is a subset of the broader multi-model token-ID bug." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both concern model loading, but they are different models and different failure descriptions." + "reason": "Corrupted checkpoint artifact vs implementation can't load checkpoints; different root causes." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 model runtime failure is unrelated to RAG documentation examples." + "reason": "Qwen NVFP4 runtime error vs outdated RAG docs; unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is a distinct dependency issue, not the torch distributed regression." + "reason": "bitsandbytes Int8Params keyword incompatibility vs PyTorch distributed support regression; different failures." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window concepts, but they target different models and different concrete failures." + "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3/vLLM and the other is a Qwen3-MoE issue; not clearly the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Similar error class, but the reported shapes, model types, and contexts differ enough to treat them as separate bugs." + "reason": "Mask shape mismatch in one report vs ZeRO-3 empty-tensor index error in another; similar style, but different concrete failures." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure is unrelated to table-question-answering crashes." + "reason": "Whisper model runtime failure vs table-question-answering crash; unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and different loading failures; no evidence of a shared root cause." + "reason": "GLM-4.7-Flash unit-test load failure vs Ovis2 checkpoint corruption; different models and symptoms." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and PretrainedConfig pydantic regression are unrelated issues." + "reason": "Torch 2.10 incompatibility vs a v5.4.0 pydantic field regression; both version-related, but not the same defect." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Different compilation/tracing regressions affecting different models and code paths." + "reason": "Grouped_mm torch dynamo tracing failure vs Sam3 bf16 compilation regression; different models and compiler paths." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crashes are unrelated." + "reason": "Detokenization regression vs table QA crash; unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure does not match the pydantic PretrainedConfig regression." + "reason": "Whisper runtime failure vs pydantic config-field regression; no shared bug." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5/chat usage, but one is a crash in transformers chat and the other is a streaming chat/completions API failure; not clearly the same bug." + "reason": "Both involve Qwen3.5, but one is chat crashes and the other is streaming inference API failure; too different to merge." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Shared zero-3/initialization flavor is too broad; these are different errors on different models and likely separate issues." + "reason": "Both are generic training/load errors, but one is a ZeRO-3 index error and the other is a torch/transformers version incompatibility; different bugs." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Grouped_mm tracing failure and multi-GPU device-map failure are different symptoms with different code paths." + "reason": "Mixtral tracing failure vs YOLO multi-GPU device-map auto failure; unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 runtime error is unrelated to table-question-answering crashes." + "reason": "Qwen NVFP4 model error vs table QA task crash; different problems." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure modes; only a vague theme of model config/device handling overlaps." + "reason": "Gemma3 sliding_window_pattern missing vs Gemma4 PLE device mismatch; same general area, but not the same bug." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming failure and an MPS histogram op limitation are unrelated." + "reason": "Qwen3.5 streaming API failure vs MPS histogram_int error in MoE; unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + "reason": "ImportError for GenerationMixin vs Gemma3 sliding_window_pattern attribute error; different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo tracing/grouped_mm failure vs MPS histogram op not implemented; different runtime backends." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different numerical/compilation failures on different models; no shared concrete bug." + "reason": "Different compiler/runtime bugs: grouped_mm tracing failure vs autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading failure and template-node compilation error are separate issues." + "reason": "Processor failure for Voxtral vs compile-non-template-nodes error; unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Different model classes and different failures; only a broad multi-GPU/device-map theme overlaps." + "reason": "GraniteMoEHybrid invalid method call vs YOLO multi-GPU device-map failure; different subsystems." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Mistral3 weight-tying bug vs Ovis2 checkpoint corruption; distinct model-loading issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are indexing errors, but the reported shapes, models, and contexts do not match closely enough to be duplicates." + "reason": "Mask/index mismatch in one report vs ZeRO-3 empty-index loading error in the other; similar shape, but not the same underlying bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback logic and remote-code config_class failures are different bugs." + "reason": "Flash-attn2 fallback blocked by checks vs remote-code config_class AttributeError; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The selected anchor issue (45920) is well supported by its broad v5 AutoTokenizer regression scope, and the two accepted duplicate links are plausible from the titles alone. The rejected pairs are generally justified by distinct models, subsystems, or failure modes." + "feedback": "Grounded in the packet and conservative overall. The two accepted soft pairs both look plausibly mergeable as single bugfixes (shared ZeRO-3 loading failure and shared AutoTokenizer token-ID regression), and the false pairs avoid overstating similarity. Canonical issue choice for the tokenizer regression is also well supported by the broader scope in issue:45920." }, "evaluator_used": true, "retried": false, @@ -1012,12 +970,12 @@ "issue:44387|issue:45005", "issue:43531|issue:45070", "issue:46869|issue:47228", - "issue:41093|issue:43596", "issue:45507|issue:47228", + "issue:41093|issue:43596", "issue:45020|issue:45800", "issue:43716|issue:46294", - "issue:43054|issue:43994", "issue:44479|issue:46294", + "issue:43054|issue:43994", "issue:46468|issue:46869", "issue:43596|issue:46165", "issue:45759|issue:45902", @@ -1036,244 +994,250 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "4dd7b22513d18b03fa64d433c1d5c3d5cb2f2a614871283d47688dbf747e8636", + "prepared_review_unit_hash": "7ceb007617354c3ce58c62ad67957d395e15ced2164d151e3f72313d770a1639", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38038, - "estimated_input_tokens": 9510, - "estimated_eval_tokens": 19276 + "serialized_chars": 38033, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bug cluster with a couple of clear duplicate-like pairs. The strongest match is the `_is_hf_initialized` / `Int8Params` failure, and a smaller validation-error-message family also overlaps; most other pairs are only broadly similar and should stay separate.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43872 is the clearest and most active report for the `_is_hf_initialized` / `Int8Params` failure, and issue:44291 is a narrower duplicate of that same root cause.", + "summary": "Mostly a noisy transformer-regression cluster with several unrelated subtopics. I only see a few true duplicate pairs: the _is_hf_initialized/init_empty_weights TypeError, the video token/feature mismatch regression, the custom-module cache resolution bug, and the T5/input-validation error-message bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45070 is the broadest umbrella regression in the set and the closest thing to a cluster center, even though the cluster is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 is the best representative issue in this set because it has the strongest concrete failure description and the most discussion around the shared root cause.", + "best_issue_reason": "45070 is the most general, actionable issue among the noisy similarity hits, so it is the best single issue to keep as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5-era regressions, but they describe different bugs: StableLm config padding vs pydantic PretrainedConfig handling." + "reason": "Related v5/config-regression wording, but the failures are about different fields and different code paths." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device-mismatch behavior." + "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device-map forward mismatch." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load error vs gpt-oss GGUF support request." + "reason": "Different models, different backends, and different failure modes; only the broad theme of loading support overlaps." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "Different code paths: `_is_hf_initialized` kwarg/type error vs Sam3 bf16 compilation regression." + "reason": "bitsandbytes init-arg incompatibility vs a bf16 compilation regression are separate bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape-related errors, but one is a mask/tensor length mismatch and the other is a TRL embedding unpacking failure." + "reason": "Both mention shape/input handling, but the titles point to different failing paths and no clear shared root cause." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Different failures entirely: multimodal dtype mismatch vs bf16 compilation regression." + "reason": "Image-preprocessor dtype mismatch and Sam3 bf16 compilation regression are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different model families and different bugs: autocast dtype mismatch vs streaming chat/completions failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat-completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF support is unrelated to Qwen3.5 streaming inference failures." + "reason": "gpt-oss GGUF support and Qwen3.5 streaming API behavior are different bugs." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both are release-related regressions, but one is an `_is_hf_initialized` init-empty-weights bug and the other is a pydantic config-field breakage." + "reason": "Both are v5-era regressions, but one is a specific _is_hf_initialized TypeError and the other is a pydantic/config-field issue." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM from reserved memory is a different problem from tied-weight handling in translation models." + "reason": "Quantization memory/OOM behavior and tied-weights behavior are separate code paths." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the PretrainedConfig/pydantic issue." + "reason": "Qwen3-MoE sliding_window handling is not the same bug as PretrainedConfig/pydantic field breakage." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "Multi-GPU device-map failure is not the same as the bf16 compilation regression." + "reason": "YOLO multi-GPU device-map failure is unrelated to the Sam3 bf16 regression." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:45507", + "right": "issue:47228", "accept": false, - "reason": "Both are IndexErrors, but they occur in different code paths: attention mask mismatch vs zero3/init_empty_weights on BertModel." + "reason": "GraniteMoEHybrid invalid-method calls are a different failure from bf16 compilation issues." }, { - "left": "issue:45507", - "right": "issue:47228", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call and Sam3 compilation regression are unrelated." + "reason": "Both are IndexErrors, but the model/path/context differ too much to treat as the same underlying bug." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage is not the same underlying issue as torch/transformers incompatibility." + "reason": "Remote-code model breakage is a different problem from torch 2.4.1 / transformers 5.8.0 incompatibility." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal Qwen models, but one is a dtype mismatch and the other is a video-token/template mismatch." - }, - { - "left": "issue:43054", - "right": "issue:43994", - "accept": false, - "reason": "Same model family, but the reports are not clearly the same bug: embedding quality complaint vs nonsensical AutoModel/pipeline outputs." + "reason": "Both are multimodal/video-adjacent, but one is a dtype mismatch and the other is a chat-template video token count mismatch." }, { "left": "issue:44479", "right": "issue:46294", + "accept": true, + "reason": "Both describe the same video-input/video-token mismatch regression in Qwen video models, just at different specificity levels." + }, + { + "left": "issue:43054", + "right": "issue:43994", "accept": false, - "reason": "Both are video-related Qwen regressions, but they target different model sets and different failure modes." + "reason": "Siglip2 embedding quality concerns and nonsensical AutoModel/pipeline results are too indirect to confirm a single bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Broken official example and YOLO multi-GPU device-map failure are unrelated." + "reason": "Nemotron example breakage and YOLO device-map failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3 index-out-of-bounds during init and remote-code resume/training issues do not look like the same bug." + "reason": "Deepspeed zero3/BertModel init failure is unrelated to resume-training with trust_remote_code." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary-embedding memory are different code paths." + "reason": "Composite-config unwrapping and uninitialized rotary inv_freq memory are different bugs in different layers." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class error are separate problems." + "reason": "Flash Attention 2 handling and remote-code model_class/config_class errors do not share the same root cause." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen3.5-related, but image dtype mismatch and TRL embedding unpacking are not the same failure." + "reason": "Both involve Qwen-family multimodal flows, but one is a dtype mismatch and the other is an embedding unpacking/trainer failure." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error is unrelated to Qwen3.5 embedding unpacking." + "reason": "FSDP weight dimensionality and Qwen3.5 SFT embedding unpacking are distinct failures." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn fallback gating." + "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate regressions." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss is not the same underlying issue as a generic GLM5 report." + "reason": "Perplexity regression on gpt-oss and the GLM5 issue are different model-specific problems." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both involve trust_remote_code/custom modules, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not enough to merge as one bug." + "accept": true, + "reason": "Both are about trust_remote_code/custom-module resolution loading the wrong code, with a shared cache/path-resolution root cause." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8 failure and flash-attn fallback blocking are unrelated." + "reason": "FP8 Qwen3-MoE failure and flash-attn fallback blocking are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied-weight bugs, but different model families and different manifestations." + "reason": "Missing lm_head tying in Mistral3 is not the same as the broader translation-model tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion is unrelated to docs still mentioning a removed command." + "reason": "DSA indexer behavior and a docs typo are not duplicates." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and translation tied-weights are separate issues." + "reason": "Quantization/offloading behavior is a different issue from tied-weights handling." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed-command documentation are not the same bug." + "reason": "Cache-strategy typo and removed docs command are unrelated documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + "reason": "PagedAttentionCache linear_attention crash and tied-weights regression do not share a concrete bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding/training failure and GraniteMoEHybrid invalid method calls are different code paths." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Both are the same validation/error-message bug family: 46463 looks like a T5-specific instance of the broader input_ids/inputs_embeds XOR validation problem described in 45183." + "reason": "Both are the same input/decoder validation bug family: incorrect or misleading XOR-style error handling/messages." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The `_is_hf_initialized` / `Int8Params` cluster is correctly centered on issue:43872 with issue:44291 as a close duplicate, and the only accepted soft pair (45183/46463) is well supported by the issue titles. The rejected pairs are generally cautious and distinguish different failure modes rather than overstating duplication." + "feedback": "The summary is grounded in the packet and stays fairly conservative overall. The accepted duplicate pairs that are called out are supported by the issue titles, and the rejected soft edges mostly avoid over-claiming shared root causes. The choice of 45070 as a broad representative is reasonable for a noisy, heterogeneous v5-regression cluster." }, "evaluator_used": true, "retried": false, @@ -1349,8 +1313,8 @@ "issue:46489|issue:46491", "issue:39692|issue:43054", "issue:43950|issue:44534", - "issue:46032|issue:47246", "issue:36331|issue:41762", + "issue:46032|issue:47246", "issue:43644|issue:43950", "issue:43872|issue:44589", "issue:46899|issue:46932", @@ -1362,8 +1326,8 @@ "issue:43950|issue:45902", "issue:43054|issue:43493", "issue:44910|issue:45859", - "issue:45663|issue:45902", "issue:42947|issue:44387", + "issue:45663|issue:45902", "issue:44403|issue:44451", "issue:24643|issue:28530", "issue:43975|issue:45520", @@ -1371,224 +1335,224 @@ "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:42947|issue:43856", - "issue:41553|issue:43883", "issue:44991|issue:45399", + "issue:41553|issue:43883", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "805e45ee27227c226fe81f51a947eeded80d16879732f73299f2322e4b8c340d", + "prepared_review_unit_hash": "8483a8b208e458978403049a709e136482b1436250b55dea973c5603f02ac194", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37046, - "estimated_input_tokens": 9262, - "estimated_eval_tokens": 18780 + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bundle of unrelated Transformers issues, with a few true duplicate subclusters: non-persistent buffer corruption, StaticCache get_seq_length regression, Gemma4 quantized embedder dtype casting, and a Mamba2 recurrence bug.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer corruption regression and has the strongest near-duplicate pairing in this set (especially with 44534 and 43644).", + "summary": "Mostly a mixed cluster of unrelated transformer bugs, with a small duplicate set around non-persistent buffer corruption and static-cache seq-length return type issues.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43950 is the clearest duplicate hub: it describes the core non-persistent-buffer regression directly and has matching follow-up reports (#44534, #45902).", "canonical_pr_reason": null, - "best_issue_reason": "Best single issue anchor, but only for the buffer-corruption subcluster; the overall cluster is too mixed for one issue to represent all items well.", + "best_issue_reason": "#43950 is the strongest standalone issue in the set: specific, actionable, and broad enough to anchor the buffer-corruption duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Different problems: NemotronH checkpoint loading vs tied-weights translation-model issue." + "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights handling in translation models." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and failure modes (DeepSeek-Coder detokenization vs Qwen NVFP4 runtime error)." + "reason": "Tokenizer regression vs Qwen-3 NVFP4 runtime failure; different models and failure modes." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Same tokenizer theme, but different models and code paths; not the same concrete bug." + "reason": "Both are tokenizer bugs, but they affect different models and symptoms; not the same concrete change." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs-example errors vs model-quality discrepancy; unrelated symptoms." + "reason": "Documentation/example errors vs model quality degradation; unrelated issues." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same 5.x non-persistent-buffer corruption regression; near-identical bug report." - }, - { - "left": "issue:46032", - "right": "issue:47246", - "accept": true, - "reason": "Both point to the same Mamba2 recurrence/use_cache bug in the slow path." + "reason": "Same underlying v5 non-persistent-buffer corruption regression, just phrased more tersely in #44534." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API signature change vs Gemma3 ZeRO-3 load failure; unrelated." + "reason": "Trainer API kwarg mismatch vs DeepSpeed ZeRO-3 loading IndexError; unrelated code paths." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency vs NemotronH Mamba2 recurrence bug; not the same issue." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Both describe the same non-persistent-buffer junk-corruption regression." + "accept": false, + "reason": "Remote-code config loading bug vs non-persistent-buffer corruption; different subsystems." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/import failures, but different dependencies and code paths." + "reason": "bitsandbytes Int8Params kwarg incompatibility vs missing Float8 storage object; separate failures." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug." + "reason": "#46932 is a direct fix/duplicate of the same Gemma4 quantized embedder dtype-casting bug reported in #46899." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality issue vs generic tokenization/version change." + "reason": "SigLIP2 embedding quality complaint vs general tokenizer changes across versions; not the same bug." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Broad AutoTokenizer token-ID regression vs DeepSeek-Coder-specific output bug; not the same concrete defect." + "reason": "Broad tokenizer-ID regression across many models vs a specific DeepSeek-Coder detokenization issue." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both SigLIP2-related, but zero probabilities and worse text embeddings are not the same bug." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is lower embedding quality; too different to merge." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch vs Qwen3.5 flash-attention/position-id crash." + "reason": "Autocast dtype mismatch in Phi MoE vs Qwen3.5 RLHF gradient explosion from 3D position_ids; different bugs." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same StaticCache get_seq_length return-type bug." + "reason": "Same seq-length contract regression: returning a tensor instead of an int breaks static-cache arithmetic in both reports." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Buffer-loading corruption vs meta/to_empty uninitialized rotary-freq memory; different bugs." + "accept": true, + "reason": "#45902 is a specific manifestation of the same non-persistent-buffer junk-data regression affecting inv_freq." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 vs JAX-vs-HF discrepancy; related area, but not the same concrete defect." + "reason": "Both are about SigLIP2, but one is degraded text embeddings and the other is HF-vs-JAX implementation discrepancy; not clearly the same fix." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention packed-sequence crash vs CPU-offload incompatibility; unrelated." + "reason": "Flash-attention packed-sequence crash vs CPU-offload incompatibility in a rotary embedding; unrelated." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:42947", + "right": "issue:44387", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_state bug vs Qwen3.5 rotary-buffer issue." + "reason": "Gradient checkpointing with PEFT LoRA vs int4 quantization OOM; different problems." }, { - "left": "issue:42947", - "right": "issue:44387", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "LoRA gradient-checkpointing behavior vs int4 quantization OOM." + "reason": "FSDP2 shared_kv_states KeyError vs non-persistent-buffer materialization corruption; different failure mechanisms." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs model-specific load failure." + "reason": "Loading noise/logging issue vs inability to load a specific model; not duplicates." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training error vs early-stopping metric lookup bug." + "reason": "DeepSpeed weight-dimension runtime error vs early-stopping metric lookup warning; unrelated training issues." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs Voxtral tokenizer loading error." + "reason": "Tokenizer detokenization regression vs bad AutoTokenizer error message for Voxtral; different bug class." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading issues, but one is noisy logging and the other is a specific load failure." + "reason": "Generic loading noise vs a specific model-loading failure; not the same issue." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code config completeness issue vs broader remote_code regression; too broad to merge." + "reason": "Remote-code config fields missing vs broad recent remote_code breakage; related theme but not the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 index error vs Qwen3Moe FP8 config failure." + "reason": "Gemma3 ZeRO-3 load IndexError vs Qwen3Moe FP8 failure; unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient-checkpointing behavior vs MoE training memory inefficiency." + "reason": "LoRA checkpointing ineffectiveness vs Qwen3 MoE memory usage; both performance-related but distinct." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "AutoTokenizer loading error vs missing attribute in Molmo model." + "reason": "Tokenizer load failure for a specific model vs flash-attn2 fallback gating; different loading paths." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Tokenizer load failure vs flash-attn fallback gating; unrelated." + "reason": "AutoTokenizer error message for Voxtral vs Molmo tied-weights attribute error; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import error vs bitsandbytes constructor incompatibility." + "reason": "Qwen2.5-VL import missing vs bitsandbytes storage constructor incompatibility; different components and fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary reflects a heterogeneous cluster with a few clearly duplicated subclusters, and the accepted soft-edge pairs are mostly supported by very similar titles and bug descriptions. No obvious overstatement beyond what the packet supports." + "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough. The duplicate hub around #43950 is supported by the titles of #44534 and #45902, while the other pairings are reasonably rejected as different bugs/subsystems. No clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1671,8 +1635,8 @@ "issue:45715|issue:46315", "issue:43872|issue:46869", "issue:45759|issue:46661", - "issue:43881|issue:43883", "issue:43827|issue:44509", + "issue:43881|issue:43883", "issue:45488|issue:46489", "issue:45020|issue:46661", "issue:43404|issue:43950", @@ -1688,211 +1652,211 @@ "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "adee04d1b7b438efbc43b7193748732f830e2b1675511fa5fd50e09c2bde8a3f", + "prepared_review_unit_hash": "9cbd9f7151ab61bd86d38d30a48b0863df57e7b10b8c574766699024828cc8e7", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36629, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with only two soft pairs looking like true duplicates: the v5 docs references to removed pipeline tasks, and the repeated \u201ctraining-loss double-shift\u201d bug across two model families. The other pairs are mostly same-subsystem or same-version regressions, but not the same concrete bug/change.", - "confidence": 0.86, - "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; if one anchor is needed, issue:46897 is the best exemplar because it is part of the strongest duplicate pair and has the clearest, most specific bug description.", + "summary": "Most pairs are unrelated one-off bugs. The strongest true duplicate cluster is the training-loss double-shift reports (46894/46897), and the docs pipeline-removal reports also match. The Qwen video pair (44479/44560) is better treated as related but not confirmed duplicate from the packet alone.", + "confidence": 0.84, + "canonical_issue_reason": "46894 is the best canonical issue here because it describes the shared training-loss double-shift bug clearly and generally, while 46897 reads as a narrower model-specific instance of the same defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:46897 is the strongest representative of a real duplicate subcluster: it matches issue:46894 on the same underlying training-loss double-shift bug pattern, with very high textual similarity and effectively the same fix scope.", + "best_issue_reason": "46894 is the best standalone issue in this set because it is specific, actionable, and broad enough to represent the underlying bug pattern without being overly model-narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different failures: tokenizer regex patch crash vs flash-attn fallback blocking. Same broad area, but not the same bug." + "reason": "Different failures: Mistral tokenizer regex patch crash vs flash-attn2 fallback gating." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model/loading problems (Qwen3VL weight_only error vs GLM5 model issue). No clear shared concrete code path." + "reason": "Different model families and different loading errors; no shared concrete bug path." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Unrelated errors: MPS histogram on Int in MoE vs Gemma4 PLE device mismatch." + "reason": "MPS int histogram error is unrelated to Gemma4 device-mismatch forward failure." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Both are regressions, but one is remote-code model loading and the other is device-map forwarding; too broad to merge as the same bug." + "reason": "Remote-code regression and Gemma4 device placement bug are different code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping edge case vs remote_code model breakage; different code paths and fixes." + "reason": "Tokenizer-mapping helper bug is unrelated to the remote_code model regression." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading complaints, but they target different models and different failure modes." + "reason": "Bad AutoTokenizer error message for Voxtral vs GLM-4v-9b load failure; different issues." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different runtime errors: autocast dtype mismatch vs device placement mismatch." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Gemma4 device mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code loading regression and tokenizer codec/regex regression are separate problems." + "reason": "Generic remote_code breakage and Kimi tokenizer codec regression are distinct." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/LoRA/tie embeddings, but one is cross-version LoRA compatibility and the other is a warning about config cleanup; not the same bug." + "reason": "Related Qwen/MoE themes, but one is a model-compatibility failure and the other is a warning/config issue." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and likely different loops/fixes." + "reason": "Opposite tokenizer hot paths and different performance regressions; not the same bug." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to YOLO multi-GPU device-map issues." + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve AutoModel, but one is from_config/text_config unwrapping and the other is remote-code config_class handling; not the same underlying bug." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "Different models and different failures: loading failed vs missing all_tied_weights_keys." + "reason": "Both involve AutoModel, but one is composite-config unwrapping and the other is remote-code config_class lookup." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both say v5 docs still reference removed pipeline tasks such as summarization/translation/text2text-generation." + "reason": "Both report the same docs regression: obsolete v5 pipeline task references still present in documentation." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different load-time failures; no evidence of a shared underlying defect." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions in related model families, but the reported mechanisms differ (pre-tokenizer override vs DeepSeek-Coder output mismatch)." + "reason": "Both are tokenizer issues around DeepSeek, but they describe different families and different root causes." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Remote-code breakage in general vs a specific AutoModel.from_pretrained config_class AttributeError; related theme, but not the same concrete bug." + "reason": "Both mention remote-code, but the failures occur in different parts of the loading pipeline." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Mistral lm_head tying issue and non-persistent buffer corruption are unrelated state/loading bugs." + "reason": "Tied lm_head weights in Mistral3 is unrelated to silent corruption of non-persistent buffers." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Strong duplicate: both describe the same training-loss double-shift bug pattern, just reported on different model families; one fix should plausibly cover both." + "reason": "Same training-loss double-shift bug pattern, with Florence2/CohereASR appearing as model-specific instances of one shared issue." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Different audio-related issues; no evidence they share the same failing function or code path." + "reason": "Whisper model run failure and fbank feature-extraction issue are too indirect to treat as the same bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed/accelerate weight-conversion failure and DeepSpeed gradient-averaging bug are different training-time problems." + "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient-averaging bug are different mechanisms." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are distinct errors." + "reason": "Trainer kwarg incompatibility and tensor-mask shape mismatch are unrelated." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective in PEFT LoRA and missing supports_gradient_checkpointing on a remote-code variant are different implementation gaps." + "reason": "Both concern gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is a missing model flag." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading problems for Qwen variants, but the titles indicate different symptoms and no concrete evidence of the same bug." + "reason": "Both are ZeRO-3 weight-loading problems, but they affect different Qwen variants and report different failure modes." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-load failures for different architectures; not the same underlying issue." + "reason": "Unrelated model-loading failures for GLM-4.7-Flash and NemotronH." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error and void segmentation map processing are unrelated." + "reason": "Training DeepSpeed weight-shape error is unrelated to segmentation-map processing." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both concern video inputs, but one is a broad v5.3 regression across several models and the other is a StopIteration in a specific embedding model." + "reason": "The titles overlap on Qwen/VL video regressions in v5.3.0, but 44479 is a broad regression across several model families while 44560 is a model-specific StopIteration report for qwen3-vl-embedding; without body evidence, this is safer as a related issue than a confirmed duplicate." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "Both are shape-mismatch IndexErrors, but the titles are too generic and the specific bugs are not shown to be the same." + "reason": "Same general error string, but not enough evidence that these are the same underlying bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from 3D position_ids/BF16 fallback and flash_attention s_aux=None crash are different attention-stack failures." + "reason": "RLHF NaN/SDPA-fallback issue is unrelated to flash_attention.py's s_aux=None crash." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is conservative and grounded in the packet. The two accepted soft pairs are well supported by the titles: the v5 docs regression pair, and the training-loss double-shift pair. The remaining verdicts avoid overclaiming duplicate status and generally distinguish shared subsystem/theme from the same concrete bug. No mergeability issues apply here since these are issue pairs, not PR pairs." + "accept": false, + "feedback": "Most of the pairwise calls are conservative, but one accepted soft edge is overclaimed from the packet alone: issue:44479 vs issue:44560. The titles overlap on Qwen/VL video regressions in v5.3.0, but 44479 is a broad regression across several model families while 44560 is a model-specific StopIteration report for qwen3-vl-embedding; without body evidence, that is safer as a related issue than a confirmed duplicate. The summary\u2019s \u2018true duplicate\u2019 phrasing for that pair is therefore a bit too strong." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1961,8 +1925,8 @@ ], "soft_pairs": [ "issue:44863|issue:46402", - "issue:44530|issue:44863", "issue:43366|issue:43828", + "issue:44530|issue:44863", "issue:41553|issue:44991", "issue:43366|issue:43531", "issue:43596|issue:46515", @@ -1971,9 +1935,9 @@ "issue:43638|issue:46515", "issue:44155|issue:45584", "issue:45663|issue:45823", - "issue:41553|issue:44488", "issue:42915|issue:43957", "issue:43824|issue:43957", + "issue:41553|issue:44488", "issue:43716|issue:44560", "issue:43950|issue:45834", "issue:42617|issue:43366", @@ -1995,244 +1959,244 @@ "issue:43596|issue:44661", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "2531f32d8faa5f08717833c686f2f102c9d54775ecde520657d47bfd25169530", + "prepared_review_unit_hash": "3d178ec27de76e24bc8966887401b03a44261892b6446c95c0afd27a009cc3e9", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38006, - "estimated_input_tokens": 9502, - "estimated_eval_tokens": 19260 + "serialized_chars": 38002, + "estimated_input_tokens": 9501, + "estimated_eval_tokens": 19258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers bug reports and regressions. I only see two clear duplicate subpairs: the custom model initialization regression (43645/43646) and the SigLIP2 bad-output reports (38175/43994). The rest are distinct model-, backend-, or loading-specific issues and should remain separate.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue for the whole cluster; it is heterogeneous. The only strong duplicate subpairs are 43645/43646 and 38175/43994, which are separate topics.", + "summary": "Mostly heterogeneous issue cluster with a few clear duplicate pairs around the same regressions: custom model initialization in Transformers 5.0, and SigLIP2 output quality. The rest are model-specific or subsystem-specific reports and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest, most general report of the Transformers 5.0 custom-model initialization regression; issue:43645 looks like a narrower notebook-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue across the full set. 43646 is the best representative for the custom-model-init subpair, and 43994 is the best representative for the SigLIP2 subpair, but neither covers the cluster as a whole.", + "best_issue_reason": "issue:43646 is the strongest representative of the clearest duplicate pair in this cluster and has the most general symptom description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading failures, but they affect different architectures and failure modes." + "reason": "Different models and failures: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash and NemotronH checkpoint loading are unrelated bugs." + "reason": "Both are model-specific correctness bugs, but the architectures and failure modes differ (GGUF support vs autocast dtype mismatch)." }, { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "gpt-oss GGUF support and Phi-tiny-MoE autocast dtype mismatch are different problems." + "reason": "Different bug classes: cache backend crash on Qwen3.5 models vs NemotronH checkpoint loading failure." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading, but they target different models and different failure behavior." + "reason": "Both involve tokenizers, but they target different models and symptoms; one is a bad Voxtral error message, the other is a tokenizer load failure." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "gpt-oss GGUF support is unrelated to the Qwen3-MoE sliding_window issue." + "reason": "Different Qwen-related issues with different concrete failures; too broad to treat as one bug." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Deepspeed ZeRO-3 BertModel index error and torch 2.4.1 incompatibility are not the same bug." + "reason": "Unrelated causes: ZeRO-3/BertModel IndexError versus a generic torch version incompatibility." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary/position-id logic, but they are different models and distinct defects." + "reason": "Both touch rotary embedding code, but they are distinct bugs in different models and different failure mechanisms." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and float8 storage lookup failure are unrelated." + "reason": "No shared concrete code path; GGUF architecture support is unrelated to Float8 storage lookup failures." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "These describe different Bert/torch compatibility problems with no concrete shared code path." + "reason": "Different bug classes and different triggers; this is not the same underlying regression." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are inference/generation issues, but on different models and different failure mechanisms." + "reason": "Both are inference bugs, but they affect different models and code paths (batched AudioFlamingo3 leakage vs Whisper empty transcription handling)." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is an FSDP2 KeyError and the other is a device-map mismatch." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Different models and different loading failures; not the same underlying bug." + "reason": "Same model family, but one is an FSDP2 attention state bug and the other is a device placement mismatch." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are separate backend issues." + "reason": "Different failures: Qwen3Moe FP8 config breakage versus meta-device loading regression affecting other models." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing import for a specific class is not the same as meta-device loading failures." + "reason": "Import error for a specific VL class is unrelated to meta-device loading regressions." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but they concern different models and different failure modes." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video embedding StopIteration." + "reason": "Different subsystems and symptoms: image-preprocessor dtype mismatch versus Qwen3-vl video StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR indexing are unrelated regressions." + "reason": "Non-persistent buffer loading regression is unrelated to a long-ocr index error in Kosmos2.5." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Running 3d_parallel.py and gpt-oss GGUF support are not the same issue." + "reason": "These are unrelated issues; one is a script/runtime failure, the other is GGUF architecture support." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model initialization regression in transformers 5.0.0; 43646 is the broader canonical wording." + "reason": "Same underlying Transformers 5.0 custom-model initialization regression; the notebook report is just a narrower reproduction of the generic breakage." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video StopIteration and MPS histogram not implemented are unrelated." + "reason": "Completely different bugs: Qwen3-vl video processing versus an MPS histogram kernel limitation." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "FlashAttention illegal memory access on Qwen3.5 and static-cache seq-length device tensor issue are different bugs." + "reason": "Different attention/cache bugs with different symptoms and code paths." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are completely different problems." + "reason": "Importing GenerationMixin is unrelated to Qwen3Moe FP8 execution failures." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are not the same code path." + "reason": "Compiled flex_attention on torch >= 2.9 is a distinct compatibility issue from a generic torch 2.4.1 incompatibility report." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3-related failures with different symptoms and trigger paths." + "reason": "Different models and failure points; these do not look like the same bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both involve attention/compile paths, but the models and concrete failures differ." + "reason": "Both involve attention/compile paths, but the concrete failures and models are different." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both mention PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a checkpoint error under ZeRO-3." + "reason": "Related area, but not the same bug: ineffective checkpointing with LoRA versus a ZeRO-3 CheckpointError." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and are not the same concrete bug." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch and torch 2.4.1 incompatibility are not the same underlying issue." + "reason": "Device mismatch in Gemma4 PLE is unrelated to a broad torch version incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Config-mapping failure and Gemma4 forward device mismatch are unrelated." + "reason": "Different subsystems and symptoms; add-new-model-like validation logic does not match Gemma4 device placement." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video StopIteration and mask-shape IndexError are different bugs." + "reason": "Different models and unrelated indexing/shape failures." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 base-patch16-224 bad-output bug; 43994 is the broader canonical report." + "reason": "Same model family and same underlying SigLIP2 regression: one report surfaces zero probabilities, the other nonsensical outputs via AutoModel/pipeline." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation complaints, but they affect different models and different config shapes." + "reason": "Both are config-loading problems, but they involve different models and different validation paths." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Deepspeed/Bert zero3 index error and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "Both mention loading failures, but the Bert/ZeRO-3 index error is unrelated to tokenizer-mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failure modes: zero3 initialization index error vs tokenizer mapping logic." + "reason": "Different root causes and code paths; not the same underlying bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x incompatibility and BitNet packed-weight loading are separate issues." + "reason": "These are unrelated failures affecting different model stacks and loading mechanisms." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The two accepted duplicate pairs (43645/43646 and 38175/43994) are the only ones clearly supported, and the rest are reasonably rejected as distinct bugs. No overstatement stands out in the summary or soft-edge verdicts." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted duplicate pairs are well supported by the titles and descriptions: Transformers 5.0 custom-model initialization (43645/43646) and SigLIP2 output regression (38175/43994). The remaining soft-edge rejections are phrased cautiously and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -2334,20 +2298,20 @@ "issue:45488|issue:45812", "issue:46897|issue:46901" ], - "prepared_review_unit_hash": "436e8a8375218ea865eafd564d543e6212e9dd75481dde758b4f159a4602b264", + "prepared_review_unit_hash": "7b5dce5c09a2946a4a9493347acedbc381f13f4ea196a2079b06787817848212", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36594, + "serialized_chars": 36593, "estimated_input_tokens": 9149, "estimated_eval_tokens": 18554 }, @@ -2356,198 +2320,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a mix of related-but-distinct reports. Keep issue:43644 as the canonical Transformers v5 regression, but treat issue:44534 and the SigLIP2-related pair as only near-matches from the metadata, not confirmed duplicates.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43644 is the clearest concrete Transformers v5 regression in the set and the best anchor for dedupe; issue:44534 is very similar, but the packet alone does not prove a direct duplicate.", + "summary": "The cluster is mostly heterogeneous. The only strong duplicate-like pair is the Transformers v5 non-persistent-buffer corruption report, where 43644 appears to be the earliest matching report and 44534 the cleaner broader-title duplicate. The rest are related by model family or theme but do not look like the same concrete bug.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43644 is the earliest matching report for the Transformers v5 non-persistent-buffer junk-fill regression, so it is the best canonical issue candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 has the strongest single repro and the cleanest, most specific bug description in the cluster.", + "best_issue_reason": "issue:44534 is the cleanest representative title for the same buffer-corruption regression and states the problem in broader v5 terms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:46899", - "accept": true, - "reason": "Same Gemma4 multimodal 4-bit quantization dtype-cast failure affecting audio/vision embedders." + "accept": false, + "reason": "Both are Gemma4 4-bit multimodal issues, but one is about uint8/torch.finfo casting in audio modules and the other is a broader processing breakage; not the same defect." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different subsystems and failure modes: tokenizer mapping registration vs mask/tensor shape mismatch." + "reason": "Tokenizer-mapping-name handling and an IndexError mask/tensor shape mismatch are different failures." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different bugs: `_is_hf_initialized` regression vs Kosmos2.5 long-OCR index error." + "reason": "_is_hf_initialized / Transformers v5 initialization-flag regression is unrelated to Kosmos2.5 OCR length/index errors." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different problems: device_map/offload loading vs Strix Halo mmap OOM mitigation." + "reason": "Both involve loading/offload/memory, but one is dequantized model loading with device_map and the other is Strix Halo mmap OOM; different root causes." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities at inference while the other is docs/example errors and quantization failure; not the same concrete bug." + "reason": "Same model family, but unexpected zero probabilities and a broken docs example with processor mismatch/quantization failure are not the same bug." }, { "left": "issue:43644", "right": "issue:44534", - "accept": false, - "reason": "Very similar Transformers v5 buffer-initialization reports, but the packet does not establish the same root cause strongly enough to confirm a duplicate." + "accept": true, + "reason": "These describe the same Transformers v5 non-persistent-buffer junk-fill regression; the titles are nearly identical and point to the same code-path bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 failures: auto device mapping CUDA assert vs FineGrainedFP8Config load issue." + "reason": "Both involve Qwen3/Qwen3MoE, but cudaErrorAssert on device mapping and FineGrainedFP8Config failure are different issues." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated issues: Qwen3Moe FP8 config vs Strix Halo mmap/OOM." + "reason": "Qwen3MoE FP8 config failure is unrelated to mmap/Strix Halo OOM." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different models and code paths: Qwen3 MOE LoRA compatibility vs Gemma4 token embedding resizing." + "reason": "Qwen3 MoE LoRA incompatibility and Gemma4 resize_token_embeddings output issues are different bugs." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and failures: GLM5 vs Qwen3.5 flash-attention generation." + "reason": "GLM5 and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they target different models and do not clearly share one root cause." + "reason": "Both are model-load failures for different repos, but there is no evidence of the same concrete loader bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different issues: NemotronH checkpoint loading vs Qwen3.5 TP-plan missing entries." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan linear_attn OOM/shape errors are different defects." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different regressions: ZeRO-3 weight loading vs incorrect visual encoder keys on save_pretrained." + "reason": "ZeRO-3 weight loading for language_model and incorrect visual-encoder keys on save_pretrained are different code paths." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failures: GraniteMoEHybrid method call vs broken Nemotron example." + "reason": "GraniteMoEHybrid invalid method and broken Nemotron example are different model-specific failures." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype handling, but one is load-time dtype being ignored and the other is stale config bookkeeping; not the same bug." + "reason": "Both are dtype-related, but one ignores dtype on composite checkpoint load and the other leaves config.dtype stale after from_config." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent-buffer initialization bug vs Jupyter custom-model initialization bug." + "reason": "Both are v5 regressions, but buffer junk on load and custom-model notebook initialization are separate issues." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Similar load failures, but different models and one is specifically tokenizer loading; not enough to treat as one bug." + "reason": "Both are tokenizer/model loading regressions, but they affect different models and no shared failure mode is shown." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and failures: Qwen3 MOE conversion under accelerate/deepspeed vs GLM-4.7-Flash test loading." + "reason": "Qwen3 MoE accelerate/deepspeed conversion and GLM-4.7-Flash unit-test loading failure are unrelated." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but the packet only shows related titles; that is not enough to confirm the same underlying bug." + "reason": "Same SigLIP2 family, but docs-example failures and nonsensical AutoModel/pipeline outputs are not proven to be the same underlying bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Related to Qwen3 MoE memory/offload behavior, but these are distinct reported problems and not the same concrete bug." + "reason": "Qwen3 MoE training memory inefficiency is not the same as quantization offloading not working." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Unrelated: Qwen3 MOE compatibility vs generic resize_token_embeddings behavior." + "reason": "LoRA/quantization compatibility and resize_token_embeddings not updating output embeddings are different bugs." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Unrelated models and failures: Qwen3 MOE compatibility vs T5Gemma decoder embedding resize bug." + "reason": "Different model families and affected paths; not a duplicate." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different GLM/Qwen model-loading failures with different symptoms and likely different causes." + "reason": "GLM-4.7-Flash unit-test loading and Qwen3-VL weight-shape mismatch are different load failures." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps logic vs optimizer SGD argument handling are unrelated." + "reason": "Trainer checkpoint-resumption math and SGD argument handling are unrelated." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training-memory usage and the other is int4 quantization CUDA reserved memory/OOM; not the same bug." + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory growth; different bugs." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different issues: GLM5 model behavior vs save/load corruption after sinq quantization." + "reason": "GLM5 and sinq save/load breakage are unrelated." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both involve save/load flows, but extra_state handling and `_is_hf_initialized` argument errors are separate bugs." + "reason": "Extra_state serialization and _is_hf_initialized / init_empty_weights are different loader regressions." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Same broad resize_token_embeddings theme, but one is Gemma4 multi-part embedding syncing and the other is T5Gemma decoder embedding sync; not enough to merge." + "reason": "Both are resize_token_embeddings regressions, but they hit different model implementations and attributes; not enough evidence of one shared bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: LlamaTokenizer pre-tokenizer override vs Granite token IDs." + "reason": "Both are tokenizer regressions in v5, but one is a LlamaTokenizer pre-tokenizer override and the other is Granite AutoTokenizer token-ID corruption." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both are training-loss double-shift reports, but they are for different models and not clearly the same implementation bug." + "reason": "Both describe a training-loss double-shift symptom, but they are different model implementations with no evidence of the same code change." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is broadly plausible, but a couple of claims are a bit too strong for the packet. In particular, calling issue:44534 a \"direct\" duplicate of issue:43644 is stronger than the metadata alone supports, and the SigLIP2 pair issue:39692 / issue:43994 is treated as the same underlying bug even though the packet only shows related titles, not enough to confirm a shared root cause. More conservative wording would be safer." + "feedback": "The summary is mostly grounded, but it overstates the evidence in a few places. In particular, calling issue:43644 a \"confirmed duplicate bug\" is not supported by the packet; the packet only shows two nearly identical issue titles and relative timing. Please downgrade that to a cautious wording like \"earliest matching report\" or \"likely duplicate.\" " }, "evaluator_used": true, "retried": true, @@ -2649,20 +2613,20 @@ "issue:45292|issue:45335", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "fa6b5ac91680b859bd3cfadbf0217e6993aa7814ec9e1c1f37afb5ebbecb80c2", + "prepared_review_unit_hash": "f2c0816cf00da3d8c8a8ecf6871da9ad55bbbffb82cab9739e29861a77b143ba", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36783, + "serialized_chars": 36782, "estimated_input_tokens": 9196, "estimated_eval_tokens": 18648 }, @@ -2671,201 +2635,201 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but the resize_token_embeddings reports form a likely duplicate family: 45276 is the best anchor, with 45292 and 45335 also looking like the same propagation bug across related Gemma/T5Gemma variants.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45276 is the strongest canonical issue because it is the most detailed report in the resize_token_embeddings subgroup and explicitly describes the propagation failure across embedding/output paths.", + "summary": "Mostly a heterogeneous set of unrelated Transformers bugs. The only clear duplicate-like cluster is the resize_token_embeddings regression around output embeddings; the rest are similar at the subsystem level but not the same concrete bug.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45276 is the broadest and most complete report of the resize_token_embeddings propagation bug, covering both output_embeddings and embed_tokens_per_layer; it best represents the duplicate cluster centered on this failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best overall issue anchor for the cluster\u2019s only clearly related bug family, since it is the broadest and most actionable description of the embeddings-not-updating regression.", + "best_issue_reason": "issue:45276 is the strongest issue candidate overall because it describes the shared API regression most completely and cleanly, making it the best representative of the only solid duplicate group in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model families and failure modes: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." + "reason": "Different model families and different code paths: Qwen3.5 chat crash vs Gemma4 processor missing _tokenizer." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but they concern different models and different tokenization/load failures." + "reason": "Both are loading/tokenizer-related, but they describe different models and different symptoms, not the same underlying bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version compatibility and meta-device loading are distinct problems." + "reason": "One is a torch version compatibility complaint; the other is a meta-device model-loading bug. Too different to merge." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated topics: SigLIP2 documentation/model setup issues vs a GLM5 model issue." + "reason": "Unrelated issues: SigLIP2 docs/example errors versus a generic GLM5 report." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the concrete crash causes and code paths differ." + "reason": "Both touch flash attention, but one is a packed-sequence position_ids crash and the other is an s_aux=None AttributeError for sink-less models." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to Strix Halo mmap/OOM behavior." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to mmap OOM behavior on Strix Halo." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different bugs in different model families: Gemma4 FSDP2 attention state vs Qwen multimodal config unwrapping." + "reason": "Different architectures and failures: Gemma4 FSDP2 shared_kv_states bug vs Qwen multimodal text_config unwrapping." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert in Qwen3 device mapping and AudioFlamingo3 batch leakage are unrelated failures." + "reason": "Qwen3 device-mapping cudaErrorAssert and AudioFlamingo3 token leak are unrelated bugs." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve weight tying, but they affect different models and likely require different fixes." + "reason": "Both involve lm_head tying, but they affect different model classes and likely require separate fixes." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and the T5 apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are different problems." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Offloading behavior and int4 reserved-memory regression are different quantization/memory issues." + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is reserved-memory OOM in int4; not the same bug." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Generic ModelOutput key handling and VideoPrism output field misassignment are not the same bug." + "reason": "ModelOutput key assignment bug is not the same as VideoPrism returning last_hidden_state in hidden_states." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "No shared concrete code path is evident between Gemma4 FSDP2 and Qwen3_5_Moe CPU offload issues." + "reason": "Gemma4 FSDP2 and Qwen3.5 CPU-offload rotary embedding are separate model-specific issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantized-model loading complaints, but the models and symptoms differ." + "reason": "Different quantization formats and failure modes: NVFP4 runtime error vs MXFP4 fallback to bf16." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "GenerationMixin import failure and Whisper return_language regression are unrelated." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage is unrelated to mmap/OOM on Strix Halo." + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different memory/loading issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Audio batching leakage and Gemma4 device mismatch are different code paths." + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 device_map mismatch." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 attention state rebuilding." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Gemma4 FSDP2 KeyError." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 CUDA memory regression and Strix Halo mmap/OOM are distinct problems." + "reason": "Int4 reserved-memory OOM and mmap disabling on Strix Halo are different memory-management problems." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and a broken official example are not the same issue." + "reason": "NemotronH checkpoint loading failure and broken Nemotron example are related in theme but not the same concrete bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both describe the same resize_token_embeddings propagation regression; 45276 is the fuller Gemma4-specific report." + "reason": "Same underlying resize_token_embeddings regression: output embeddings are not updated; 45276 is the broader report and 45292 is a narrower duplicate." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression and granite_speech config loading are unrelated." + "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing and Qwen3.5 NaN/SDPA fallback are different bugs." + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN/SDPA fallback are distinct issues." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load handling is unrelated to mmap OOM." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling and continue_final_message logic are different issues." + "reason": "Both are tokenizer-related, but BPE-marker handling and continue_final_message behavior are different bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash attention sink-less crash and Gemma4 FSDP2 KeyError are separate failures." + "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Permissions propagation on save and wrong custom-module loading after save/load are different bugs." + "reason": "One is a permissions propagation issue; the other is loading the wrong custom module after save_pretrained." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading issue and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Unable to load a specific model in tests and a Qwen3.5 save_pretrained regression are different save/load problems." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Both are resize_token_embeddings regressions with the same underlying symptom: embeddings are not updated after resizing, just reported from different model variants." + "accept": false, + "reason": "Same surface API, but different model families and target submodules; not enough evidence for one shared underlying bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet: issue:45292 vs issue:45335 are both `resize_token_embeddings` regressions with very similar titles, and the packet does not provide enough detail to confidently call them different bugs/code paths. Because of that, the claim that there is only one clear duplicate-looking pair is a bit overstated. The other rejections are conservative enough, and the 45276/45292 duplicate anchor is well supported." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly duplicate-like cluster is the resize_token_embeddings regression around 45276/45292, and the remaining soft-edge rejections do not overstate shared evidence. No mergeability problems are present since this is an issue-only cluster." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2954,8 +2918,8 @@ "issue:43901|issue:44509", "issue:43994|issue:44079", "issue:36032|issue:43452", - "issue:43906|issue:44530", "issue:44164|issue:45759", + "issue:43906|issue:44530", "issue:44265|issue:44898", "issue:46050|issue:46326", "issue:43906|issue:46326", @@ -2967,242 +2931,239 @@ "issue:44164|issue:46821", "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "df6728a1bec498707653040a30efac3a663bd62ba4632aacb47a8b6c87163939", + "prepared_review_unit_hash": "b1bfcd0caf2fe77e131b137efc8e7b33251ee9300cddcb32581b08527e7f16d5", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37793, - "estimated_input_tokens": 9449, - "estimated_eval_tokens": 19154 + "serialized_chars": 37791, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers v5 regressions and model-specific bugs, with one strong duplicate-like pair around the training-loss double-shift symptom. No pull requests are present.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43611 is the best canonical issue because it captures the broad v5 model-loading regression theme at a core API level, while most other items are narrower model-, tokenizer-, or training-specific breakages.", + "summary": "The set is heterogeneous and the soft edges are mostly broad topical similarities rather than true duplicates. I would not merge any of the proposed pairs; the closest matches are still model-specific or bug-class-level, not the same concrete issue.", + "confidence": 0.67, + "canonical_issue_reason": "If forced to pick one representative issue for this mixed regression cluster, issue:45812 is the strongest exemplar: it is a concrete, high-impact v4\u2192v5 tokenizer regression with a broad user-facing effect.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the most representative and central report in the set: it is a clear Transformers 5.0.0 regression affecting model loading, which is the closest match to the cluster\u2019s common \u201cv5 broke something\u201d pattern.", + "best_issue_reason": "issue:45812 is the best single issue to anchor on because it describes a clear core-library regression in tokenizer output, which is more central and reusable as a representative than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Different failures: custom model initialization in notebooks vs save/from_pretrained extra_state handling. Not the same bug." + "reason": "Both involve model-loading behavior, but one is about custom model initialization in notebooks and the other about save/from_pretrained handling of extra_state; different code paths and failure modes." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Both are torch-related, but one is generic torch 2.10 incompatibility and the other is a SAM3 bf16 compilation regression. Different code paths." + "reason": "These are unrelated torch-version regressions: one is general Torch 2.10 incompatibility, the other is a Sam3 bf16 compilation issue." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated symptoms and fixes." + "reason": "Different problems entirely: missing Float8 storage lookup versus disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both concern tokenizer loading, but one is a vocab-size inconsistency and the other is a specific model load failure. Too different to merge." + "reason": "Tokenizer vocab mismatch for a specific model is not the same as a model failing to load; the symptoms and likely fixes differ." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer resume/max_steps miscalculation are unrelated." + "reason": "Custom model initialization in v5 is unrelated to Trainer resume_from_checkpoint computing max_steps incorrectly." }, { "left": "issue:46894", "right": "issue:46901", - "accept": true, - "reason": "These describe the same underlying training-loss double-shift bug pattern: both models train against shifted labels instead of the intended targets, so one fix could plausibly cover both." + "accept": false, + "reason": "Both describe training-loss shift bugs, but they affect different model families and do not clearly share the same underlying implementation path." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch in Phi-tiny-MoE." + "reason": "A global Torch compatibility issue is not the same as an autocast dtype mismatch in a specific Phi model." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is a performance regression in convert_tokens_to_ids; the other is a CodeLlama round-trip tokenization correctness bug." + "reason": "Performance regression in convert_tokens_to_ids is unrelated to a CodeLlama round-trip tokenization bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token IDs are wrong, while the other issue is only about slow conversion of token strings to ids." + "reason": "Wrong token IDs and slow conversion to IDs are different tokenizer issues: correctness versus performance." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and template-node compilation error are different problems." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure are separate backend/compiler problems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization change report." + "reason": "Whisper pipeline return_language breakage is unrelated to a general tokenization behavior change in v5." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is notebook-specific custom model initialization." + "reason": "base_model_prefix loading breakage is not the same as custom model initialization failures in notebooks." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch compatibility and YOLO multi-GPU device-map failures are different issues." + "reason": "Torch 2.10 incompatibility is a version-wide issue, while YOLO multi-GPU device-map failure is model/runtime specific." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are not the same bug." + "reason": "Compiled flex_attention failures on newer torch versions are unrelated to Gemma4 PLE device placement mismatches." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper return_language pipeline behavior and from_pretrained-inside-classes inconsistency are unrelated." + "reason": "Whisper pipeline language return regression and from_pretrained-in-class inconsistency are different API behaviors." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic torch version incompatibility is not the same as a Mistral-3 image dtype mismatch." + "reason": "A torch compatibility report does not match a multimodal dtype mismatch in Mistral-3." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both involve multimodal inputs, but the titles point to different regressions: video input handling vs a mask/index shape mismatch." + "reason": "A Qwen video-input regression is not the same as a generic mask/tensor shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and template compilation error do not share the same code-path." + "reason": "Float8 storage lookup failure and compile-time non-template-node errors are distinct low-level issues." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are documentation issues, but they concern different pipeline/task deprecations." + "reason": "Both are docs-related, but they concern different removed/changed pipeline behaviors and do not point to one duplicate." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Wrong model outputs and ModelOutput key assignment are separate behaviors." + "reason": "Wrong model outputs and ModelOutput key assignment bugs are separate problems." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading failures are different tokenizer/model loading bugs." + "reason": "A tokenizer method-name conflict in T5 is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "An isolated reproduction of issue 38071 is not the same as the Qwen3.5 linear_attention cache crash." + "reason": "extra_state save/load failure and composite-config unwrapping in from_config are different serialization/init paths." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "extra_state save/load handling and text_config unwrapping in from_config are unrelated." + "reason": "An isolated reproduction of an older issue does not match the PagedAttentionCache linear_attention crash." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export.export failures with torch_compilable_check and Perceiver non-default-resolution failure are different issues." + "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver non-default-resolution interpolation failures." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage via sinq and continue_final_message behavior for mistral_common tokenizers are unrelated." + "reason": "Quantized save/load corruption is unrelated to continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "The reproduction of issue 38071 and the mistral_common continue_final_message bug do not describe the same defect." + "reason": "These share no concrete bug: one is a reproduction issue, the other is a tokenizer conversation-format regression." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer regressions, but one is a general v5 tokenizer load failure for a model and the other is a specific Mistral regex patch crash." + "reason": "Both are tokenizer-loading regressions, but they affect different models and different failure points in the loading stack." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Incorrect CamemBERT masked LM predictions and tokenizer loading failure for est-roberta are different bugs." + "reason": "Incorrect CamemBERT masked LM predictions are not the same as failing to load EMBEDDIA/est-roberta tokenizers." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4, but one is a device-mapping mismatch during forward and the other is a 4-bit quantization dtype-cast bug." + "reason": "Gemma4 device-map placement and Gemma4 multimodal 4-bit dtype casting are distinct bugs in different parts of the forward path." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Degenerate zero-loss classification and training-loss double-shift are different training bugs." + "reason": "A generic single-label loss degeneracy bug is not the same as CohereASR's double-shift training loss issue." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state handling and TimesFM window_size attribute errors are unrelated." + "reason": "save/from_pretrained extra_state handling is unrelated to TimesFM's window_size attribute error." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are different performance/memory problems." + "reason": "MoE training memory inefficiency and mmap OOM avoidance are different optimization/runtime issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is indeed mostly heterogeneous v5/model-specific regressions, and 43611 is a defensible canonical representative. The soft-edge decisions are generally conservative and stay within the evidence. The one accepted pair, 46894/46901, is plausibly the same training-loss double-shift bug pattern, and the wording stays cautious. No PR-related mergeability issue applies here because there are no PRs in the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3272,10 +3233,10 @@ "issue:44488|issue:44987", "issue:45479|issue:46897", "issue:44488|issue:45081", - "issue:43299|issue:43931", "issue:43632|issue:47050", - "issue:43611|issue:43644", + "issue:43299|issue:43931", "issue:36032|issue:42915", + "issue:43611|issue:43644", "issue:44462|issue:46489", "issue:42796|issue:43404", "issue:46285|issue:46402", @@ -3284,8 +3245,8 @@ "issue:32090|issue:39404", "issue:44451|issue:44987", "issue:43643|issue:44530", - "issue:42915|issue:44530", "issue:43541|issue:45084", + "issue:42915|issue:44530", "issue:40990|issue:43421", "issue:44737|issue:45859", "issue:34567|issue:40444", @@ -3298,20 +3259,20 @@ "issue:44987|issue:44991", "issue:43452|issue:43482" ], - "prepared_review_unit_hash": "7e4b7bb4e7fdd9e2f347d7df763b3b8bd853a1b3774d461666a4e7d22e8ae51b", + "prepared_review_unit_hash": "eed3f5dad3cccb8ff5423fa569a6931f5df117463c5e166f75dd104e151d19b4", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35984, + "serialized_chars": 35983, "estimated_input_tokens": 8996, "estimated_eval_tokens": 18248 }, @@ -3320,196 +3281,193 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed bag of Transformers v5 loading/init regressions, tokenizer issues, and a few audio/model-specific bugs; only a few soft pairs look like true duplicates.", - "confidence": 0.55, - "canonical_issue_reason": "Issue 43646 is the broadest and clearest representative of the repeated v5 initialization/loading regressions in the set.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions (loading, tokenizers, audio, model init, dtype/device issues). I found no strong duplicate pairings from the soft edges.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43611 is the best anchor because it states a broad, concrete Transformers v5 loading regression and is more representative than the highly model-specific reports in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best umbrella issue here because it captures the widest user-facing breakage pattern among these v5 regressions.", + "best_issue_reason": "issue:43611 is the most useful global representative: clear, specific, and broad enough to serve as the cluster\u2019s canonical loading-regression issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO3/BertModel vs compiled flex_attention on torch >= 2.9." + "reason": "Different failures in different code paths: DeepSpeed/BertModel index error vs torch>=2.9 flex_attention compilation." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but for different models and likely different code paths." + "reason": "Both are load failures, but one is tokenizer resolution for a repo model and the other is a specific model-loading regression for physical-intelligence/fast; not the same bug." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different bugs: classification zero-loss degeneration vs Florence2 training-loss double-shift." + "reason": "Different loss bugs in different models/tasks; the Florence2/Moonshine pattern is not the same as the single-label classification zero-loss issue." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Related tokenizer area, but one is a generic model load failure and the other is a specific Mistral regex patch crash." - }, - { - "left": "issue:43299", - "right": "issue:43931", - "accept": true, - "reason": "Both describe the same Qwen3-VL MoE loading breakage; the second is a concrete weight-shape mismatch manifestation." + "reason": "Tokenizer loading issue vs a Mistral regex patch crash; same general area, different underlying problem." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Unrelated: `_is_hf_initialized` flag regression vs Canine fp16 ONNX attention dtype mismatch." + "reason": "Unrelated: HF init flag regression vs Canine ONNX attention dtype mismatch." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Both are v5 regressions, but they affect different code paths and symptoms." + "reason": "Both involve Qwen-VL loading, but the reported failures differ: one is a v5 dev regression, the other is a weight-shape mismatch." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method conflict vs Qwen3Moe FP8 config failure; not the same bug." + "reason": "T5 tokenizer method conflict vs Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; different bugs." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizer behavior, but one is tokenizer.json loading and the other is a DeepSeek-Coder output regression." + "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other has incorrect DeepSeek-Coder tokenization; not the same issue." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Unrelated: BPE marker handling in a tokenizer vs tied lm_head weights in Mistral3." + "reason": "Tokenizer BPE-marker handling vs Mistral3 lm_head weight tying; unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different models and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." + "reason": "CLIP structure inconsistency vs Sam3 text-encoder weight loading; different models and failures." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch vs a template compilation error; different code paths." + "reason": "Mistral image-preprocessor dtype mismatch vs a compilation/template-node TypeError; unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different subsystems entirely: model-registration helper vs flex_attention compilation." + "reason": "Mapping-name handling in add-new-model-like vs torch>=2.9 flex_attention compilation; no overlap in underlying bug." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer broadcast TypeError vs Whisper pipeline return_language regression." + "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different model-loading failures for different repos; no clear same underlying bug." + "reason": "Both are model-loading failures, but they point to different models and different causes." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Remote-code config field loss vs Qwen3.5 PagedAttentionCache crash are unrelated." + "reason": "AutoConfig trust_remote_code field loss vs Qwen3.5 PagedAttentionCache group-type crash; unrelated." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Both mention Qwen models, but the FP8 config failure and PagedAttentionCache group-type crash are distinct." + "reason": "Torch dynamo grouped_mm tracing failure vs non-template-node compile error; unrelated." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Different errors: Mixtral grouped_mm tracing vs template-node compilation." + "reason": "Qwen3Moe FP8 config failure vs PagedAttentionCache linear_attention crash; same family, different code-path bug." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression vs tokenizer post-processor update behavior; not the same bug." + "reason": "Perplexity regression on gpt-oss-20b vs runtime special-token post-processor update bug; unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU placement bug in XLNet vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Both are device/offload related, but they affect different models and different mechanisms." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting vs multi-image iterable dataset finetuning failure." + "reason": "TrainerState token counting bug vs Qwen2.5-VL iterable-dataset multi-image failure; unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related to v5 init behavior, but one is buffer initialization and the other is custom model initialization." + "reason": "Both concern v5 initialization behavior, but one is junk buffers and the other is custom model initialization in notebooks; not the same bug." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different domains: multimodal dataset handling vs mistral_common continue_final_message behavior." + "reason": "Multi-image Qwen2.5-VL finetuning failure vs mistral_common continue_final_message bug; unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend packaging issue vs unsupported backend mapping entry; not the same bug." + "reason": "Packaging/backend selection problem for tensorflow vs BACKENDS_MAPPING validation error for tensorflow_text; different issues." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer API conflict vs Jupyter custom model initialization breakage." + "reason": "T5 tokenizer method conflict vs custom model init in Jupyter; unrelated." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio fbank feature-extraction path and the same crash around the unsupported `center` argument." + "accept": false, + "reason": "Both are audio-feature-extraction adjacent, but the titles point to different concrete failures and there isn't enough evidence they are the same bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag regression." + "reason": "Apple Silicon allocator warmup TypeError vs HF initialization flag regression; unrelated." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Separate model/tokenizer loading failures for different repos." + "reason": "Two different tokenizer/model-loading failures for different repositories; not the same underlying bug." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Qwen2.5-GGUF loading failure is a concrete instance of the broader `gguf_file`/AutoTokenizer/AutoModel loading regression." + "accept": false, + "reason": "GGUF/AutoTokenizer loading breakage vs Qwen2.5-GGUF loading failure; related area, but different concrete problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it stays at a high level, correctly describes the cluster as a mix of v5 loading/init regressions plus tokenizer and model-specific bugs, and does not overclaim duplicate status. The soft-edge accepts are limited to the few pairs that plausibly share the same underlying regression, while the rejects are conservative and appropriately cautious." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3529,6 +3487,7 @@ "issue:28530", "issue:34567", "issue:36032", + "issue:41720", "issue:42915", "issue:43208", "issue:43262", @@ -3543,7 +3502,6 @@ "issue:43746", "issue:43792", "issue:43819", - "issue:43883", "issue:43994", "issue:44008", "issue:44062", @@ -3553,7 +3511,6 @@ "issue:44451", "issue:44464", "issue:44466", - "issue:44488", "issue:44534", "issue:44589", "issue:44610", @@ -3581,8 +3538,8 @@ "issue:43317|issue:43482", "issue:43746|issue:46326", "issue:43262|issue:43377", - "issue:43208|issue:47013", "issue:44403|issue:45081", + "issue:43208|issue:47013", "issue:43792|issue:46869", "issue:43645|issue:46661", "issue:42915|issue:45084", @@ -3598,209 +3555,209 @@ "issue:43994|issue:44610", "issue:44062|issue:44987", "issue:44464|issue:45987", - "issue:43883|issue:44488", - "issue:42915|issue:44589", "issue:44265|issue:44610", + "issue:42915|issue:44589", "issue:44008|issue:46899", "issue:45923|issue:47254", - "issue:43531|issue:44877" + "issue:43531|issue:44877", + "issue:36032|issue:41720" ], - "prepared_review_unit_hash": "8d28df0b4875c219dd3ecffffb32e4abd1daea41b63c7d9f09bf7a165e4422a6", + "prepared_review_unit_hash": "0cfea073b09c0290ceba1a4347661a05b6ef7492bd1ae6861edf6f3d5c21bf44", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36357, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs share only broad topical overlap (Whisper, xLSTM, Qwen, loading/init bugs, etc.) rather than the same concrete defect. I would anchor the cluster on the broad custom-model initialization regression, but none of the soft pairs look like true duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the broadest, most central regression in the set: a Transformers v5 custom model initialization breakage that best represents the nearby load/init-related reports.", + "summary": "These are mostly unrelated issue reports across different models and transformer subsystems. None of the soft-pair candidates look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the best broad representative of the custom-model / Transformers v5 regression cluster, with a clear, general title that can umbrella related initialization breakages.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best global issue representative because it captures a general, high-signal v5 initialization regression and is more reusable as an umbrella reference than the model-specific bugs.", + "best_issue_reason": "issue:43646 is the most useful issue to keep as a reference point because it describes the general failure mode clearly and is broader than the narrower variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper text handling, but one is batch_decode skip_special_tokens being ignored and the other is empty transcription failure after align_special_tokens; different bugs and fixes." + "reason": "Both involve Whisper, but one is a batch_decode token-skip bug and the other is an empty-transcription generation failure after align_special_tokens; different code paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid method calls are unrelated code paths with different failure modes." + "reason": "Completely different subsystems and failures: template-node compilation vs GraniteMoEHybrid invalid method calls." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU/CPU offload loading of a dequantized model and Qwen2.5-GGUF loading in v5 are separate loader regressions, not the same defect." + "reason": "Both are loading regressions, but one is device_map/offload dequantization and the other is GGUF loading in v5; not the same bug." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech and continue_final_message for mistral_common tokenizers affect different subsystems and symptoms." + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Default 16kHz sampling-rate handling and missing padding-mask support in batched MIMI encoding are distinct audio bugs." + "reason": "Both are audio-related, but one is sampling-rate handling in chat templates and the other is missing padding-mask support in MIMI encoding." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Both are xLSTM issues, but one is a bundle of small-model training blockers while the other is a specific return_last_states=False unpacking crash." + "reason": "Generic loading noise is not the same as a concrete Mistral regex patch crash." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Loading noise and a Mistral regex patch crash are different behaviors with different remediation." + "reason": "Both mention xLSTM, but 43208 is a bundle of three training blockers while 47013 is a specific backend/unpacking crash." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper inference failure and YOLO multi-GPU device_map=auto failure are unrelated model-loading/runtime issues." + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Notebook-defined custom model initialization and remote-code AutoModel.from_pretrained config_class errors are related only at a high level, not the same bug." + "reason": "Both concern custom/remote-code models under v5, but one is Jupyter custom-model initialization and the other is missing config_class in AutoModel.from_pretrained." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure and non-template-node compilation errors are unrelated." + "reason": "FineGrainedFP8Config loading failure is unrelated to template-node compilation errors." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "General custom-model initialization breakage and non-persistent buffer junk serialization are different v5 regressions." + "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer corruption are different bugs." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both compare different execution paths, but one is a padding-mask batching issue and the other is a DAC STE mismatch in from_latents vs forward." + "reason": "Different models and mechanisms: batched-vs-single mismatch from padding masks versus DAC.from_latents missing STE mismatch." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are separate model-specific regressions." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are not the same underlying issue." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A model load failure for physical-intelligence/fast and a Mistral tokenizer regex crash are different failures." + "reason": "Loading a specific repo in v5 is unrelated to the Mistral tokenizer regex patch crash." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric resolution and TrainerState num_input_tokens_seen not updating concern different Trainer features." + "reason": "Early-stopping metric selection and num_input_tokens_seen tracking are separate trainer concerns." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both touch lm_head/tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization inconsistency." + "reason": "Both mention lm_head/tied weights, but one is a model-tie bug and the other is device-dependent serialization behavior." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and init_empty_weights _is_hf_initialized TypeError are unrelated initialization/quantization bugs." + "reason": "FP8 config loading and init_empty_weights argument handling are different loading failures." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM-125M key error are different tokenizer/model-loading problems." + "reason": "Tokenizer special-token conflict and MobileLLM key error are unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash do not point to the same underlying bug." + "reason": "ScandiBERT loading failure is not the same as the Mistral regex patch crash." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical AutoModel/pipeline outputs for SigLIP2 and an OmDet-Turbo processor/model resolution mismatch are separate vision issues." + "reason": "Different models and symptoms: SigLIP2 wrong outputs versus OmDet-Turbo processor size mismatch." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication and physical-intelligence/fast loading failures are unrelated." + "reason": "AddedToken keyword-argument conflict is unrelated to a repo loading failure in v5.1.0." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and StaticCache.get_seq_length returning the wrong type are different generation/caching bugs." + "reason": "Chunked generation inconsistency under compiled forward and StaticCache return-type mismatch are different issues." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Missing all_tied_weights_keys on MolmoForCausalLM and inability to load cjvt/sleng-bert are not the same defect." + "reason": "torch.export exportability and image preprocessing size mismatch are unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both mention float8/quantization, but one is Qwen3Moe config compatibility and the other is a storage deserialization error." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export exportability via torch_compilable_check and OmDet-Turbo input-size mismatch are unrelated." + "reason": "FineGrainedFP8Config failure and missing Float8 storage type are distinct quantization/loading problems." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma 3n's audio_mel_mask attribute collision and Gemma4's unsafe dtype cast in multimodal embedders are different multimodal bugs." + "reason": "Gemma 3n variable collision and Gemma4 multimodal dtype-cast bug are different model/code-path failures." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Missing supports_gradient_checkpointing on a remote-code variant and a PEFT/DeepSpeed ZeRO-3 checkpoint error are different gradient-checkpointing problems." + "reason": "Missing supports_gradient_checkpointing on a remote-code model is unrelated to the PEFT/DeepSpeed checkpoint error." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and strict granite_speech config loading are unrelated model/config issues." + "reason": "Qwen3-MoE sliding_window behavior and strict config loading for granite_speech are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer construction error and Qwen3 auto device-map CUDA assert are unrelated." } ] }, @@ -3826,10 +3783,8 @@ "nodes": [ "issue:33666", "issue:35707", - "issue:36032", "issue:40444", "issue:40990", - "issue:41720", "issue:42796", "issue:43089", "issue:43296", @@ -3853,6 +3808,7 @@ "issue:44291", "issue:44403", "issue:44479", + "issue:44488", "issue:44534", "issue:44568", "issue:44589", @@ -3874,8 +3830,8 @@ "issue:46899" ], "soft_pairs": [ - "issue:36032|issue:41720", "issue:43322|issue:43540", + "issue:43883|issue:44488", "issue:44479|issue:45325", "issue:43632|issue:46821", "issue:43425|issue:44403", @@ -3896,8 +3852,8 @@ "issue:44291|issue:44589", "issue:33666|issue:40444", "issue:43792|issue:44589", - "issue:43632|issue:44756", "issue:40990|issue:44811", + "issue:43632|issue:44756", "issue:42796|issue:46710", "issue:35707|issue:40444", "issue:43482|issue:43525", @@ -3905,220 +3861,220 @@ "issue:43531|issue:44291", "issue:43421|issue:44568" ], - "prepared_review_unit_hash": "9937ebfdf5e2dfb23fb8470109f6c6432a2a7da80bc90e62cf07ad3e241e9268", + "prepared_review_unit_hash": "2bd5dc506c3e9f81a84ba4a876ab782eb0ed5a6742a4d2fedb47085bd0f2f7f8", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36718, - "estimated_input_tokens": 9180, - "estimated_eval_tokens": 18616 + "serialized_chars": 36079, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports, with three likely duplicate pockets: transformers v5 `_is_hf_initialized` regressions, Qwen3.5 `save_pretrained` regressions, and a Qwen2.5-VL temporal-position regression. No PRs are present.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43632 is the broadest root-cause report for the transformers v5 `_is_hf_initialized` breakage and best explains downstream failures like the bitsandbytes and `init_empty_weights` reports.", + "summary": "Mostly a heterogeneous set of unrelated issues. Only two soft pairs look like true duplicates: Qwen3.5 save_pretrained regression and the _is_hf_initialized/init_empty_weights incompatibility.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45216 is the clearest, most general duplicate target in the one strong Qwen3.5 save_pretrained regression pair; it states the core failure and version boundary succinctly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the clearest concrete reproduction in the duplicate family, with an exact error message and environment trigger that make it especially actionable.", + "best_issue_reason": "Issue 44291 is the strongest standalone report overall: it names a concrete failure mode, clear trigger (init_empty_weights on transformers >=5.0.0rc0), and the underlying incompatible argument precisely.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Different subsystems and failures: T5 tokenizer method conflict vs Qwen3 auto device-map CUDA assert." + "reason": "Both are multimodal/model-loading failures, but they affect different models and different code paths (Llava Next loading segfault vs Qwen3OmniMoe video ValueError)." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Both are multimodal model bugs, but they affect different model paths and error types (Llava Next loading segfault vs Qwen3OmniMoe video processing ValueError)." + "reason": "Unrelated failures: missing all_tied_weights_keys in Molmo versus a tokenizer/model loading problem for cjvt/sleng-bert." }, { "left": "issue:44479", "right": "issue:45325", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL temporal position-id/get_rope_index regression in v5.3.0; one is the broad video-input symptom, the other a specific still-image manifestation." + "accept": false, + "reason": "Both involve Qwen VL/video handling, but 44479 is a broad v5.3.0 video regression across several models while 45325 is a still-image temporal position_ids scaling bug in Qwen2.5-VL." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Unrelated failures: `_is_hf_initialized` compatibility breakage vs TimesFM `window_size` attribute error." + "reason": "Different subsystems and symptoms: _is_hf_initialized regression versus a TimesFM window_size AttributeError." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and noisy loading are not the same bug." + "reason": "Torch compatibility issue versus loading noise/verbosity; no shared underlying bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is unrelated to `StaticCache.get_seq_length()` returning the wrong type." + "reason": "Generation performance overhead and GPU syncs are not the same issue as StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression around incorrect checkpoint/visual-encoder keys; the second looks like a later re-report of the same bug." + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint contents/keys after v5.x, with 45357 describing the same failure more specifically." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and failures: PaddleOCR-VL load failure vs Qwen3-MoE sliding-window issue." + "reason": "Different model-specific failures: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding_window behavior." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images per prompt and the other is rope-index temporal scaling; not the same concrete bug." + "reason": "One is a finetuning/dataset batching failure with multiple images per prompt; the other is a rope/position_ids scaling bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Loading with `base_model_prefix` and non-persistent buffer corruption are unrelated regressions." + "reason": "Both are Transformers v5 regressions, but the concrete breakages differ: base_model_prefix loading versus non-persistent buffer corruption." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention on newer torch are separate code paths." + "reason": "Audio feature extraction bug versus compiled flex_attention failure on newer torch; unrelated code paths." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure and `convert_tokens_to_ids` slowdown are different tokenizer regressions." + "reason": "Tokenizer load failure and tokenizer performance regression are different problems, even if both involve slow tokenizers in v5." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both report the same transformers v5 `_is_hf_initialized` incompatibility, surfaced through bitsandbytes int8 loading and `init_empty_weights` model loading." + "reason": "Same underlying _is_hf_initialized incompatibility: both report TypeError from code paths that pass the removed/unsupported argument in transformers v5." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both involve multimodal dtype issues, but they affect different models and mechanisms (preprocessor/model dtype mismatch vs unsafe cast in 4-bit embedders)." + "reason": "Both mention dtype issues in multimodal processing, but the affected models and mechanisms differ (preprocessor/model mismatch vs unsafe cast in 4-bit quantization)." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "No shared bug: generic loading noise vs tokenizer load regression for a specific model." + "reason": "Loading noise is not the same as a tokenizer load failure; no shared bug." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and symptoms (wrong IDs vs leading-space round-trip loss)." + "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a CodeLlama leading-space round-trip issue." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode and a missing `supports_gradient_checkpointing` flag are not the same issue." + "reason": "Gradient checkpointing blocked in eval mode is different from a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to the est-roberta tokenizer loading problem." + "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Shared theme of v5 breakage is too broad; the failures are different (`_is_hf_initialized` arg vs missing Float8 storage)." + "reason": "Both are torch/init-time type errors, but the reported problems differ (_is_hf_initialized arg versus Float8 storage lookup)." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen2-VL training scenarios and different failure modes; not the same bug." + "reason": "Multi-GPU training for Qwen2-VL and multi-image iterable dataset finetuning are different training scenarios with different failures." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model runtime failure and Float8 storage lookup failure are unrelated." + "reason": "Whisper runtime failure versus Float8 storage-object TypeError; no common bug." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "`_is_hf_initialized` compatibility and mmap/OOM on Strix Halo are different problems." + "reason": "High perplexity on a language-model benchmark is unrelated to Whisper batch_decode skipping special tokens." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` behavior are unrelated." + "reason": "Different regressions: _is_hf_initialized breakage versus mmap OOM avoidance on Strix Halo." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same underlying bug." + "reason": "Tokenizer BPE-marker issue versus an accuracy regression after upgrading Transformers; too broad and different in nature." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning failure." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to finetuning failures with multiple images." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF v5 loading failure and missing `pad_token_id` on Llama4Config are distinct issues." + "reason": "Qwen2.5-GGUF loading under transformers v5 and Llama4Config missing pad_token_id are separate model/config problems." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading incompatibility do not share a code-path bug." + "reason": "Sliding_window behavior in Qwen3-MoE is not the same bug as the _is_hf_initialized/init_empty_weights TypeError." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor syncing and the other is a specific add_special_tokens/BOS-EOS regression; not clearly the same bug." + "reason": "Runtime special-token post-processor updates and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the three accepted soft-edge pairs are reasonably conservative duplicates based on their titles and stated symptoms. No PR pair issues apply because there are no PRs in the packet." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge cases. The two accepted pairs are plausibly the same underlying bugs, and the rest are rejected with model-/symptom-specific distinctions that do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -4192,10 +4148,10 @@ "issue:42175|issue:45542", "issue:44462|issue:45812", "issue:43296|issue:46821", - "issue:43482|issue:45538", "issue:44509|issue:46909", - "issue:44079|issue:44534", + "issue:43482|issue:45538", "issue:42175|issue:43296", + "issue:44079|issue:44534", "issue:43317|issue:43856", "issue:43611|issue:43646", "issue:43377|issue:45491", @@ -4218,208 +4174,208 @@ "issue:43606|issue:44265", "issue:40990|issue:45584" ], - "prepared_review_unit_hash": "d17ebcfd4378600b86d55f054d039aff1e172ebe943e8ac1ea1b84fa398b5031", + "prepared_review_unit_hash": "23293ac7cc1a21df0447f986f4e509570c9ebeb58c5c882e4a7f10feac23d6de", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36007, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model-specific bugs, v5 regressions, tokenizer issues, offloading/quantization problems, and docs-only reports. None of the soft pairs looks like the same underlying defect, so all soft edges should be rejected.", - "confidence": 0.87, - "canonical_issue_reason": "No single canonical issue fits the cluster; the issues are about different models, code paths, and failure modes rather than one duplicated bug.", + "summary": "No soft pair looks like a true duplicate/change match; the set is mostly unrelated single-bug reports with a few loose thematic similarities (tokenizers, Qwen/VL, offload, v5 regressions).", + "confidence": 0.91, + "canonical_issue_reason": "issue:45325 is the most concrete, code-path-specific report in the closest subgroup: it names `get_rope_index` and a precise temporal position-id scaling bug.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster does not represent one cohesive problem, so any issue chosen would be an arbitrary representative rather than a true duplicate anchor.", + "best_issue_reason": "issue:45325 is the best anchor for deduping because it is narrowly scoped, reproducible, and tied to an identifiable implementation path rather than a broad symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different failures in different components: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "Different subsystems and failure modes: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TensorFlow packaging/backend, but one is a missing backend in extras install and the other is an undefined tf backend error from tensorboard-only installs; not the same bug." + "reason": "Both involve TF/backend packaging, but one is missing TensorFlow in the torch extra while the other is a runtime undefined-tf-backend error; not the same bug." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenization, but one ignores repository tokenizer.json while the other mis-tokenizes Granite models; different code paths and symptoms." + "reason": "Both are tokenizer-loading problems, but one is ignoring `tokenizer.json` and the other is wrong token IDs for Granite models; different concrete failures." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and TimesFM window_size AttributeError are unrelated model-specific issues." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "GGUF loading under v5 and CLIPTokenizer model_max_length behavior are separate tokenizer/loading problems." + "reason": "Unrelated models and errors: PaddleOCR-VL load failure in vLLM vs TimesFM `window_size` attribute error." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are docs reports, but they refer to different documentation problems with no shared underlying bug." + "reason": "Both are documentation issues, but they target different docs/examples and do not describe the same defect." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are different core behaviors." + "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer max-length handling are separate issues." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend install issue vs a model loading failure; only superficially similar." + "reason": "Packaging/backend install issue vs model load failure in vLLM; no shared bug path." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "`ModelOutput` key assignment and non-persistent buffer initialization are unrelated internal behaviors." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Both mention memory/offload themes, but one is dequantized model loading with device_map=auto and the other is Qwen3 MoE training memory inefficiency." + "reason": "Device-map offload loading failure and Qwen3 MoE memory usage are different problems." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions around model loading/init, but they describe different concrete failures and code paths." + "reason": "Both are v5 regressions around model loading, but one is `base_model_prefix` loading and the other is custom model initialization; too different to merge." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI padding-mask batching mismatch and Gemma3 NaN embeddings under sliding-window attention are distinct sequence-processing bugs." + "reason": "Both mention batching/padding, but the concrete bugs differ: missing padding mask support vs sliding-window all-padding NaNs." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk filling and ModelOutput key assignment are unrelated internals." + "reason": "Non-persistent buffer junk values and `ModelOutput` key assignment are separate runtime correctness bugs." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA missing temporal attention/weight sharing and Sam3Model text encoder weights not loading are separate model-specific defects." + "reason": "Video-LLaVA architecture/weights issue vs Sam3Model text encoder weights not loading; different model families and code paths." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export export failures due to torch_compilable_check are not the same as bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "torch.export check failure and bf16 dtype mismatches are unrelated failures." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL position handling, but one is finetuning with multiple images per prompt and the other is video-input vision_position_ids; too different to merge." + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is training with multiple images per prompt and the other is video vision-position-id handling; not the same concrete bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA weight/temporal-attention bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." + "reason": "Video-LLaVA missing temporal attention and Qwen3.5 visual encoder key serialization are unrelated." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a JAX-vs-HF discrepancy and the other is nonsensical AutoModel/pipeline results; insufficient evidence of one defect." + "reason": "SigLIP2 HF/JAX discrepancy and nonsensical AutoModel/pipeline outputs are not clearly the same underlying defect." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope index scaling and Kosmos2.5 OCR index error are different multimodal indexing bugs." + "reason": "Different models and symptoms: Qwen2.5-VL rope-index temporal scaling vs Kosmos2.5 long OCR index error." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Flash-attention-3 training degeneration and single-label-classification zero-loss behavior are different classification/training issues." + "reason": "Flash-attention training degeneration and zero-loss single-label classification are distinct learning-behavior bugs." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video-input position ids; not clearly the same bug." + "reason": "Related model family, but different code paths and symptoms: still-image temporal scaling in `get_rope_index` vs video input `vision_position_ids`." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision lm_head weight tying and Granite tokenizer ID serialization are unrelated regressions." + "reason": "Tied lm_head weights missing vs inconsistent serialization of already-tied weights are different issues." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both involve VL image handling, but multiple-images-per-prompt finetuning and image-placeholder-in-user-text are different failure modes." + "reason": "Both involve VL placeholders/images, but one is finetuning with multiple images per prompt and the other is image placeholder placement in user text." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and strict granite_speech config loading are separate compatibility issues." + "reason": "`init_empty_weights` unexpected arg error and strict config rejection for `granite_speech` are unrelated load-time errors." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are unrelated quantization/loading problems." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are separate model/runtime issues." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch has no meaningful overlap with Qwen2.5-VL rope index scaling." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index position scaling." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization version changes are different subsystems." + "reason": "Quantization/offloading behavior and tokenization changes are unrelated subsystems." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling and Qwen2.5-VL video position ids are unrelated." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for bark-small and torch.export failures on torch_compilable_check are distinct problems." + "reason": "CPU offload device mismatch and torch.export compilation failure do not share a concrete code path." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on WikiText-2 and Whisper empty-transcription generation failure are unrelated." + "reason": "High perplexity on a language model and Whisper empty-transcription generation failure are unrelated." } ] }, @@ -4495,14 +4451,14 @@ "soft_pairs": [ "issue:44479|issue:45823", "issue:43262|issue:43746", - "issue:35707|issue:41720", "issue:43828|issue:46821", + "issue:35707|issue:41720", "issue:34634|issue:35707", "issue:44186|issue:44265", "issue:41720|issue:45823", - "issue:41553|issue:43582", "issue:43606|issue:43819", "issue:43454|issue:43550", + "issue:41553|issue:43582", "issue:43257|issue:45923", "issue:42796|issue:46209", "issue:45823|issue:46821", @@ -4520,19 +4476,19 @@ "issue:36331|issue:42617", "issue:41720|issue:43322", "issue:43322|issue:46050", - "issue:36331|issue:42915", "issue:44877|issue:44991", + "issue:36331|issue:42915", "issue:41720|issue:44977", "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "3cb06f9f4587640078364e57c6a45a30f55eba847bad8293459dfa2952c40000", + "prepared_review_unit_hash": "08ac2a514a95bb92cd76c1432cc654cd6f7af0b4fc4baf7134c2fe465e445e42", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, @@ -4547,198 +4503,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated, model-specific bug reports that only share broad vocabulary like offloading, quantization, tokenizer, or device mismatch. None of the soft pairs look like true duplicates or the same code-path fix.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43873 is the broadest and most representative issue in the set, covering offloading/quantization at an umbrella level and attracting multiple references.", + "summary": "The items are a heterogeneous set of unrelated bugs/regressions, so I found no true duplicate cluster. All soft edges should be rejected; they share broad subsystem themes at most, not the same concrete bug.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical duplicate stands out because the set spans unrelated areas (tokenizers, multimodal configs, loading/offloading, training APIs, and performance regressions). If forced to nominate a representative, issue:43873 is the broadest loading/offloading report, but it still is not a duplicate umbrella for the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best anchor because it is the most general, high-signal report in the cluster and aligns with the recurring offload/quantization theme without being overly model-specific.", + "best_issue_reason": "issue:43873 is the closest thing to a global representative because it is active, broad, and about loading/offloading with quantization, but it is still too general to serve as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both mention multimodal regressions, but one is a video-input bug across Qwen variants and the other is a Gemma4 device-mapping forward mismatch; different models and code paths." + "reason": "Different models and failure modes: video-input regression vs device-mismatch during forward." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaults vs GraniteSpeech PEFT checkpoint loading are unrelated processor/config vs model-loading issues." + "reason": "Audio chat-template sampling-rate default bug is unrelated to GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device mapping cuda asserts." + "reason": "Different code paths: autocast dtype mismatch vs TimesFM window_size AttributeError." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "These are different failure modes: autocast dtype mismatch in Phi-tiny-MoE versus an AttributeError on TimesFM window_size." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cuda assertion." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are separate generation/processor concerns." + "reason": "Bark voice_preset issue does not match the progressive-generation bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same as torch.export failing on torch_compilable_check; different subsystems and fixes." + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failures with torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-mapping failures, but Qwen3 cuda assert and Gemma4 PLE forward mismatch are different model-specific bugs." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral is unrelated to the Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Both involve device placement, but the concrete bugs differ: Qwen3 cuda assert vs Gemma4 PLE mismatch." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is not the same as DAC.from_latents not matching forward pass." + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents vs forward STE mismatch." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head weight tying and Bamba torch.compile+SDPA are distinct model implementation problems." + "reason": "Weight tying failure in AyaVision is unrelated to Bamba-9B-v2 torch.compile/SDPA behavior." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error message and AppleSilicon TypeError are different subsystems." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed is unrelated to missing supports_gradient_checkpointing on Nemotron trust_remote_code." + "reason": "MOE weight conversion with accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling for Ministral and FP8 inference failure on B200 are different issues in different components." + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-mapping forward mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are not the same bug." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "mdeberta special-token insertion regression is unrelated to wrong token IDs across multiple tokenizers." + "reason": "Missing BOS/EOS insertion for one tokenizer is not the same as wrong token IDs across many models." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug and OmDet-Turbo image-size mismatch are different processor/model issues." + "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo processor resolution mismatch." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe fine-grained FP8 config failure." + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different concrete issues." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision weight-tying bug and dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same underlying defect." + "reason": "AyaVision lm_head tying bug is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b and LoRA gradient-checkpointing ineffectiveness are unrelated training/inference problems." + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing effectiveness with PEFT LoRA." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming off-by-one in sliding_window_mask_function is unrelated to slow convert_tokens_to_ids performance." + "reason": "MoonshineStreaming off-by-one masking and tokenizer conversion slowdown are distinct bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and AutoModelForCausalLM not unwrapping text_config are separate config-loading issues." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen configs." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk initialization are different core bugs." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different loading regressions." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-loading/serialization problems." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-loading bugs." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Dequantized model loading with gpu+cpu offload is related to loading mechanics, but not the same bug as generic offloading not working with quantization." + "reason": "Specific dequantized-model offload loading failure is not the same as the broader quantization offloading complaint." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batching/padding-mask support and Perceiver non-default-resolution interpolation are unrelated model-specific issues." + "reason": "MIMI padding-mask bug is unrelated to Perceiver non-default resolution interpolation failure." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss signature breakage is unrelated to running 3d_parallel.py." + "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel.py not running." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Llava Next segmentation fault are different model/runtime failures." + "reason": "Qwen3 auto device-map cuda assert is unrelated to Llava Next segmentation fault on load." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault and sinq save/load quantization breakage are not the same code path." + "reason": "Llava Next load-time segfault is not the same as sinq save/load breakage." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Trainer API signature mismatch and Qwen3Moe FP8 config failure are separate training vs quantization bugs." + "reason": "Strict config loading failure for granite_speech is unrelated to tokenizer loading regression for est-roberta." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Strict granite_speech config loading and tokenizer loading failure for est-roberta are different config/tokenizer issues." + "reason": "Trainer API signature mismatch is unrelated to Qwen3Moe fine-grained FP8 loading." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to Qwen3.5 flash-attention generation regression." + "reason": "Qwen3 auto device-map assertion and Qwen3.5 flash-attention generation failure are different code paths." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "int4 CUDA reserved-memory OOM and T5 apex FusedRMSNorm memory leak are both memory-related but clearly different root causes and fixes." + "reason": "Int4 CUDA reserved-memory OOM is unrelated to T5 apex FusedRMSNorm memory leak." } ] }, @@ -4813,20 +4769,20 @@ ], "soft_pairs": [ "issue:40990|issue:45701", - "issue:41720|issue:42617", "issue:43450|issue:45701", + "issue:41720|issue:42617", "issue:44466|issue:45357", "issue:26413|issue:28530", "issue:43873|issue:44756", "issue:44186|issue:45072", "issue:43065|issue:46402", - "issue:43881|issue:44488", "issue:43295|issue:45701", "issue:46612|issue:46858", "issue:45685|issue:46821", + "issue:43881|issue:44488", "issue:43550|issue:43720", - "issue:43577|issue:43708", "issue:36010|issue:42617", + "issue:43577|issue:43708", "issue:43646|issue:46665", "issue:44451|issue:47020", "issue:43550|issue:43606", @@ -4838,219 +4794,219 @@ "issue:28530|issue:33666", "issue:41720|issue:45161", "issue:43531|issue:43572", - "issue:44734|issue:46858", "issue:44423|issue:45406", - "issue:44008|issue:45823", - "issue:42915|issue:46291" + "issue:44734|issue:46858", + "issue:42915|issue:46291", + "issue:44008|issue:45823" ], - "prepared_review_unit_hash": "1e81f535ec5fe1fc175ec6a8427890234d66b9e2f16d0426579d78833e031d0f", + "prepared_review_unit_hash": "3df611cc069776ad2959b2392a575aaa5ee098b1c95d195da5600f12b7d12237", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36751, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36746, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the set is a grab-bag of unrelated bugs spanning training, loading, multimodal processors, quantization, cache handling, and serving. I would anchor the cluster on the most active, concrete issue, but not merge any of the soft edges.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43873 has the richest activity and references, and it is a concrete, reproducible bug report about quantization/offloading behavior, making it the most useful cluster anchor.", + "summary": "This cluster is highly heterogeneous: most items are unrelated trainer, multimodal, quantization, tokenization, and serving bugs. None of the soft pairs look like the same underlying change or defect, so all should be rejected as duplicates. The strongest single issue to represent the cluster is the trainer resume/max_steps bug (43708).", + "confidence": 0.82, + "canonical_issue_reason": "issue:43708 is the clearest, most actionable trainer-resume bug in the set, with a specific reproduction and a concrete correctness problem around `resume_from_checkpoint` and `max_steps`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest standalone issue in this set: specific symptoms, active discussion, and broader relevance than the other one-off reports.", + "best_issue_reason": "issue:43708 is the best representative issue because it is narrowly scoped, clearly described, and likely to be triaged/fixed as a distinct trainer bug rather than a vague symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Both involve eval/tokenization-related behavior, but one is a perplexity regression on gpt-oss and the other is a version-dependent tokenization change; different underlying problems." + "reason": "Different bugs: one is a perplexity regression on a specific model, the other is a tokenization/version discrepancy." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Both are runtime failures, but one is a Qwen3-VL device-map cuda assert and the other is a 3d_parallel.py execution failure; no clear shared code-path." + "reason": "Different areas: batched video processor output shape vs tokenizer behavior across versions." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Batch video-shape handling and tokenization changes are unrelated subsystems and bugs." + "reason": "Both are multi-GPU/runtime failures, but the model, code path, and symptom differ materially." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern save/serialization behavior, but they affect different model components and likely different code paths." + "reason": "Both involve Qwen3.5 save/load behavior, but one is serialization of tied weights while the other is incorrect visual encoder keys." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Trainer checkpoint resume and early-stopping metric selection are distinct Trainer behaviors, not the same bug." + "reason": "Both are trainer-related, but one is checkpoint resumption failing and the other is early stopping/metric detection." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention offload/memory behavior, but one is quantization offloading and the other is mmap OOM mitigation; different root causes." + "reason": "Both touch offload/memory behavior, but one is quantization offload correctness and the other is mmap OOM on Strix Halo." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are unrelated failures." + "reason": "Tokenizer crash with NER/padding is unrelated to dtype mismatch in inference wrappers." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is missing text-encoder weight loading." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Different model-loading failures for different checkpoints; same symptom class only." + "reason": "Different models and failure modes: a dummy Conv2d in Sam3PixelDecoder vs missing text encoder weight loading in Sam3Model." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "A regression in processor/tokenizer access is not the same as a tokenization-version change issue." + "reason": "Regression about processor/tokenizer API compatibility is not the same as version-dependent tokenization changes." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache internals, but one is missing beam-search reorder support across model families and the other is a static-cache seq-length tensor bug." + "reason": "Both affect generation/cache logic, but one is beam-search reorder omission and the other is a static-cache seq-length tensor/device bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram implementation error and a TimesFM window_size attribute error are unrelated." + "reason": "MPS histogram error in MoE is unrelated to a TimesFM window_size AttributeError." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "These are separate model/backend failures: torch.compile+SDPA versus packed-weight loading during accelerate integration." + "reason": "Different loading failures for different BERT checkpoints; no shared underlying defect is evident." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Different problem domains: dtype propagation in BLIP2 loading versus Trainer max_steps recomputation on resume." + "reason": "Both involve model execution/weights, but one is torch.compile+SDPA and the other is packed-weight unpacking during accelerate loading." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "An import error for GenerationMixin and a 3d_parallel.py runtime failure are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is dtype propagation in Blip2 loading; the other is trainer checkpoint/max_steps accounting." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both touch model initialization, but one is a broad Transformers 5.0 breakage and the other is inconsistent from_pretrained behavior inside Python classes." + "reason": "Transformers 5.0 custom init breakage is a migration/API issue, not the same as from_pretrained behavior inside Python classes." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer/model loading problems, but the failing models and code paths differ." + "reason": "Different tokenizer/model bugs: loading a specific BERT vs XLMRobertaTokenizer passing the wrong vocab type." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Separate device/backend issues: SDPA+compile on Bamba versus CPU offload device mismatch on bark-small." + "reason": "Both are runtime issues, but SDPA+compile failure and CPU-offload device mismatch are separate code paths." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crashes on NER inputs and a processor/model image-size mismatch are different bugs." + "reason": "Different multimodal/tokenization bugs: LayoutLMv2 NER batching vs OmDet-Turbo image size mismatch." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "One is tied lm_head weights in Mistral3; the other is incorrect visual-encoder keys in Qwen3.5 save_pretrained." + "reason": "Tied lm_head weights in Mistral3 are unrelated to incorrect visual encoder keys in Qwen3.5 serialization." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve quantized/dequantized model loading, but one is FineGrainedFP8 on Qwen3MoE and the other is device_map auto with CPU/GPU offload." + "reason": "Both are load/config issues, but one is FineGrainedFP8 on Qwen3Moe and the other is device_map offload for dequantized models." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-resolution issues, but they concern different models and different failure mechanisms." + "reason": "Different vision preprocessing/model-input bugs: OmDet-Turbo expects 224px, Perceiver fails on non-default resolution despite interpolation." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size attribute handling and YOLO multi-GPU device-map failure are unrelated." + "reason": "TimesFM window_size AttributeError is unrelated to YOLO multi-GPU device_map auto loading." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Trainer early stopping configuration and Qwen2-VL multi-GPU training are not the same underlying issue." + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are unrelated training problems." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention multi-GPU-style failures, but one is a device-map assert and the other is tensor-parallel support for GPT-OSS MoE." + "reason": "Both mention multi-device model execution, but one is Qwen3 auto device mapping cuda assert and the other is GPT-OSS tensor-parallel failure." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "A Qwen3-MoE sliding-window bug and a StableLmConfig pad_token_idx regression are different model/config issues." - }, - { - "left": "issue:44734", - "right": "issue:46858", - "accept": false, - "reason": "Both touch cache logic, but one is KV-cache continuation indexing in serve and the other is static-cache length arithmetic under torch.compile." + "reason": "Sliding window behavior in Qwen3-MoE is unrelated to a missing pad_token_idx in StableLmConfig." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve-time multimodal processor failures, but they cite different missing attributes and different root causes." + "reason": "Different serving regressions: one is a multimodal continuous-batching `.to` error, the other is Gemma4Processor missing `_tokenizer`." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are distinct bugs." + "reason": "Both are serve/cache related, but the bugs are distinct: KV continuation indexing vs cache seq-length tensor arithmetic." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8 loading failure and kernels import/version requirements are unrelated." + "reason": "Qwen3Moe FP8 loading and pipelines import dependency validation are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under auto device_map." } ] }, @@ -5129,12 +5085,12 @@ "issue:44671|issue:44743", "issue:45632|issue:45684", "issue:44186|issue:44361", - "issue:43881|issue:44991", "issue:28530|issue:30064", - "issue:43526|issue:43883", "issue:43425|issue:46821", + "issue:43881|issue:44991", "issue:43316|issue:44913", "issue:45701|issue:47145", + "issue:43526|issue:43883", "issue:42915|issue:43322", "issue:33357|issue:35707", "issue:29159|issue:36032", @@ -5150,184 +5106,184 @@ "issue:44534|issue:46665", "issue:42490|issue:43329" ], - "prepared_review_unit_hash": "50b8a7613d96af2d968872a90949ee8ea7365869ab04a79bad6a93139353d110", + "prepared_review_unit_hash": "f8fa1055459b18dc8c33ca6cbc095c90c0ffdf7455188016e9b16a698693804f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35146, - "estimated_input_tokens": 8787, - "estimated_eval_tokens": 17830 + "serialized_chars": 35149, + "estimated_input_tokens": 8788, + "estimated_eval_tokens": 17832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and the soft edges are mostly superficial title similarity, not true duplicates. I would not merge any of the proposed pairs.", - "confidence": 0.95, - "canonical_issue_reason": "No safe canonical issue: these reports span unrelated areas (tokenizers, model loading, generation, quantization, configs, docs, and training callbacks).", + "summary": "The items are a heterogeneous mix of unrelated bugs and docs issues; none of the soft pairs look like the same underlying defect or change.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the most central issue here: it is open, has substantial discussion/inbound references, and describes a broad, user-facing failure mode around quantization/offloading.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global canonical. If forced, issue:43873 is the broadest runtime bug report, but it does not subsume the rest of the cluster.", + "best_issue_reason": "issue:43873 is the best representative issue to keep as the cluster anchor because it is active, well-discussed, and broad enough to serve as a canonical tracking ticket.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer.compute_loss() signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert; different subsystem and failure mode." + "reason": "Trainer API signature breakage vs Qwen3 auto device mapping CUDA assert; different code paths and symptoms." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Chunked generation with compiled forward is a generation correctness bug, while cache.get_seq_length() returning a device tensor is a static-cache arithmetic bug on non-CUDA backends." + "reason": "Both mention cache/compiled execution, but one is chunked-generation output inconsistency and the other is a static-cache seq-length tensor bug on non-CUDA backends." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM predictions in v5 and Qwen3 modular recurrent-state reset are different model-specific bugs in different code paths." + "reason": "CamemBERT masked-LM prediction regression and Qwen3 recurrent-state reset are unrelated model-specific bugs." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "trust_remote_code cache path collision and save_pretrained permission propagation are separate file-handling issues with different triggers." + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer task AttributeError affect different tokenizers and do not share the same underlying defect." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "glm-4v-9b loading failure is a model-specific load bug, while est-roberta tokenizer failure is a versioned tokenizer regression." + "reason": "Different tokenizers, different failure modes, and different task contexts; only a broad tokenizer label applies." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping/eval_f1 handling is a trainer callback issue; void segmentation map processing is an image processor bug." + "reason": "Early-stopping metric lookup and void segmentation map processing are unrelated subsystems." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43425", + "right": "issue:46821", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior and Molmo missing all_tied_weights_keys are unrelated component bugs." + "reason": "Generic Torch version incompatibility is not the same bug as TimesFM's window_size AttributeError." }, { - "left": "issue:43425", - "right": "issue:46821", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Torch 2.10 incompatibility is a dependency issue, while TimesFM window_size AttributeError is a model API bug." + "reason": "A model loading failure for glm-4v-9b and a tokenizer-loading failure for EMBEDDIA/est-roberta are distinct issues." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and GPTNeoXConfig rotary_pct reload behavior involve different config fields and distinct bugs." + "reason": "Gemma3TextConfig API inconsistency and GPTNeoX rotary_pct reload behavior are different configuration bugs." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization changes across transformers versions and FP8 compressed-tensors missing weight_scale are unrelated regressions." + "reason": "Tokenization differences across versions and FP8 weight_scale application are unrelated change/problem areas." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT reduce_labels output truncation and Molmo tied-weights metadata are unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe with FineGrainedFP8Config and Llava Next segfault are different model/loading failures with no shared code-path evidence." + "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault are different model/load-path problems." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error on a community CLIP model and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "MacOS bus error for a CLIP model and progressive generation with inputs_embeds/past_key_values are not the same defect." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is a broad tokenizer parity issue, while the T5 add_special_tokens AttributeError is a specific class-name conflict." + "reason": "Slow/fast tokenizer inconsistency is not the same as the T5Tokenizer add_special_tokens load-time attribute conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation map processing and BarkProcessor voice_preset handling are different processor bugs with no common underlying cause." + "reason": "ImageProcessor void-segmentation handling and BarkProcessor voice_preset behavior are unrelated." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are separate runtime issues in different subsystems." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different failure modes in different code paths." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is not the same as documentation still listing removed pipeline tasks." + "reason": "Cache-strategy typo and docs mentioning removed pipelines are both documentation-ish but not the same issue." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config unwrapping text_config are different Qwen/config issues." + "reason": "Qwen3-MoE sliding_window behavior and unwrapping text_config in composite multimodal configs are separate model-configuration bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Qwen3VL weight_only=True load error are separate multimodal-model failures." + "reason": "Video-input processing ValueError in Qwen3OmniMoe is distinct from Qwen3VL weight_only load failure." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading is an integration issue, not the same as XLMRobertaTokenizer passing a dict to Unigram." + "reason": "gguf_file/pretrained-loading regression and XLMRobertaTokenizer Unigram constructor misuse are different tokenizer/model-loading bugs." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and PEFT+ZeRO-3 checkpoint errors are different training/loading stack bugs." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and PEFT ZeRO-3 checkpointing errors are not the same bug." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba-9B-v2 torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated model-runtime vs tokenizer issues." + "reason": "torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and GraniteSpeech PEFT adapter loading are different model/load-path problems." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different model/load issues." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffers filled with junk in v5 is a low-level state bug, while from_pretrained inside Python classes is an API-usage inconsistency." + "reason": "Non-persistent buffer initialization corruption and inconsistent from_pretrained behavior inside Python classes are different problems." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warnings and undefined variables in _get_num_multimodal_tokens are unrelated path-parsing vs multimodal-token-counting bugs." + "reason": "Trailing-slash local model import warning and undefined variables in the video token-count branch are unrelated." } ] }, @@ -5407,8 +5363,8 @@ "issue:45406|issue:45464", "issue:34634|issue:41720", "issue:43606|issue:43653", - "issue:43388|issue:45059", "issue:43531|issue:44589", + "issue:43388|issue:45059", "issue:45759|issue:45859", "issue:44451|issue:44991", "issue:43540|issue:46858", @@ -5431,220 +5387,208 @@ "issue:43746|issue:43873", "issue:43531|issue:45923" ], - "prepared_review_unit_hash": "1994f5e249899e9549a7b66cbe0153227da4b47796cd1952ea602d32f439c510", + "prepared_review_unit_hash": "0ed3e2a137754f7db66bce7f4c6728cdc128fe41e2d90f0c3cd8114b6dca2cfb", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36650, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "serialized_chars": 36640, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the candidate edges mostly share only broad words like offloading, tokenizer, trainer, or save/load, but not the same concrete bug or code path. I would not merge any of the soft pairs.", - "confidence": 0.15, - "canonical_issue_reason": "issue:43873 is the best anchor in this set because it is the most active open issue and the only one with clear multi-comment, multi-reference traction around a broad offloading/quantization failure.", + "summary": "This set is mostly a collection of unrelated single-issue reports across different models and subsystems. None of the soft pairs are close enough to treat as the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If a single issue must act as the cluster representative, #43873 is the best fit: it is open, broadly scoped around offloading/quantization behavior, and has the strongest discussion/reference signal among the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable representative issue here for triage because it has the strongest discussion signal and a broad enough theme to act as the cluster anchor, even though the set is not truly duplicate-heavy.", + "best_issue_reason": "#43873 is the most useful anchor for triage because it is active, well-scoped enough to be actionable, and sits near the broader offloading/quantization theme that appears in a few nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload failures, but they affect different models and different mechanisms: Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Both mention loading/offload failures, but one is a Bark CPU offload device mismatch and the other is a BitNet packed-weight loading bug; different models and code paths." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated code paths and bugs." + "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated bugs." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention window sizes, but one is Qwen3-MoE sliding_window behavior and the other is a TimesFM window_size AttributeError; different model families and failure modes." + "reason": "Both mention window-related settings, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are different components and failures." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is a processor init bug; Qwen3.5 streaming chat/completions is a separate runtime inference issue." + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to Qwen3.5 streaming inference failures." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset parsing and Qwen3 auto device mapping cudaErrorAssert are not the same bug or subsystem." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are separate model-specific problems." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "These are different tokenizer/offload issues for different models; one is Bark CPU offload, the other BigBirdTokenizer special-token registration." + "reason": "CPU offload device mismatch for Bark is not the same as BigBirdTokenizer special-token registration/decode failure." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "gather_for_metrics label truncation and SAM3 text/box behavior are different training/evaluation vs model-input bugs." + "reason": "Sliding-window configuration in Qwen3-MoE is unrelated to the Float8 storage lookup error." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Qwen3-MoE sliding_window and a Float8 storage lookup TypeError are unrelated." + "reason": "gather_for_metrics dropping tuple labels is a distributed batching bug, not the SAM3 text/bounding-box behavior issue." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both touch Qwen3.5 config/loading, but one is from_config unwrapping text_config and the other is a CPU offload rotary embedding problem; not the same fix." + "reason": "One is config unwrapping for composite Qwen multimodal models; the other is rotary embedding CPU-offload incompatibility." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they concern different models and likely different causes." + "reason": "Both are tokenizer load failures, but they affect different models and there is no clear shared code-path bug from the titles alone." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video input validation and a static-cache torch.compile seq-length arithmetic bug are not the same underlying issue." + "reason": "Qwen3OmniMoe video-input processing and static-cache seq_length arithmetic are different failures." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both are save/load issues in multimodal models, but one is Qwen3.5 visual encoder keys and the other is SAM3 text encoder weights not loading." + "reason": "Incorrectly saved visual encoder keys and missing text encoder weights are both checkpoint-loading/saving themed, but they are distinct bugs affecting different parts of the composite model stack." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init and Qwen3.5 num_labels propagation are unrelated configuration problems." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "A Transformers 5.0.0 non-persistent buffer corruption bug is not the same as from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is not the same as inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading a specific model failing and PIL image processors incorrectly requiring torchvision are separate issues." + "reason": "A model-loading regression and a PIL backend torchvision dependency regression are unrelated." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication and ScandiBERT loading are different tokenizer-related failures." + "reason": "AddedToken special-argument duplication is a tokenizer construction bug, while ScandiBERT loading failure is a separate model-specific issue." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 num_labels propagation and degenerate zero-loss single-label classification share a classification theme but not the same concrete defect." + "reason": "Num-label propagation into text config and zero-loss single-label classification are connected thematically but not the same underlying defect." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Perceiver image-size handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different problems." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and gradient explosion under ZeRO-3 are different training behaviors with different fixes." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are separate training/runtime issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model mismatches, but one is a docs example with quantization errors and the other is an OmDet-Turbo resolution mismatch." + "reason": "SigLIP2 doc-example mistakes/quantization failure and OmDet-Turbo processor size mismatch are different model-specific bugs." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping crashes and T5 using apex.FusedRMSNorm memory leak are unrelated." + "reason": "Qwen3 device-map cuda assert and T5 apex FusedRMSNorm memory leak are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same bug as incorrect visual encoder keys on save_pretrained." + "reason": "A warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning is not the same as incorrect visual-encoder key saving." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both concern model loading/saving, but PEFT-adapter local checkpoint loading and sinq quantized save/load corruption are distinct mechanisms." + "reason": "PEFT adapter checkpoint loading and sinq quantized save/load breakage are different checkpointing paths and failures." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and T5 FusedRMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing eval-mode behavior and T5 apex memory leak do not share an underlying bug." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Qwen3.5 input-embedding unpacking with TRL SFT and trainer.evaluate() failing after train() are different trainer bugs." + "reason": "TRL SFT embedding unpacking and trainer.evaluate after trainer.train are different trainer behaviors." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video processor padding error and FA2 long-context performance regression are not the same underlying problem." + "reason": "SmolVLM video padding calculation and FA2 long-context performance regression are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processing update and save/load loss of custom token IDs are related only at a high level, not the same bug." + "reason": "Runtime post-processor updates for special tokens and losing custom token IDs on save/load are both tokenizer-state issues, but they are distinct bugs." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Both mention loading/offloading, but one is PEFT checkpoint loading and the other is offloading with quantization; different code paths and fixes." + "reason": "Both touch loading/offloading/quantization, but one is PEFT local checkpoint loading and the other is a broader quantized offloading issue; not the same code-path problem." }, { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "Input-embedding unpacking in SFT and evaluate-after-train failure do not look like the same defect." - }, - { - "left": "issue:46655", - "right": "issue:46693", - "accept": false, - "reason": "Different areas entirely: video padding vs generation performance regression." - }, - { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:43531", + "right": "issue:45923", "accept": false, - "reason": "TokenizersBackend post-processor sync and DiaConfig custom token IDs are separate token handling issues." + "reason": "Qwen3-MoE sliding_window and missing supports_gradient_checkpointing on Nemotron-3-Nano-Omni are unrelated." } ] }, @@ -5718,14 +5662,14 @@ ], "soft_pairs": [ "issue:42886|issue:44843", - "issue:43526|issue:43881", "issue:30064|issue:36010", "issue:43421|issue:43653", - "issue:39692|issue:43493", "issue:44514|issue:44545", + "issue:39692|issue:43493", + "issue:43526|issue:43881", "issue:43994|issue:44671", - "issue:46032|issue:46463", "issue:44464|issue:47050", + "issue:46032|issue:46463", "issue:43782|issue:45381", "issue:45081|issue:45356", "issue:44857|issue:47050", @@ -5738,223 +5682,223 @@ "issue:43295|issue:45834", "issue:43550|issue:43927", "issue:43550|issue:44361", - "issue:43653|issue:43720", "issue:43596|issue:44220", + "issue:43653|issue:43720", "issue:44062|issue:44488", "issue:43531|issue:43643", "issue:44625|issue:47050", - "issue:46829|issue:46832", "issue:43540|issue:46294", + "issue:46829|issue:46832", "issue:45381|issue:46693" ], - "prepared_review_unit_hash": "efb37c4f1a5dd77c27545ad193bbfe9d91399322629eb29b6dfcf1eba2aaf04f", + "prepared_review_unit_hash": "425ee2a71dafaa613f2b2111553d3159ce910afe8bacefb7177c9b0869f85299", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36058, - "estimated_input_tokens": 9015, - "estimated_eval_tokens": 18286 + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it groups many unrelated Transformers issues by broad semantic similarity rather than true duplication. Only a couple of pairs look like real duplicates or near-duplicates; the strongest is the Qwen2_5_VLProcessor padding=False crash pair, and the offline tokenizer bug is also closely related. The rest are too model-/path-specific to merge safely.", - "confidence": 0.53, - "canonical_issue_reason": "Issue 44514 is the best canonical issue for the only clear exact-duplicate pair in the cluster (44514/44545); the remaining items are too diverse for a single cluster-wide canonical.", + "summary": "Only one clear duplicate pair appears: the two Qwen2_5_VLProcessor.apply_chat_template batched padding=False reports. The other soft pairs share broad subsystems or model families but not the same concrete bug/change, so they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44514 is the earliest exact report of the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, so it is the best canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the strongest issue to keep as the representative anchor because it is concrete, reproducible, and has an almost identical duplicate (44545).", + "best_issue_reason": "Issue 44514 is the clearest representative of the exact duplicate pair and directly names the concrete crash scenario.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Both describe the same offline tokenizer loading failure: AutoTokenizer/model_info access breaks HF_HUB_OFFLINE/cached tokenizer loading in the Mistral regex patch path." - }, - { - "left": "issue:43526", - "right": "issue:43881", "accept": false, - "reason": "These are different bugs in different models: BeitImageProcessorFast label reduction vs a glm-4v-9b loading failure." + "reason": "Both involve offline/tokenizer loading, but one is cache loading and the other is a mistral-regex patch bug; different code paths." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Unrelated: image processor void segmentation map handling vs a GenerationMixin import error." + "reason": "Completely unrelated failures: segmentation map processing vs an import error for GenerationMixin." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch tokenizer special-token behavior, but one is about runtime post-processor updates and the other is a BigBirdTokenizer registration/empty decode issue; not the same concrete bug." + "reason": "Both touch special tokens, but one is a runtime post-processor update feature and the other is a BigBirdTokenizer decode bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; later report is a duplicate." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but different problems: documentation example errors vs an implementation discrepancy with the original JAX model." + "reason": "Same model family, but one is a docs/example problem and the other is an implementation discrepancy with JAX; not the same bug." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False, just reported twice." + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: BEiT label reduction vs glm-4v-9b loading." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." + "reason": "Both report bad outputs, but on different models and different failure modes." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Different code paths: Mamba2Mixer cache correctness vs T5 decoder input validation messaging." + "reason": "Chunked generation with compiled forward is unrelated to an ONNX fp16 attention dtype mismatch." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Unrelated: compiled-forward chunked generation inconsistency vs fp16 ONNX export attention dtype mismatch." + "reason": "use_cache correctness regression vs an error-message bug in T5 decoder validation; not the same issue." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen VL variants, but one is a from_pretrained weight_only loading error and the other is a video position-id bug; not the same fix." + "reason": "Both are Qwen VL issues, but one is from_pretrained weight_only loading and the other is video position ids in a different model." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve mistral regex/tokenizer loading, but the reported failures differ enough that they do not clearly describe the same underlying bug." + "reason": "Both mention fix_mistral_regex, but one is a tokenizer loading crash and the other is a codec-handling regression/warning issue." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Different failures in different components: LwDetrImageLoss AMP crash vs CanineModel ONNX dtype mismatch." + "reason": "Different numerical/runtime problems in unrelated models: AMP crash vs ONNX export dtype mismatch." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer-related, but one is about special-token post-processing updates and the other is LayoutLMv2 NER/padding crashes." + "reason": "Shared tokenizer wording, but one is special-token post-processing and the other is NER padding/truncation crashes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Unrelated: tokenizer regression vs a repository listing API forwarding bug." + "reason": "Tokenizer regression vs an unrelated Hub API forwarding bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Different domains: SigLIP2 doc/model issues vs quantization offloading behavior." + "reason": "SigLIP2 docs/model mismatch is unrelated to a quantization offloading bug." }, { "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "Different problems: GraniteMoEHybrid invalid method call vs cache.get_seq_length device-tensor arithmetic on non-CUDA backends." + "reason": "Different cache/model-call failures; no shared concrete code path." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different models and failure modes; no shared concrete bug path." + "reason": "Unrelated model-output/documentation issue vs ONNX fp16 export dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model internals and bugs: accelerate loading of packed weights vs DAC.from_latents/STE mismatch." + "reason": "Both are model-loading/compression issues, but they affect different architectures and code paths." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal, but the bugs are different: processor.tokenizer regression vs Kosmos2.5 long-OCR index error." + "reason": "Processor/tokenizer regression vs long-ocr index error; same area only at a very broad level." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different subsystems: torch.compile+SDPA failure in Bamba vs DiaConfig save/load token ID loss." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig save/load token ID loss." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "No shared concrete bug; Bamba torch.compile/SDPA and MLukeTokenizer task AttributeError are unrelated." + "reason": "Different tokenizer/model failures: Bamba compiled SDPA vs MLukeTokenizer AttributeError." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; different code paths." + "reason": "BertModel Zero3 init index error vs an audio feature extraction bug; unrelated." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO-3/BertModel index error vs audio feature extraction issue." + "reason": "Special-token decode bug vs BitNet packed-weight loading failure; different bugs." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer bugs: AddedToken keyword conflict vs failure to load a specific model." + "reason": "AddedToken keyword collision is unrelated to the sleng-bert loading failure." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs AutoConfig trust_remote_code missing fields." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Different areas: Qwen3.5 num_labels propagation vs ONNX attention dtype mismatch." + "reason": "Qwen3.5 config propagation bug is unrelated to Canine ONNX fp16 attention dtype issues." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Different vision-model issues: output field misassignment vs RT-DETR feature-level mismatch." + "reason": "Both concern Qwen video input, but one is a processing ValueError and the other is chat-template feature/token alignment." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Both are Qwen video-input issues, but they involve different models and different failures (generic ValueError vs chat-template feature/token mismatch)." + "reason": "Different vision-model forward/output bugs with no shared concrete failure." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Unrelated: Qwen2.5-VL video position ids vs FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs is unrelated to FA2 long-context performance regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it reflects that most pairs are non-duplicates, while the two accepted soft edges (42886/44843 and 44514/44545) are plausibly the strongest matches. The canonical choice of 44514 is conservative and supported by the near-identical duplicate 44545. No obvious overstatement beyond the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair (44514/44545) is an obvious duplicate from the titles and dates, and the other soft-pair rejections are appropriately cautious given the limited evidence. No overstatement or mergeability issue is apparent here." }, "evaluator_used": true, "retried": false, @@ -5981,10 +5925,10 @@ "issue:36331", "issue:39692", "issue:41720", - "issue:43322", "issue:43335", "issue:43540", "issue:43550", + "issue:43606", "issue:43611", "issue:43618", "issue:43643", @@ -6009,12 +5953,12 @@ "issue:44898", "issue:44991", "issue:45020", + "issue:45072", "issue:45081", "issue:45084", "issue:45183", "issue:45479", "issue:45584", - "issue:45685", "issue:45834", "issue:45987", "issue:46291", @@ -6027,9 +5971,9 @@ "soft_pairs": [ "issue:43611|issue:46665", "issue:41720|issue:44991", - "issue:45987|issue:46829", "issue:44220|issue:44661", "issue:30064|issue:36331", + "issue:45987|issue:46829", "issue:43653|issue:43819", "issue:44186|issue:44898", "issue:43335|issue:43756", @@ -6041,209 +5985,215 @@ "issue:34634|issue:36010", "issue:44821|issue:45084", "issue:44843|issue:45081", - "issue:44008|issue:46858", "issue:39692|issue:45834", + "issue:44008|issue:46858", "issue:44186|issue:44442", - "issue:44448|issue:44671", "issue:43540|issue:44008", + "issue:44448|issue:44671", "issue:45584|issue:45834", "issue:44991|issue:47020", - "issue:45183|issue:45479", "issue:44991|issue:46291", + "issue:45183|issue:45479", "issue:44561|issue:45020", - "issue:43644|issue:43749", - "issue:43322|issue:45685" + "issue:43606|issue:45072", + "issue:43644|issue:43749" ], - "prepared_review_unit_hash": "9c6bab99650e60fc0582a097df078285694bf43899fb6bfb2f3f42c38964ad3f", + "prepared_review_unit_hash": "32356a8a79a4cde63d9f96d5fd90bc13c5f512f9f757e7f4d5aa8628914417af", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36263, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "serialized_chars": 36313, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of unrelated Transformers bugs/regressions across loaders, tokenizers, model outputs, cache logic, and multimodal processors. The soft similarities are mostly superficial, so no pair should be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: most pairs are only loosely related by subsystem or version regression, not the same concrete bug. I found no soft-edge duplicates worth merging; the broadest issue in the set is the remote-code regression umbrella, but it is still not a safe duplicate target for the others.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the broadest and most representative issue title in the set: it captures a general regression class ('recent transformers versions break models using remote_code') rather than a narrowly scoped single-model symptom.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 is the best single issue candidate because it is the most general umbrella and most likely to serve as the cluster anchor; the rest are mostly model-specific or unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both touch model loading, but one is a Transformers 5 base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes; different failure modes and fixes." + "reason": "Both concern loading/model initialization, but they describe different failure modes: base_model_prefix regression vs inconsistent from_pretrained behavior in Python classes." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA auto device mapping assert on Qwen3 is unrelated to a tokenizer load failure for EMBEDDIA/est-roberta." - }, - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "StaticCache seq-length type contract and VideoPrism hidden_states field mix-up are different bugs in different code paths." + "reason": "Different models and different breakages: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for est-roberta." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction helper failure and add-new-model-like / TOKENIZER_MAPPING_NAMES handling are unrelated." + "reason": "Unrelated code paths: fbank feature extraction issue vs add-new-model-like failure in tokenizer mapping names." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation map processing and CustomTrainer.compute_loss signature mismatch are unrelated subsystems." + "reason": "Different subsystems entirely: image processor segmentation-map handling vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Cache sequence-length type regression and VideoPrism output-field misassignment are separate bugs." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC.from_latents vs forward mismatch are different concrete bugs." + "reason": "Tokenizer special-token registration issue and DAC latents/STE mismatch are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver image resolution handling are unrelated issues." + "reason": "Different failures in different model families; no shared concrete bug." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer initialization in SwitchTransformers and Smollm3 RoPE layer count are not the same bug." + "reason": "Both are model-configuration oddities, but the sparse-layer creation bug and RoPE-layer drop are distinct changes." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer load problems, but they affect different models and stem from different causes." + "reason": "Both involve tokenizer loading, but the titles point to different root causes and different tokenizer implementations." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile + SDPA regression in Bamba is unrelated to DAC latent reconstruction behavior." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC from_latents missing STE." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both are v5 output regressions, but CLIP attentions omission and RTDetrV2 output drift are distinct model-specific issues." + "reason": "Both are v5 output-regression reports, but on different models and different output semantics; too broad to treat as the same bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "trust_remote_code missing fields and strict granite_speech config loading are different config-handling bugs." + "reason": "Missing fields with trust_remote_code and strict-config rejection for granite_speech are different config-loading problems." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "Static cache seq-length return type and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "Both touch cache/casting behavior, but one is a sequence-length contract bug and the other is dtype casting for quantized embedders." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is an unconditional model_info offline break and the other is a backend_tokenizer attribute crash under fix_mistral_regex; different bugs." + "reason": "Same helper function, but distinct bugs: unconditional model_info() offline call vs backend_tokenizer attribute assumption." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Gemma3n variable-name collision and cache.get_seq_length returning a device tensor are unrelated." + "reason": "Documentation/example errors for SigLIP2 are unrelated to Kosmos2.5 long-ocr index errors." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "SigLIP2 doc example issues and Kosmos2.5 long OCR index errors are unrelated." + "reason": "Gemma3n variable-name collision and static-cache seq-length device-tensor bug are different code paths." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and FastSpeech2ConformerTokenizer load failure are different tokenizer problems." + "reason": "LayoutLMv2 tokenizer NER/padding crash and FastSpeech2Conformer tokenizer loading failure are unrelated." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Different model regressions: Pegasus output changes vs CamemBERT masked-LM prediction errors." + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma3n attribute collision are separate issues." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Gemma3n forward collision are unrelated multimodal bugs." + "reason": "Both are v4-vs-v5 output regressions, but they affect different models and likely different fixes." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription after align_special_tokens and Kosmos2.5 long OCR input index errors are unrelated." + "reason": "Whisper empty-transcription failure and Kosmos2.5 long-input index error do not share the same underlying bug." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Tokenizer load failure for est-roberta and XLMRobertaTokenizer passing a dict to Unigram are different concrete failures." + "reason": "Both are tokenizer-loading regressions, but the titles indicate different tokenizer classes and different failure modes." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a model and kernels v0.15 pipeline import requirement are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR error and degenerate zero-loss classification behavior are unrelated." + "reason": "Input validation error messaging and degenerate zero-loss classification behavior are separate bugs." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code/trust_remote_code, but the actual bugs differ: a removed helper breaking trust_remote_code models versus broader recent remote_code breakage." + "reason": "They are related at a high level, but 45020 is only a broad umbrella and does not clearly denote the same concrete root cause as the specific is_torch_fx_available removal regression." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Non-persistent buffer junk initialization and FSDP_CPU_RAM_EFFICIENT_LOADING are different problems." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch in inference are different failures." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Llava Next segmentation fault and MPS histogram_mps Int support error are unrelated." + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading breakage are unrelated regressions." } ] }, @@ -6273,13 +6223,13 @@ "issue:36331", "issue:42175", "issue:43262", + "issue:43322", "issue:43388", "issue:43421", "issue:43540", "issue:43550", "issue:43577", "issue:43582", - "issue:43606", "issue:43645", "issue:43716", "issue:43720", @@ -6304,6 +6254,7 @@ "issue:45072", "issue:45081", "issue:45381", + "issue:45685", "issue:45701", "issue:45834", "issue:46032", @@ -6316,7 +6267,7 @@ "issue:47217" ], "soft_pairs": [ - "issue:43606|issue:45072", + "issue:43322|issue:45685", "issue:43421|issue:44811", "issue:43577|issue:43818", "issue:44479|issue:45834", @@ -6344,196 +6295,196 @@ "issue:43262|issue:47217", "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "ec9e568758344e343722f2e3ac8352844bc1d912742e988db4c76b8a1ae4e519", + "prepared_review_unit_hash": "447d555ba9aa48f081bbef6e3901768425ee45c65195f3059d9baaa7395bf591", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35639, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "serialized_chars": 36185, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, with a loose concentration around tokenizer/processor behavior but many unrelated model-loading, training, and multimodal issues. None of the soft pairs look like true duplicates or mergeable PR equivalents, so I rejected all soft edges.", - "confidence": 0.73, - "canonical_issue_reason": "issue:28218 is the clearest concrete tokenizer defect in the cluster and the best anchor for the small tokenization-related subtheme; the other tokenizer-adjacent items are broader, newer, or about different failure modes.", + "summary": "This cluster is highly heterogeneous: it mixes tokenizer, multimodal processor, training, loading, dtype, and backend issues. I don\u2019t see any soft pair that clearly describes the same concrete bug or change, so no duplicate merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the most representative issue here because it states a specific, user-visible tokenizer bug succinctly and is more concrete than the more generic or adjacent tokenizer reports.", + "best_issue_reason": "No single canonical issue stands out: the items are too diverse and none of the candidate pairs is clearly the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Different models and different failures: CPU offload device mismatch vs bf16 dtype mismatch." + "reason": "Different subsystems and failures: Llava Next loading segfault vs an MPS histogram dtype/ops error." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both involve tokenizers, but one is runtime special-token/post-processor sync and the other is Whisper batch_decode skip_special_tokens handling." + "reason": "Both are tokenizer-related, but one is about runtime special-token/post-processor updates and the other about Whisper batch_decode skipping special tokens." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype remains float32 vs Video-LLaVA missing temporal attention / shared weights; unrelated code paths." + "reason": "Different models and bugs: BLIP2 dtype propagation vs Video-LLaVA missing temporal attention/shared weights." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: Qwen video-input regression vs Kosmos2.5 long OCR input index error." + "reason": "Both involve VL inputs, but they describe different models and different failure modes (video regression vs OCR long-input index error)." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba torch.compile + SDPA failure is unrelated to the dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Unrelated code paths: torch.compile/SDPA failure vs bfloat16 dtype mismatches in different models." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "One is a weight_only loading error for Qwen3VL; the other is a flash-attention generation problem for Qwen3.5." + "reason": "Both are Qwen issues, but one is a weight_only loading error and the other is a flash-attention generation problem." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError during evaluation logic vs trainer.evaluate() failing after train; different bugs." + "reason": "Different problems: mask/label shape mismatch vs trainer.evaluate() failing after train()." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a v5 pipeline error-message regression; the other is a model output correctness issue with SigLIP2." + "reason": "One is an error-message/docs issue around pipeline removal; the other is a model output quality problem with AutoModel/pipeline." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video token/feature mismatch vs T5 decoder input validation error message; unrelated." + "reason": "Different domains: Qwen video template token mismatch vs T5 decoder-input validation messaging." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon caching allocator TypeError vs stale config dtype after from_config; different functionality." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to stale config dtype after from_config()." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "gather_for_metrics last-batch tuple-label bug and Mamba2 use_cache incorrect results are separate training/inference issues." + "reason": "Different training/inference paths: gather_for_metrics label truncation vs Mamba2Mixer use_cache correctness." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight shape mismatch vs Qwen3.5 tensor-parallel plan omissions; different model-loading failures." + "reason": "Both mention Qwen3 variants, but one is a weight shape mismatch and the other is a TP plan/linear_attn omission." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "They are related tokenizer symptoms, but one is extra spacing after added tokens while the other is a broad slow-vs-fast inconsistency; not proven same root cause." + "reason": "Tokenizer spacing after added token may be related, but the second issue is broader and does not clearly identify the same concrete bug." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral image preprocessor dtype mismatch and Gemma3n variable name collision are unrelated multimodal bugs." + "reason": "Different multimodal bugs: image-preprocessor dtype mismatch vs a Gemma3n forward variable collision AttributeError." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen multimodal video bugs with different symptoms: input processing ValueError vs wrong vision_position_ids." + "reason": "Both are video-input regressions in Qwen-family models, but they point to different models and different root causes." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch for OmDet-Turbo is unrelated to dtype mismatches in other models." + "reason": "Unrelated: image-size mismatch in OmDet-Turbo processor vs dtype mismatch in other models." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both touch loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct failures." + "reason": "Different loading mechanisms: FSDP CPU RAM efficient loading vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the dtype mismatch issue." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch reports." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Custom-model initialization in Jupyter vs from_pretrained inside Python classes are different behavior regressions." + "reason": "Both concern model initialization contexts, but one is a v5 notebook/custom-model breakage and the other is from_pretrained inside Python classes." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature change are unrelated." + "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both are about pipeline v5 fallout, but one is runtime error messaging and the other is documentation cleanup; not the same concrete bug." + "reason": "Related to pipeline removal, but one is an error message and the other is documentation still referencing pipeline; not the same bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked LM regression and generic version-dependent tokenization changes are not the same bug." + "reason": "Tokenization-version behavior changes may affect CamemBERT, but the titles do not indicate the same underlying defect." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package backend installation issue vs Mistral tokenizer regex patch crash; unrelated." + "reason": "Backend dependency packaging vs a Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Model dtype loading mismatch and Apple Silicon allocator TypeError are different issues." + "reason": "Different failures: BLIP2 dtype propagation vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and CLIPTextModel structural inconsistency are separate code-path problems." + "reason": "Unsafe sys.modules access is unrelated to CLIPTextModel structural changes." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio processor sampling-rate default bug and VL image-placeholder-in-text failure are unrelated multimodal issues." + "reason": "Audio apply_chat_template sample-rate defaults and VL image-placeholder handling are different processor bugs." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Different domains and bugs: audio chat-template sampling rate vs DAC latent reconstruction mismatch." + "reason": "Audio chat-template sample-rate defaulting is unrelated to DAC.from_latents/forward mismatch." } ] }, @@ -6610,221 +6561,221 @@ "issue:46175|issue:46932", "issue:43653|issue:44912", "issue:43782|issue:45325", - "issue:46697|issue:46728", "issue:44589|issue:45042", + "issue:46697|issue:46728", "issue:43742|issue:45020", "issue:43582|issue:44857", "issue:45372|issue:46326", "issue:43550|issue:44912", "issue:36010|issue:43645", "issue:36010|issue:36331", - "issue:43257|issue:43329", "issue:43531|issue:45042", + "issue:43257|issue:43329", "issue:43526|issue:43697", "issue:43452|issue:44991", "issue:43906|issue:46209", - "issue:43638|issue:44936", "issue:42175|issue:46291", + "issue:43638|issue:44936", "issue:43819|issue:43927", "issue:45081|issue:45406", "issue:44060|issue:44368", - "issue:43329|issue:45600", "issue:43746|issue:44811", + "issue:43329|issue:45600", "issue:42490|issue:43257", - "issue:45084|issue:45538", "issue:43526|issue:44554", + "issue:45084|issue:45538", "issue:43854|issue:44977" ], - "prepared_review_unit_hash": "4f130c77c0b032c5f8efa47d5869714b00d96abb668de175a189a5131c96e59d", + "prepared_review_unit_hash": "2c5dddd3701271026f48c80ff7277219836b5b54f247024ef74b07ae77e47da9", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36228, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "serialized_chars": 36233, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it spans tokenizer/import regressions, multimodal processor bugs, trainer/deepspeed issues, quantization/compile failures, and unrelated model-specific loading problems. I do not see any true duplicate pair; the soft links are mostly broad keyword similarity rather than the same underlying bug.", - "confidence": 0.97, - "canonical_issue_reason": "If one issue must serve as an anchor, #45020 is the broadest regression-style report. It is still not a true representative of the whole set, since the cluster does not center on one underlying bug.", + "summary": "The cluster is highly heterogeneous: these are mostly distinct, model-specific bug reports and compatibility regressions. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45020 is the broadest, most generally framed compatibility regression in the set, so it is the best representative issue if one must be chosen; however, the cluster does not contain a clear duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best global issue anchor because it is the most umbrella-like and version-regression oriented. The rest are narrower, model- or component-specific reports that do not collapse into one duplicate family.", + "best_issue_reason": "#45020 has the widest user impact and the most general wording, making it the most plausible representative for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both mention Gemma4 quantized embedders, but one is a memory-heavy one-hot position embedding issue and the other is a dtype-casting bug. Different code paths." + "reason": "Both involve Gemma4 embedders, but one is a memory-heavy one-hot position embedding implementation and the other is a dtype-casting bug for quantized embedders; different code paths and fixes." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBird tokenizer special-token decode failure vs MXFP4 quantization falling back to bf16; unrelated bugs." + "reason": "BigBird tokenizer special-token registration and MXFP4 quantization fallback are unrelated problems." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling issue are different models and different failures." + "reason": "Both are vision-language model issues, but one is a from_pretrained weight_only load failure and the other is a RoPE temporal \u0564\u056b\u0580 position scaling bug; not the same defect." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Both involve image sizing/padding, but they target different processors and different logic errors." + "reason": "An FP8 storage lookup error on Apple Silicon is unrelated to PIL image processors requiring torchvision." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Float8 storage lookup error on one side, torchvision dependency/import requirement on the other. Not the same bug." + "reason": "Both touch image preprocessing, but one over-pads divisible inputs and the other miscounts image patches for a specific resolution heuristic; not the same underlying bug." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error is a specific model loading issue; 45020 is a broader remote_code regression with a different failure mode." + "reason": "A key error loading one model is not the same as the broader remote_code loading regression." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP crash in a loss module are unrelated." + "reason": "One is an MPS allocator warmup TypeError; the other is a CUDA AMP loss crash in a specific model." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Different tokenizer/processor paths: missing ReasoningEffort import for Gemma 4 vs continue_final_message behavior for mistral_common." + "reason": "Both involve mistral_common-related loading/processing, but one is an import error for ReasoningEffort and the other is a continue_final_message tokenizer bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is not the same as MXFP4 quantization fallback to bf16." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to MXFP4 quantization loading fallback." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are separate compatibility issues." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are distinct compatibility issues." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are separate API regressions." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs multimodal token counting video-branch NameErrors." + "reason": "Qwen3-MoE sliding_window behavior and PIL/torchvision backend requirements are unrelated." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are different subsystems and bugs." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and multimodal token counting bugs are different code paths." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug and RTDetrV2 output-drift report do not share the same code path." + "reason": "A label-reduction bug in BeitImageProcessorFast is not the same as RTDetrV2 output drift in v5." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading/tokenizer regressions, but they affect different models and different mechanisms; too broad to merge." + "reason": "gguf_file loading breakage and a tokenizer loading regression for est-roberta are separate loader issues." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the FP8/B200 inference failure." + "reason": "An isolated reproduction of an older issue is not the same as FP8 inference failure on B200." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error in non-pretrained Bert training is unrelated to trainer.evaluate() failing after train()." + "reason": "A missing TensorFlow backend in the torch extra is unrelated to kernels v0.15 import-time requirement failures." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Pip extras/backend dependency wiring and kernels import-version requirements are unrelated." + "reason": "Zero3 training on a non-pretrained Bert model and evaluate-after-train behavior are different trainer/runtime problems." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC from_latents mismatch and DiaConfig save/load token-ID loss are different model components and failures." + "reason": "DAC latent reconstruction mismatch and DiaConfig custom token ID persistence are unrelated model-specific bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are tokenizer/processor loading crashes, but one is a Mistral regex/backend_tokenizer issue and the other is a Gemma4Processor missing _tokenizer attribute." + "reason": "Both are tokenizer/processor loading crashes, but one is a Mistral regex patch hitting a missing backend_tokenizer and the other is Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but they involve different models and different underlying causes; not the same concrete bug." + "reason": "They both mention tie_word_embeddings warnings, but one is an incorrect tied-weights warning in Qwen3-Next while the other is a user-facing warning for expected untied Qwen3.5 fine-tuning." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Video multimodal token counting bug and stale auto_mappings references are unrelated." + "reason": "PEFT-adapter checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "PEFT local-checkpoint loading for GraniteSpeech and Whisper batch_decode skip_special_tokens behavior are separate issues." + "reason": "A multimodal token-counting video bug and stale auto_mappings references are unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion bug have no shared code path." + "reason": "A local-path trailing-slash import warning and Qwen3 MoE weight conversion failure are not the same bug." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Template-node compilation error and CLIPTokenizer model_max_length are unrelated." + "reason": "Beit label reduction and an MPS attention correctness issue with differing head dims are unrelated." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "BEiT label reduction and MPS attention correctness with mismatched head dims are different bugs." + "reason": "Template-node compilation failure and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Loading GLM-4.7-Flash in tests and Qwen3.5 flash-attention generation differ in model, stack, and failure mode." + "reason": "Both are model-generation problems, but GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation failures are different model/code-path issues." } ] }, @@ -6898,15 +6849,15 @@ ], "soft_pairs": [ "issue:43643|issue:45759", - "issue:38175|issue:44610", "issue:43262|issue:44811", + "issue:38175|issue:44610", "issue:45859|issue:47050", "issue:45200|issue:47254", "issue:39692|issue:44912", "issue:43329|issue:44479", - "issue:43257|issue:43696", - "issue:43257|issue:43931", "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43257|issue:43696", "issue:42915|issue:43742", "issue:44291|issue:45042", "issue:34567|issue:40990", @@ -6921,25 +6872,25 @@ "issue:28282|issue:29870", "issue:44987|issue:45538", "issue:28282|issue:34689", - "issue:43749|issue:44756", "issue:43425|issue:46291", "issue:43540|issue:46701", + "issue:43749|issue:44756", "issue:45859|issue:47254" ], - "prepared_review_unit_hash": "1bec59dd222a502b6abb9fdea17c3ee80b35f18e24116abffa948dd58b8b40d1", + "prepared_review_unit_hash": "e72c94f68f7ed0c4237c7b17712eedc189b2e152942da01ba07b62bc687c3a80", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35542, + "serialized_chars": 35544, "estimated_input_tokens": 8886, "estimated_eval_tokens": 18028 }, @@ -6948,190 +6899,187 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; only the video-input regression pair (issue:43329 / issue:44479) looks like the same underlying bug. The rest are different bugs that merely share a subsystem or theme.", - "confidence": 0.58, - "canonical_issue_reason": "issue:44479 is the broader, more user-facing regression report: it names the affected v5.3.0 release and multiple Qwen VLM variants, while issue:43329 is a narrower technical repro of the same broken video branch.", + "summary": "This cluster is mostly a set of false-positive topical matches: loading/config bugs, tokenizer issues, multimodal/video regressions, quantization problems, and training-state bugs are mixed together but do not share the same concrete root cause. I would not merge any of the soft pairs.", + "confidence": 0.42, + "canonical_issue_reason": "issue:43329 is the most concrete, code-path-specific bug in the set: it names an explicit undefined-variable failure in the video branch of `_get_num_multimodal_tokens`, which is a clear actionable defect and the closest thing to a real subcluster here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest issue to keep: it has the clearest scope, impact, and affected models, and it best captures the shared video-input regression represented by the only plausible duplicate pair.", + "best_issue_reason": "issue:43329 is the strongest representative issue because it has a specific failing code path, a clear symptom, and enough detail to stand as a canonical reference for the video-tokenization subtheme. It is still not a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Different config-loading bugs: missing fields from trust_remote_code vs. not unwrapping text_config for composite Qwen multimodal configs." + "reason": "Both are config/loading bugs, but they affect different APIs and different failure modes: missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` vs not unwrapping `text_config` in `AutoModelForCausalLM.from_config`." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Both mention vision models and image size, but one is zero probabilities in SigLIP2 and the other is an OmDet processor size mismatch." + "reason": "Different subsystems and symptoms: audio chat-template sampling-rate defaulting vs Whisper `batch_decode()` ignoring `skip_special_tokens`." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Different audio processor bugs: chat-template sample-rate default vs. batch_decode ignoring skip_special_tokens." + "reason": "Both involve vision models, but one is about unexpected zero probabilities in SigLIP2 and the other is a processor/model input-size mismatch for OmDet-Turbo." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "Unrelated failures: CPU offload incompatibility in Qwen3_5Moe vs. ONNX fp16 dtype mismatch in CanineModel." + "reason": "Different models and code paths: CPU offload incompatibility in Qwen3_5Moe rotary embedding vs ONNX fp16 dtype mismatch in Canine attention." }, { "left": "issue:45200", "right": "issue:47254", "accept": false, - "reason": "Different training/loading problems: Gemma 4 mm_token_type_ids defaulting vs. PEFT/DeepSpeed checkpointing error." + "reason": "Gemma 4 text-only fine-tuning defaults for `mm_token_type_ids` is unrelated to a PEFT + DeepSpeed ZeRO-3 checkpointing failure." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "One is a SigLIP2 docs/example error set; the other is an MXFP4 quantization load/fallback issue for gpt-oss-20b." + "reason": "Both mention model examples/quantization, but one is a documentation example with processor/model mismatch and quantization failure, while the other is a specific MXFP4 loading fallback bug." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Same underlying video-input regression in the multimodal video path; 43329 is a concrete undefined-helper repro, while 44479 is the broader v5.3.0 report across multiple Qwen VLMs." + "accept": false, + "reason": "Both are video/VLM regressions, but `43329` is a specific undefined-variable bug in multimodal token counting while `44479` is a broader regression across several Qwen video models." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Different bugs: Qwen3 MOE weight conversion under accelerate+deepspeed vs. GPT-oss-20b CUDA OOM." + "reason": "Both involve video inputs, but one is a token-counting code defect and the other is an input-shape bug in video processors." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen loading issues, but one is MOE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape-mismatch load failure." + "reason": "Different loading failures: weight conversion with accelerate+deepspeed vs tensor shape mismatch for Qwen3-VL." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Both involve video, but one is a token-counting/video-branch undefined-name bug and the other is a batched video processor shape bug." + "reason": "Qwen3 MOE weight conversion failure is unrelated to a gpt-oss-20b CUDA OOM." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model-loading failures: FineGrainedFP8Config on Qwen3Moe vs. key error loading MobileLLM-125M." + "reason": "Different models and failure classes: FineGrainedFP8Config support vs a key error while loading MobileLLM." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different release-compatibility bugs: init_empty_weights gets an unexpected argument vs. PIL image processors requiring torchvision." + "reason": "`init_empty_weights` argument handling is unrelated to PIL image processors incorrectly requiring torchvision." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking is unrelated to GPT-oss perplexity behavior on WikiText-2." + "reason": "Trainer token-count bookkeeping is unrelated to high perplexity in a model evaluation run." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both concern quantized checkpoint loading, but they describe different formats and symptoms: MXFP4 fallback vs. missing weight_scale application." + "reason": "Both concern quantized loading, but they are different formats and bugs: MXFP4 fallback to bf16 vs FP8 frozen checkpoints missing `weight_scale` application." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different areas and failures: Qwen3Moe FineGrainedFP8Config vs. AutoImageProcessor loading from URL." + "reason": "A Qwen3Moe FP8 config failure is unrelated to `AutoImageProcessor` URL loading." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Tokenizer slow/fast inconsistency is unrelated to `TrainerState.num_input_tokens_seen` not updating." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM-related, but one is an int4 quantization memory regression and the other is a Sam3Video runtime OOM." + "reason": "Both mention OOM, but one is an int4 quantization memory regression and the other is a model-specific video OOM." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are different bugs in different code paths and with different failure modes." + "reason": "Both mention hidden errors, but they are different mechanisms and different call sites: protobuf decode fallback vs a bare `except` in Fuyu tensor conversion." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy-init recompilation with chunked prefill and the other is max_cache_length being ignored outside Quantized Cache." + "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is `max_cache_length` being ignored except for quantized cache." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The titles do not describe the same problem; one is a vague data request, the other is an isolated reproduction of a specific issue." + "reason": "The title `ADD THE DATA` is not a technical bug report and does not match the isolated reproduction of issue 38071." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Unrelated loading issues: missing pad_token_id on Llama4Config vs. transformers.pipelines import failing due to kernels version/revision requirements." + "reason": "Missing `pad_token_id` in `Llama4Config` is unrelated to a pipelines import failure caused by `kernels` version/revision requirements." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "Different errors and subsystems: missing PyTorch for AutoModel import vs. Bart generate() unbound decoder_attention_mask." + "reason": "PyTorch missing in the environment for `AutoModel` is unrelated to the Bart `generate()` decoder attention mask unbound-local error." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer/load issues: physical-intelligence/fast loading regression vs. CLIPTokenizer model_max_length being 10**30." + "reason": "Loading `physical-intelligence/fast` on transformers>=5.1.0 and CLIPTokenizer `model_max_length` being `10**30` are different tokenizer/model-loading bugs." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Different bugs: missing PyTorch import error vs. Llama 3.2 Vision model loading breakage in Transformers 4.46.2." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "Both can lead to memory issues, but one is broken FSDP CPU RAM-efficient loading and the other is disabling mmap on Strix Halo to avoid OOM." + "reason": "A missing PyTorch dependency error is not the same as a version-specific failure loading Llama 3.2 90B Vision Instruct." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Different incompatibilities: Torch 2.10 support issue vs. kernels v0.15 import requirement problem." + "reason": "Torch 2.10 incompatibility and kernels import-version requirements are separate dependency issues." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal failures: Qwen3OmniMoe video processing ValueError vs. DiffusionGemma image-text-to-text pipeline failure." + "reason": "Both are multimodal, but one is a Qwen3OmniMoe video-input processing error and the other is a DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is broken FSDP CPU RAM efficient loading and the other is an mmap-related OOM workaround on Strix Halo." }, { "left": "issue:45859", "right": "issue:47254", "accept": false, - "reason": "Unrelated: CPU offload incompatibility in a Qwen embedding layer vs. PEFT/DeepSpeed/gradient-checkpointing checkpoint error." + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding is unrelated to PEFT + DeepSpeed ZeRO-3 checkpoint errors." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The canonical choice of issue:44479 is supported by its broader scope and explicit affected-model list, and the only accepted pair (43329/44479) is plausibly the same video-path regression without overclaiming beyond the packet. The remaining soft-edge rejections are appropriately cautious." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7189,6 +7137,7 @@ "issue:45405", "issue:45538", "issue:45701", + "issue:46512", "issue:46693", "issue:46821", "issue:46832", @@ -7200,221 +7149,228 @@ "issue:44568|issue:45356", "issue:33357|issue:34567", "issue:42175|issue:43824", - "issue:39379|issue:44554", "issue:43454|issue:43577", "issue:45137|issue:45405", - "issue:43697|issue:45357", + "issue:39379|issue:44554", "issue:45081|issue:47020", "issue:43404|issue:45127", + "issue:43697|issue:45357", "issue:28282|issue:29127", - "issue:44857|issue:46832", "issue:44936|issue:46821", "issue:43742|issue:44291", + "issue:44857|issue:46832", "issue:44479|issue:46693", "issue:42915|issue:45538", "issue:43582|issue:47254", "issue:44062|issue:44991", - "issue:45538|issue:46869", "issue:24643|issue:29159", "issue:27957|issue:28282", + "issue:45538|issue:46869", "issue:42915|issue:43749", "issue:43452|issue:43582", "issue:41720|issue:43540", "issue:44849|issue:45701", "issue:42175|issue:44488", - "issue:43540|issue:44560", - "issue:44291|issue:44821" + "issue:43577|issue:46512", + "issue:44291|issue:44821", + "issue:43540|issue:44560" ], - "prepared_review_unit_hash": "1c53fa993fd1de64b424dd95c5363b11ada2c454d897703f7a7bcf6a85963278", + "prepared_review_unit_hash": "394f2e66c2bfec4065b929fd787046bb927c12a9cfda7089d143f82bcee4aaae", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35237, - "estimated_input_tokens": 8810, - "estimated_eval_tokens": 17876 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36128, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenizers, multimodal models, trainer/runtime paths, and packaging. None of the soft edges look like safe duplicate merges.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the items span many distinct code paths and model families, so treating any one issue as the duplicate target would be misleading.", + "summary": "Mostly unrelated issues across tokenizer, model-loading, training, vision, and distributed-runtime paths. The soft pairs share broad themes at best, but none look like the same concrete bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits: the set is heterogeneous, and none of the soft pairs are true duplicates of the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for this cluster; the strongest candidates are still too specific to represent the rest of the set.", + "best_issue_reason": "No global best issue is suitable as a canonical representative because the items span many unrelated failure modes rather than one coherent problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: mdeberta special-token handling vs Kimi-K2.5 codec/fix_mistral_regex behavior." + "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS handling and the other is a Kimi-K2.5 codec/fix_mistral_regex regression; different code paths." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Unrelated failures: MacOS bus error in CLIP loading vs TrainerState token-count bookkeeping." + "reason": "CLIP bus error on macOS is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend dependency issue vs missing Qwen2.5-VL class export/import error." - }, - { - "left": "issue:39379", - "right": "issue:44554", - "accept": false, - "reason": "Different model/code paths: mllama mask logic vs MPS attention correctness when head dims differ." + "reason": "One is packaging/backends for tensorflow, the other is a missing Qwen2.5-VL import; unrelated." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight-tying bug in AyaVision vs dtype propagation bug in BLIP2; not the same failure." + "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are different bugs in different model families." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO-3 runtime error vs dependency version bump; no common underlying bug." + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to a PEFT minimum-version bump." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Different regressions in different models: RT-DETR output drift vs Qwen3.5 save_pretrained key mapping." + "reason": "mllama mask handling and the MPS attention value-head-dim correctness issue are distinct attention-path bugs." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Both tokenizer-related, but one is Mistral regex patching and the other is XLM-Roberta Unigram construction." + "reason": "Both involve tokenizers, but the Mistral regex patch crash and XLMRoberta Unigram init error are separate model-specific failures." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied weights, but one is a missing tie in a model class and the other is LoRA+vocab merge collapse." + "reason": "Weight tying in Mistral3 generation and LoRA merge with extended vocab are different mechanisms and failure modes." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Import/dependency error vs clearer error messaging for LayoutLMv3 boxes; unrelated." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained visual-key corruption are unrelated model-specific regressions." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Different object-detection bugs: AMP/CUDA loss crash vs RTDetr forward feature-level mismatch." + "reason": "PyTorch import failure is unrelated to the LayoutLMv3 error-message clarity issue." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train issue vs TimesFM window_size attribute error; separate code paths." + "reason": "Trainer lifecycle behavior after train is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Model-specific key lookup failure vs init_empty_weights argument handling; not the same bug." + "reason": "MobileLLM loading key error and init_empty_weights/_is_hf_initialized TypeError are separate loading-time bugs." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RTDetrModel feature-level mismatch are different DETR code paths." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression vs long-context FA2 performance regression; different symptoms and fixes." + "reason": "Video-input regression in several VL models is unrelated to FA2 long-context performance regression." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FP8/model loading issue vs CLIP tokenizer max-length constant; unrelated." + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer model_max_length are unrelated issues." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon allocator TypeError vs PEFT+DeepSpeed checkpointing failure; distinct training/runtime issues." + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to PEFT + DeepSpeed ZeRO-3 checkpointing failure." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-kwarg duplication vs tokenizer loading regression for EMBEDDIA/est-roberta." - }, - { - "left": "issue:45538", - "right": "issue:46869", - "accept": false, - "reason": "Tokenizer constant issue vs YOLO multi-GPU auto device-map failure." + "reason": "AddedToken special-arg duplication and est-roberta tokenizer loading are not the same underlying tokenizer bug." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-shape runtime error vs slow/fast tokenizer inconsistency; different subsystems." + "reason": "DeepSpeed weight shape error is unrelated to slow/fast tokenizer inconsistency." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 model issue vs PyTorch-not-found import error; unrelated." + "reason": "XLMRoberta + Flash Attention 2 is unrelated to missing PyTorch installation." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max-length default and YOLO auto device-map failure are unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different training configs: FineGrainedFP8 for Qwen3Moe vs FSDP CPU RAM efficient loading." + "reason": "Qwen3Moe FineGrainedFP8Config failure and FSDP CPU RAM efficient loading breakage are different distributed/runtime problems." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF tokenizer/model loading bug vs Apple Silicon allocator warmup TypeError." + "reason": "gguf_file tokenizer/model loading failures and Apple Silicon allocator warmup TypeError do not share a concrete root cause." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs Qwen3OmniMoe video input ValueError; separate failures." + "reason": "Both are Qwen3-family, but auto device mapping cudaErrorAssert and video-input ValueError are distinct issues." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs tokenizer-version behavior change; not the same issue." + "reason": "Qwen3.5 output_hidden_states bug and version-dependent tokenization changes are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend installation/dependency problem vs model loading failure for cjvt/sleng-bert." + "reason": "Tensorflow backend packaging and loading cjvt/sleng-bert are unrelated." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Both involve video inputs, but different models and error types (Qwen3OmniMoe vs Qwen3-vl-embedding)." + "reason": "BLIP2 dtype remaining float32 and from_config leaving config.dtype stale are related only loosely by dtype, but they are different code paths and symptoms." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument mismatch vs AutoImageProcessor URL loading; unrelated load paths." + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen3 video inputs, but one is a ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-VL embedding; not clearly the same bug." } ] }, @@ -7483,23 +7439,21 @@ "issue:46463", "issue:46468", "issue:46491", - "issue:46512", "issue:46693", "issue:46701" ], "soft_pairs": [ "issue:44987|issue:45907", - "issue:43577|issue:46512", "issue:43540|issue:44479", "issue:44479|issue:45381", "issue:34567|issue:36331", - "issue:44792|issue:44964", "issue:44062|issue:45081", + "issue:44792|issue:44964", "issue:38175|issue:44898", "issue:44568|issue:45488", "issue:45042|issue:45081", - "issue:43257|issue:43756", "issue:43742|issue:44589", + "issue:43257|issue:43756", "issue:43531|issue:44821", "issue:43756|issue:46399", "issue:43756|issue:45325", @@ -7518,218 +7472,209 @@ "issue:28282|issue:32090", "issue:43906|issue:46468" ], - "prepared_review_unit_hash": "1d393c485cd35e9756a5baaa769b08d500fec73b88881c889c7489ea9510871d", + "prepared_review_unit_hash": "bd4bca816de740866f6f98e75eb41854fc791643d6d9c42b900b1e143a5ec863", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36720, - "estimated_input_tokens": 9180, - "estimated_eval_tokens": 18616 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35826, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only plausible duplicate is the Qwen video-input position-id regression pair; the rest are related only at a broad subsystem/theme level and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "If forced to pick a canonical issue, 44479 is the best anchor because it describes the broader v5.3.0 video-input regression across multiple Qwen VL/MoE variants, and 45381 looks like its narrower qwen2.5-vl symptom.", + "summary": "These are mostly unrelated issue reports. A few share broad themes (Qwen/video, tokenizer regressions, 4-bit inference), but none of the soft pairs look like the same concrete bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue cleanly represents a duplicate set here; if forced, issue 44479 is the broadest and most detailed regression report among the near-matches, but the cluster is really a grab bag of distinct bugs.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the strongest single representative: it captures the shared concrete failure mode (video-input regression / wrong position ids) and spans the wider affected surface.", + "best_issue_reason": "Issue 44479 is the strongest standalone issue report because it describes a specific, user-visible regression with a clear affected surface and broader model impact than the other near-matches.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Both mention loading/CI breakage, but one is a model load failure and the other is a repo-listing API regression; different code paths." - }, - { - "left": "issue:43577", - "right": "issue:46512", - "accept": false, - "reason": "Both involve dtype propagation, but one is BLIP2 loading leaving weights at float32 and the other is from_config leaving config.dtype stale; not the same bug." + "reason": "Different problems: one is model loading failure for a specific repo, the other is a hub API regression in revision forwarding." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Different model families and failures: Qwen3OmniMoe video processing vs Qwen VL video-input regression." + "reason": "Both involve video inputs, but they affect different model families and do not point to the same code path or fix." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen video-input position-id regression in transformers 5.3.0; 45381 is a narrower qwen2.5-vl report of the broader bug." + "accept": false, + "reason": "Overlapping Qwen video context, but 44479 is a broader multi-model regression while 45381 is a narrower Qwen2.5-VL position-id bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are unrelated Trainer issues." - }, - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Both are multimodal, but one is a janus test failure and the other is a Phi-4 multimodal load failure; different models and symptoms." + "reason": "One is TrainerState bookkeeping, the other is a breaking Trainer callback signature change; unrelated failures." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken duplication and Mistral regex patch crash are separate tokenizer bugs with different failure points." + "reason": "Both are tokenizer-related errors, but they fail in different parts of the loading path with different root causes." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model issues; no evidence they stem from the same underlying bug or patch." + }, + { + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different vision-model issues: siglip2 zero probabilities vs Perceiver non-default-resolution failure." + "reason": "Both are vision-model bugs, but on different architectures with different failure modes." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is a pre-tokenizer override breaking DeepSeek tokenization." + "reason": "Tokenizer regressions, but one is about special-token addition and the other about ByteLevel vs Metaspace behavior for a different family." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer backend crash." + "reason": "Image-processor dependency regression versus a Mistral tokenizer patch crash; unrelated." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Accelerate+deepspeed weight conversion and Smollm3 RoPE layer dropping are unrelated model-loading/model-architecture bugs." + "reason": "Different loading failures with different error classes and code paths." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "MobileLLM load key error and missing Float8 storage type are distinct loading/runtime errors." + "reason": "Different Qwen/SmolLM model-specific bugs; one is conversion with accelerate/deepspeed, the other is RoPE layer count mismatch." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer bug and Qwen3.5 kernel registration crash are different issues." + "reason": "Both touch Qwen3.5, but one is a model-structure issue and the other is a kernel registration error; not the same bug." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Smollm3 RoPE-layer omission and Qwen2.5-VL still-image temporal scaling are different model-specific bugs." + "reason": "Different Qwen model variants and different rotary-position bugs." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A release-version bump problem and a removed-config reference in auto_mappings are unrelated CI/config issues." + "reason": "A dependency version bump issue and a stale auto-mapping reference are distinct maintenance problems." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU tensor creation issue and T5 decoder-input error-message issue do not share the same code path." + "reason": "XLNet device-placement performance bug versus T5 decoder-input validation messaging; unrelated." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are unrelated multimodal bugs." + "reason": "Different multimodal pipelines and different symptoms; no shared code-path evidence." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 validation messaging are unrelated." + "reason": "Gemma4 device-mapping bug versus T5 error-message bug; not the same issue." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer special-token insertion and CodeLlama leading-space round-trip regression are different tokenizer behaviors." + "reason": "Both are tokenizer regressions, but the affected models and underlying tokenization behavior differ." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of another issue and a FA2 long-context performance regression are not the same bug." + "reason": "One is only an isolated reproduction of another issue; the other is a performance regression with FA2 and long-context generation, with no clear identity match." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error and Bart decoder_attention_mask initialization error are unrelated training bugs." + "reason": "Different training/generation failures with no shared root cause." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are separate config-handling issues." + "reason": "One is config propagation for Qwen3.5 labels, the other is strict config handling for granite_speech." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but one is Gemma4 uint8 torch.finfo failure and the other is llm_int8_skip_modules clearing lm_head exclusion." + "reason": "Both hit 4-bit inference, but one is a torch.finfo uint8 error in audio modules and the other is a BitsAndBytes skip-module regression." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype mismatches, but the models and affected paths differ completely." + "reason": "Different dtype mismatch bugs in different models and inference paths." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "GGUF loading breakage and a specific model-loading failure for cjvt/sleng-bert are not the same underlying problem." + "reason": "A gguf_file loading regression is not the same as a specific model failing to load." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and FA2 generation performance regression are unrelated." + "reason": "Video-input processing failure versus generation-performance regression; unrelated subsystems." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and NoneType broadcast in Trainer are unrelated environment/runtime issues." + "reason": "Environment/import error versus Trainer broadcast type error; different failure classes." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "Different reports: a reproduction of issue 38071 versus a broken Nemotron example." + "reason": "No evidence the isolated reproduction matches the broken Nemotron example; different reported symptoms and scope." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the pairwise calls are conservative overall. The only accepted edge, issue:44479 vs issue:45381, is reasonably supported by the shared Qwen video-input regression theme and the shared transformers 5.3.0 context, while the other pairs are sensibly rejected as different bugs or code paths." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7806,8 +7751,8 @@ "issue:41762|issue:44936", "issue:43643|issue:45375", "issue:43720|issue:44898", - "issue:45357|issue:45920", "issue:45200|issue:46463", + "issue:45357|issue:45920", "issue:44361|issue:44442", "issue:43653|issue:44361", "issue:43688|issue:43749", @@ -7822,20 +7767,20 @@ "issue:45372|issue:46170", "issue:43761|issue:46829" ], - "prepared_review_unit_hash": "d001bb9438df876f9c9abfde9b3b51535b3e159c6fa70a1203e43ef2a53e5b34", + "prepared_review_unit_hash": "6dd0ecfb066e95c0933cd61813cc66f447baa84bd4c78f0b0953668d60c0a942", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35504, + "serialized_chars": 35502, "estimated_input_tokens": 8876, "estimated_eval_tokens": 18008 }, @@ -7844,178 +7789,175 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of closed issues with one plausible duplicate pair around v5 tied-weights serialization. The rest are different models, different symptoms, or different code paths, so they should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45005 is the broader, more representative report: it frames the tied-weights regression at the model-family level, which subsumes the more specific device-dependent serialization symptom in issue:44466.", + "summary": "This cluster is mostly a grab-bag of unrelated model- and tokenizer-specific bugs. The broadest representative is the multi-model tokenizer regression, but none of the soft-edge pairs look like true duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the broadest, most central regression here: it affects tokenization across multiple models and is the best representative anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 has the clearest general title and widest scope for the tied-weights regression, making it the best single issue anchor for this small duplicate cluster.", + "best_issue_reason": "issue:45920 is the strongest triage target because it is multi-model, clearly regression-framed, and likely to attract the most relevant follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both involve rope-related config handling, but one is a reload/default issue and the other is a type error on a JSON-loaded list; different bugs." + "reason": "Different code paths: one is GPTNeoX config reload behavior, the other is rope-validation type handling." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Both are output-shape regressions, but they affect different models and different output fields." + "reason": "Both are output-shape bugs, but for different models and different output fields; not the same underlying defect." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different models, different failure modes, and different subsystems (FSDP attention state vs TP plan entries)." + "reason": "FSDP shared-state rebuilding and tensor-parallel plan omissions are distinct implementation bugs." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation is unrelated to Gemma4 multimodal quantization dtype casting." + "reason": "Unrelated subsystems: T5 decoder-input validation versus Gemma4 multimodal quantization/dtype casting." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "One is a fast image processor label-reduction bug; the other is a classification-loss degeneracy across sequence-classification models." + "reason": "A BeitImageProcessorFast label-reduction bug is not the same as a sequence-classification zero-loss issue." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different model families and different save/output behaviors; no shared concrete code path." + "reason": "Different failures in different paths: RTDetr inference mismatch versus Qwen3.5 save_pretrained key serialization." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor creation and flash-attention sinkless-model crash are unrelated." + "reason": "XLNet CPU tensor creation and flash-attention sinkless-model handling are unrelated bugs." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe the same tied-weights/v5 save_pretrained regression; 44466 is a specific manifestation of the broader 45005 issue." + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a translation-model v5 issue; too broad to merge." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train are different runtime problems." + "reason": "Gemma3 ZeRO-3 loading failure and trainer evaluate-after-train are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and Qwen3.5 strict field dropping are both config-related, but not the same bug." + "reason": "Config-field loss via trust_remote_code is different from a specific Qwen3_5MoeVisionConfig field dropped by strict filtering." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." + "reason": "BitNet accelerate-loading unpacking and Perceiver non-default-resolution interpolation are different bugs." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Both touch Qwen3.5/serialization, but one is visual-encoder key saving and the other is broad tokenizer token-ID corruption." + "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input validation do not share a code path." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Gemma 4 multimodal defaulting and T5 decoder validation are different model-specific issues." + "reason": "Both involve save/load behavior, but one is Qwen3.5 visual encoder keys and the other is tokenizer ID corruption across models." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Tokenizer task AttributeError and AutoTokenizer failing to load a specific tokenizer are separate failures." + "reason": "Two tokenizer-loading failures, but for different tokenizer classes and distinct failure modes." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer-related, but one is special-token registration/decoding and the other is task-time AttributeError." + "reason": "BigBird mask-token registration and MLuke tokenizer task AttributeError are unrelated tokenizer defects." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU-RAM-efficient loading do not share the same bug." + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are separate training/runtime bugs." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Key handling with position IDs and save/load breakage for sinq-quantized models are different regressions." + "reason": "Position-id key warnings and sinq quantization save/load breakage are not the same issue." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP zero probabilities and processor.tokenizer/image-passing regression are different multimodal issues." + "reason": "Siglip2 zero-probability outputs and processor.tokenizer/image-passing regression are different symptoms in different paths." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve loading paths, but gguf_file support and offline mistral regex patching are different code paths." + "reason": "gguf_file loading breakage and offline mistral regex patching are unrelated AutoTokenizer issues." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and MobileLLM-125M loading KeyError are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are distinct model-loading/attention problems." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different model behaviors." + "reason": "Siglip2 nonsensical outputs and Perceiver interpolation failure are unrelated vision-model bugs." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are different code paths." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency and MacOS bus error on CLIP are different classes of failure." + "reason": "Tokenizer fast/slow inconsistency and MacOS bus error in CLIP are not the same defect." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different RT-DETR failures: AMP float16 crash vs infeasible cost matrix in loss matching." + "reason": "Both are detection-loss crashes, but the reported failure modes and likely code paths differ." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 processor import dependency breakage and Windows ROCm torch.distributed import/type errors are not the same issue." + "reason": "Gemma 4 mistral_common import failure is unrelated to Windows ROCm torch.distributed dependency issues." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden_states, but one omits them and the other misassigns them; different models and symptoms." + "reason": "Both concern hidden-state outputs, but they affect different models and different output structures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, 44466/45005, is a plausible tied-weights/save_pretrained duplicate anchor based on the issue titles, and the rest are reasonably separated as different models or failure modes. No overstatement stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -8084,17 +8026,17 @@ "soft_pairs": [ "issue:43525|issue:46701", "issue:43688|issue:45704", - "issue:45542|issue:46178", "issue:43295|issue:45356", + "issue:45542|issue:46178", "issue:43688|issue:45701", "issue:43653|issue:44568", "issue:46832|issue:46932", "issue:43756|issue:46402", "issue:43646|issue:43749", "issue:43653|issue:43927", - "issue:44843|issue:44991", - "issue:44464|issue:44743", "issue:44821|issue:46821", + "issue:44464|issue:44743", + "issue:44843|issue:44991", "issue:42898|issue:46491", "issue:44479|issue:44625", "issue:33666|issue:36010", @@ -8102,205 +8044,205 @@ "issue:43452|issue:43577", "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:44484|issue:44704", "issue:43688|issue:45440", + "issue:44484|issue:44704", "issue:41720|issue:44464", "issue:44464|issue:44977", "issue:44977|issue:46693", "issue:43504|issue:43550", - "issue:44734|issue:46612", - "issue:43278|issue:43688" + "issue:43278|issue:43688", + "issue:44734|issue:46612" ], - "prepared_review_unit_hash": "558ddb0d94b3cfc0967b871014d4b3a1c86f4d4f7167bea10cefd6960060e516", + "prepared_review_unit_hash": "de0b5602563b595884eda292122a2ddc4c0bd8e9cfd8fa3104486e7c2aadd407", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36311, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "serialized_chars": 36299, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, generation, loading, dtype, backend, and model-specific regressions. No soft edge looks like the same underlying bug/change, so all candidate links should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "issue:43749 has the strongest standalone signal in the set (highest discussion and inbound references), but the cluster is too mixed to treat it as a true duplicate anchor.", + "summary": "This is a loose thematic cluster of mostly unrelated regression issues across tokenization, model loading, dtype, generation, and backend behavior. None of the soft pairs look like the same underlying bug, so all candidate merges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to choose one, issue 43646 is the broadest umbrella report here ('Transformers 5.0.0 breaks custom model initialization') and best represents the cluster\u2019s general model-init/regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best single issue to anchor this set by activity and references, though it is not representative of the other issues.", + "best_issue_reason": "Issue 43646 is the most general and representative of the set; the rest are narrower, model-specific regressions or unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Different failures: missing pad_token_id vs an image-text-to-text pipeline crash." + "reason": "Different models and failure modes: Llama4 config attribute error vs DiffusionGemma pipeline output issue." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Different bugs: auxiliary loss normalization vs an apex RMSNorm memory leak." + "reason": "Aux-loss normalization bug and T5 apex RMSNorm memory leak are unrelated code paths." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both involve backend handling, but one is missing TensorFlow and the other is an undefined tensorflow_text backend; not the same bug." + "reason": "Both are tokenizer regressions, but one is processor/tokenizer image handling and the other is Kimi-K2.5 codec/warning behavior." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Different tokenizer regressions affecting different APIs and models." + "reason": "Both mention backend/import issues, but they target different missing backend situations and different error paths." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "One is MoE loss normalization; the other is a broad tokenization regression." + "reason": "Auxiliary-loss normalization and tokenization changes across versions are not the same bug." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer special-token issues with different models and symptoms." + "reason": "Different tokenizer implementations and symptoms: BigBird special-token registration vs mDeBERTa BOS/EOS insertion." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR forward TypeError is unrelated to Gemma4 quantized vision/audio dtype casting." + "reason": "RT-DETR feature-level handling and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is unrelated to Sam3 text-encoder weight loading." + "reason": "Smollm3 RoPE-layer selection and Sam3 text-encoder weight loading are different model-specific defects." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Different regression classes: custom model init vs FSDP CPU RAM-efficient loading." + "reason": "Generic custom model initialization breakage is separate from FSDP CPU RAM efficient loading." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Both touch token/config behavior, but one is BigBird special-token decode and the other is Dia custom token IDs on save/load." + "reason": "Tokenizer special-token registration and DiaConfig save/load token-ID loss are different layers and failures." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Offline model_info patching issue is unrelated to tokenizer loading failure for est-roberta." + "reason": "AutoImageProcessor URL loading and TimesFM window_size attribute access are unrelated." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Different generation-cache bugs in different code paths and model families." + "reason": "Chunked generation inconsistency with compiled forward is not the same as Qwen3.5 recurrent-state reset in cache mode." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Unable to load AutoImageProcessor from URL is unrelated to TimesFM window_size AttributeError." + "reason": "Offline model_info call in tokenizer patch and est-roberta tokenizer loading failure are distinct regressions." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs CodeLlama leading-space round-trip." + "reason": "clean_up_tokenization_spaces behavior change and CodeLlama leading-space round-trip loss are different tokenizer behaviors." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video input regression and Qwen3.5 num_labels propagation are separate model issues." + "reason": "Video-input regression in Qwen VL models and num_labels propagation in Qwen3.5 are unrelated." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are not the same underlying issue." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Both mention state outputs, but CLIPVision hidden_states regression is unrelated to xLSTM train-mode unpacking." + "reason": "CLIPVision hidden_states omission and xLSTM return_last_states crash affect different models and APIs." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage is unrelated to Blip2 dtype propagation." + "reason": "gguf_file tokenizer/model loading and Blip2 dtype mismatch are unrelated loading-vs-dtype problems." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." + "reason": "Both mention multi-GPU training, but one is a Trainer broadcast TypeError and the other is a Qwen2-VL training issue." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization inconsistency of tied weights is not the same as quantized model save/load breakage." + "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are different persistence bugs." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "max_shard_size question is unrelated to AutoProcessor kwargs forwarding." + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence from remote implementation are separate model issues." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Auxiliary loss normalization bug is unrelated to DeepSeekV3 implementation divergence." + "reason": "A documentation/API question about shard size is unrelated to AutoProcessor kwargs not being forwarded." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert in Qwen3 auto device mapping is unrelated to chunked generation with compiled forward." + "reason": "cudaErrorAssert under auto device mapping and chunked generation output inconsistency are different failures." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation inconsistency and Qwen3.5 flash-attention generation bug are different failures." + "reason": "Both are generation bugs, but one is compiled-forward chunked generation and the other is flash-attention behavior in Qwen3.5." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field loading failure and torch.compile SDPA failure are distinct code paths." + "reason": "Beit legacy-field loading and Bamba-9B-v2 torch.compile/SDPA failure do not share the same code path." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "KV cache continuation crash in serve is unrelated to beam-search cache reorder skipping for other models." + "reason": "Embedding dtype drift during evaluation is unrelated to auxiliary-loss normalization." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Embedding dtype mismatch during eval is unrelated to auxiliary loss normalization." + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are different generation internals." } ] }, @@ -8353,7 +8295,6 @@ "issue:44514", "issue:44554", "issue:44561", - "issue:44568", "issue:44610", "issue:44625", "issue:44964", @@ -8368,8 +8309,8 @@ "issue:46192", "issue:46209", "issue:46365", - "issue:46489", "issue:46693", + "issue:46710", "issue:46846", "issue:47254" ], @@ -8385,227 +8326,227 @@ "issue:43504|issue:44610", "issue:43525|issue:43572", "issue:43720|issue:44361", - "issue:45491|issue:46002", "issue:44964|issue:45405", - "issue:43643|issue:44561", "issue:44625|issue:45584", "issue:44514|issue:45290", + "issue:43643|issue:44561", "issue:43493|issue:43825", "issue:28218|issue:33357", "issue:44977|issue:46209", + "issue:45491|issue:46002", "issue:44554|issue:46365", "issue:45823|issue:46050", "issue:39692|issue:43295", - "issue:43994|issue:46192", "issue:42796|issue:44977", + "issue:43994|issue:46192", "issue:43278|issue:43844", "issue:43493|issue:43844", "issue:43278|issue:43701", "issue:43646|issue:44466", - "issue:44568|issue:46489" + "issue:46209|issue:46710" ], - "prepared_review_unit_hash": "65a43eef23d6276901021d73613db249f8d4e153b6332a512f0b33666ea48851", + "prepared_review_unit_hash": "c4315505c3b7b87421d5d2587d55f202b7924b6de702f7452cf7a37c1cf40c2f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36541, - "estimated_input_tokens": 9136, - "estimated_eval_tokens": 18528 + "serialized_chars": 35917, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a high-noise similarity cluster: the paired issues share broad vocabulary (tokenizers, configs, loading, v5 regressions, NaNs, etc.) but do not describe the same concrete bug or fixable code path. I would reject every soft edge and keep these issues separate.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: none of the soft pairs are true duplicates, so there is no single underlying bug to represent the cluster.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No issue is a good global representative because the items span unrelated regressions and subsystems rather than one cohesive problem.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is too heterogeneous for duplicate consolidation: it mixes unrelated tokenizer, config, model-loading, training, quantization, and pipeline regressions. I did not find any soft-edge pair that clearly describes the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue: the items span multiple unrelated failures, and the soft links are only broad thematic similarities rather than true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, issue:43611 is the broadest v5 regression report, but it only fits the model-loading subset and not the rest.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Both concern training, but one is Qwen2-VL multi-GPU support and the other is a Trainer API signature error; unrelated code paths." + "reason": "Different problems: Qwen2-VL multi-GPU training vs a CustomTrainer signature mismatch. Same training area, but not the same bug." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different loading failures in different models: legacy field handling for BEiT versus packed-weight unpacking for BitNet." + "reason": "Unrelated failures: BEiT legacy preset loading vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "One is a dependency version bump problem; the other is a PEFT/DeepSpeed checkpointing failure. Not the same bug." + "reason": "Different scope: a PEFT version pin mismatch vs a checkpointing error with PEFT + DeepSpeed ZeRO-3 + gradient checkpointing." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet accelerate-loading unpacking and DiaConfig save/load token ID loss are unrelated issues." + "reason": "BitNet accelerate-loading failure and DiaConfig save/load token-ID loss are separate code paths and separate models." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight-only loading error and FA2 long-context performance regression are different failure modes." + "reason": "Different subsystems: Qwen3VL from_pretrained weight-only loading vs FA2 long-context generation performance regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig custom token ID persistence." + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig custom token ID persistence." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Both involve model loading/configuration in v5, but one is base_model_prefix loading and the other is Qwen3.5 tensor-parallel planning." + "reason": "Base model prefix loading regression and Qwen3.5 TP plan omissions are different bugs in different loading/runtime paths." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and an MPS attention correctness bug are unrelated." + "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated issues." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT legacy-field loading failure and OmDet-Turbo processor/image-size mismatch are separate bugs." + "reason": "Legacy field preset-loading failure in BEiT is not the same as OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields after v5, but they affect different models and different attributes, so they are not the same concrete fix." + "reason": "Both are missing pad-token-related fields, but they affect different config classes and model families; too broad to treat as the same bug." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task-time AttributeError do not share a code path." - }, - { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 mixed-length GPU embedding corruption and the other is classification-head NaNs on checkout/init." + "reason": "Packed-weight loading in BitNet is unrelated to MLukeTokenizer AttributeError on tasks." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure and a PEFT minimum-version bump are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Both affect trust_remote_code models, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available causing import-time breakage." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the unreleased PEFT version bump." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are separate model-specific bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are chat-template crashes, but they hit different processors and different edge cases." + "reason": "Both involve apply_chat_template, but the failures differ: batched padding=False crash vs tool-call assistant message crash." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Trust-remote-code missing fields and removal of is_torch_fx_available are different breakages with different roots." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch and a pipeline error-message regression are unrelated." + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing behavior and a MacOS CLIP bus error are not the same issue." + "reason": "Tokenizer added-space behavior is unrelated to a MacOS bus error in a CLIP model." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different hardware/kernel problems." + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are distinct hardware/model issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window all-padding behavior and the other is classification-head NaNs after checkout/init; not the same bug." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "An MPS attention correctness bug and a Trainer import conflict with datasets are unrelated." + "reason": "MPS attention correctness is unrelated to importing Trainer being blocked by datasets." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map forward mismatch and sinq save/load quantization breakage are different problems." + "reason": "Gemma4 device-map mismatch in forward is unrelated to sinq quantized model save/load corruption." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors are not the same as the processor.tokenizer regression in custom model code." + "reason": "Documentation example errors are not the same as a runtime regression in processor.tokenizer/image handling for custom models." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "SigLIP2 wrong outputs through AutoModel/pipeline and return_tensors being ignored are unrelated API bugs." + "reason": "Tokenizer BPE-marker handling in Ministral is unrelated to Qwen3.5 flash-attention generation issues." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different failure modes." + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are different API/model bugs." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in eval and gradient explosion with ZeRO-3 are unrelated training/runtime bugs." + "reason": "Embedding dtype drift in evaluation is unrelated to gradient growth under DeepSpeed ZeRO-3." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 JAX/HF discrepancy and ZeRO-3 gradient increase do not share a code path." + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient inflation are unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype changes and resume_from_checkpoint key mismatch are unrelated." + "reason": "dtype mismatch in evaluation and resume_from_checkpoint key mismatch are different regression classes." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different v5 regressions." + "reason": "Custom model initialization breakage and device-dependent lm_head serialization inconsistency are separate v5 regressions." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors, so they are not the same bug." + "reason": "FP8 inference failure on B200 and accuracy regression after upgrade are not the same underlying bug." } ] }, @@ -8669,6 +8610,7 @@ "issue:46209", "issue:46285", "issue:46399", + "issue:46489", "issue:46701", "issue:46710", "issue:46752", @@ -8678,7 +8620,7 @@ "issue:47145" ], "soft_pairs": [ - "issue:46209|issue:46710", + "issue:44568|issue:46489", "issue:43927|issue:44361", "issue:43575|issue:45405", "issue:44568|issue:45812", @@ -8689,11 +8631,11 @@ "issue:43334|issue:45759", "issue:43504|issue:43606", "issue:43824|issue:44589", - "issue:44849|issue:45357", "issue:46821|issue:46832", + "issue:44849|issue:45357", "issue:44589|issue:45520", - "issue:45245|issue:46710", "issue:43334|issue:43572", + "issue:45245|issue:46710", "issue:44493|issue:46285", "issue:43504|issue:43653", "issue:43606|issue:44112", @@ -8708,220 +8650,208 @@ "issue:43937|issue:46701", "issue:44869|issue:46752" ], - "prepared_review_unit_hash": "c458620846017fd448cd1c488f3336595c96b47ff6289cfce74cdf512814a03a", + "prepared_review_unit_hash": "a5ea1408832bcfdc9d9afb6fe1e2a2762cebeec375ba5e4b7b477c00cf071f83", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36054, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "serialized_chars": 36655, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the soft-linked issues span unrelated models, subsystems, and failure modes, so none should be merged together.", - "confidence": 0.97, - "canonical_issue_reason": "No valid canonical duplicate for the whole cluster; the links are mostly title-similarity false positives. If a representative had to be named, issue:45812 is the broadest regression, but it still does not cover the cluster.", + "summary": "The cluster is highly heterogeneous; the soft pairs share broad themes like tokenizers, model loading, quantization, and CI failures, but none look like the same concrete underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated regressions across different models and subsystems, and the soft pairs are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the most general/high-impact single issue in the set, but it is still only a tokenizer regression and not representative of the other problems here.", + "best_issue_reason": "No global best issue: there is no clearly representative issue for the whole cluster because the pairs are mostly broad-similarity false positives.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Different bugs: FP8 inference failure on B200 vs an accuracy regression after upgrade, with different model families and symptoms." + "reason": "Both are tokenizer regressions, but they affect different models and appear to have different root causes." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "One is save/load loss of custom token IDs; the other is an AttributeError in MLukeTokenizer tasks. Different code paths." + "reason": "Different models and different failures: saved token IDs/index error versus task-time AttributeError." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Qwen2 OOM under tensor parallelism is unrelated to a PEFT version bump / unreleased dependency issue." + "reason": "One is a TP/OOM model-loading bug; the other is a dependency/version bump problem." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior for mdeberta and the other is wrong IDs for Granite models; not the same concrete bug." + "reason": "Both involve tokenizer output regressions, but they are model-specific and not the same bug." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error with a CLIP model is unrelated to Qwen2-VL multi-GPU training behavior." + "reason": "Unrelated symptoms and subsystems: MacOS bus error on CLIP versus Qwen2-VL multi-GPU training." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and an FP8 inference failure are separate failures." + "reason": "Different code paths: Qwen3.5 hidden-state handling versus FP8 inference on B200." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both affect loading, but one is an offline model_info call in a Mistral regex patch and the other is a specific model that no longer loads; causes differ." + "reason": "Both are load-time issues, but one is a specific model load failure and the other is an offline regex/network regression." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Different 5.0 migration breakages: missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized arg in init_empty_weights." + "reason": "Both are loading-related regressions, but the underlying causes are distinct config fields versus an unexpected init argument." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and composite Qwen 3.5/3.6 text_config unwrapping are distinct config-loading issues." + "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id and the other is text_config unwrapping." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field loading for BEIT segmentation is unrelated to the bark-small CPU offload device mismatch." + "reason": "Legacy-field model loading and CPU offload device mismatch are unrelated bugs." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a missing Qwen2_5_VL class is unrelated to the Float8 storage lookup TypeError." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "Gradient growth under ZeRO-3 is a training/optimization issue, not the same as a model-loading failure for Phi-4 multimodal." + "reason": "Import error for a missing model class versus storage/type mismatch at runtime; not the same issue." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR forward TypeError are different model-specific bugs." - }, - { - "left": "issue:45245", - "right": "issue:46710", - "accept": false, - "reason": "Category-count RuntimeError and a DeepSeek accuracy regression are unrelated." - }, - { - "left": "issue:44493", - "right": "issue:46285", - "accept": false, - "reason": "Unexpected position-id keys across many models is not the same as the CLIP text-model structure inconsistency." - }, - { - "left": "issue:46399", - "right": "issue:46846", - "accept": false, - "reason": "Qwen3.5 rotary-kernel registration failure and missing linear_attn TP-plan entries are separate issues." + "reason": "Different models and failure modes: TimesFM attribute access versus RT-DETR forward shape handling." }, { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "Siglip2 nonsensical outputs are not the same bug as the broad unexpected position-id key regression." - }, - { - "left": "issue:43873", - "right": "issue:46050", - "accept": false, - "reason": "Quantization/offload interaction and sinq save/load corruption are related in theme but not the same concrete defect." - }, - { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast NoneType error." + "reason": "Both are Qwen3.5-related, but one is hidden-states behavior and the other is save_pretrained key serialization." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Invalid GenerationConfig and a DiffusionGemma pipeline output issue are different failures." + "reason": "Different failures: float8 storage lookup and flash_attn import handling on Python 3.13." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Whisper timestamp decode crashing on trailing replacement characters is unrelated to apply_chat_template on an empty list." + "reason": "Both are config/loading regressions, but they concern different missing fields and unrelated model families." }, { - "left": "issue:46209", - "right": "issue:44849", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Different Qwen3.5 bugs: FP8 inference failure versus output_hidden_states behavior." + "reason": "Unrelated topics: category cardinality limit versus an accuracy regression after upgrade." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Offloading-with-quantization and FP8 frozen-checkpoint weight_scale omission are distinct quantization/offload problems." + "reason": "Both mention structural/key mismatches, but the affected models and fixes are different." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEIT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different tokenizer/model issues: legacy field loading versus special-token registration and empty decode output." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real device-mismatch offload bug is not the same as a stale CI device-override test failure." + "reason": "One is a real CPU offload device mismatch; the other is a stale CI test artifact." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatch in inference and RT-DETR feature-level mismatch are different code paths and symptoms." + "reason": "Different model code paths and different runtime failures; both are dtype/forward issues only at a very broad level." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-state bug and silent FP8 checkpoint corruption are unrelated." + "reason": "Hidden-states bug and FP8 weight_scale loading bug are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Training instability with ZeRO-3 is not the same as inability to load a specific multimodal checkpoint." + "reason": "Training instability with ZeRO-3 is unrelated to a multimodal model loading error." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure are different decoding bugs." + "reason": "Different generation failures with different triggers: compiled forward versus empty transcription alignment." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Rotary-pos-emb registration error and tensor-parallel plan omissions are separate Qwen3.5 issues." + "reason": "Separate Qwen3.5 bugs in different subsystems: kernel registration versus TP plan coverage." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Siglip2 pipeline nonsense output and generic position-id key warnings are not the same underlying regression." + "reason": "SigLIP2 wrong outputs and unexpected key warnings are not the same code-path issue." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization, but one is offloading behavior and the other is save/load corruption." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency and Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation and DiffusionGemma pipeline failure are different bugs." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Different edge cases in different features: Whisper timestamp decode versus chat template on empty input." } ] }, @@ -8997,13 +8927,13 @@ "soft_pairs": [ "issue:28218|issue:34567", "issue:42947|issue:43381", - "issue:45229|issue:45823", - "issue:45200|issue:45229", "issue:45084|issue:45520", + "issue:45200|issue:45229", "issue:42490|issue:43696", + "issue:45229|issue:45823", "issue:45588|issue:46050", - "issue:47013|issue:47254", "issue:15354|issue:38175", + "issue:47013|issue:47254", "issue:43493|issue:43701", "issue:44554|issue:45446", "issue:29942|issue:30333", @@ -9015,204 +8945,204 @@ "issue:43295|issue:43450", "issue:44977|issue:46710", "issue:45072|issue:45198", - "issue:45406|issue:46121", "issue:45588|issue:45759", + "issue:45406|issue:46121", "issue:43295|issue:43873", - "issue:43540|issue:45200", "issue:43572|issue:46821", + "issue:43540|issue:45200", "issue:44186|issue:46192", "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "a6b3abe366ca8a6952bc33a876b4a417d39ca975798c3e6cd0456c01b8698e3b", + "prepared_review_unit_hash": "e1c5751ed1514a267a48fe37ecc320036ce1c30c16ec51ebb99d9cfcbf44be18", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35762, - "estimated_input_tokens": 8941, - "estimated_eval_tokens": 18138 + "serialized_chars": 35768, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span tokenizer behavior, training state, Flash Attention, quantization, serving, multimodal processing, checkpointing, and model-specific regressions. There is no single underlying bug or change that would make these a duplicate cluster.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items are largely unrelated model- or subsystem-specific bugs rather than one shared defect.", + "summary": "This set is a loose collection of unrelated Transformers bugs; none of the soft pairs look like true duplicates, and there are no PRs to merge.", + "confidence": 0.18, + "canonical_issue_reason": "If a representative issue is required, issue 45229 is the most substantial/high-activity runtime bug here, but the cluster is too heterogeneous for a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global issue candidate; none of these issues subsumes the others or represents the cluster as a whole.", + "best_issue_reason": "Issue 45229 has the richest discussion and a concrete failure mode, so it is the best stand-in for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after an added token is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token accounting." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "PEFT/LoRA gradient checkpointing ineffectiveness is a different problem from checkpointing being disallowed in eval mode." + "reason": "Both mention gradient checkpointing, but one is about LoRA inefficacy and the other about eval-mode usage; different bugs." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Both involve Gemma4, but one is CUDA OOM in multi-GPU inference and the other is a device mismatch during forward; not the same bug." + "reason": "A compile-time template-node error and a flash-attn import KeyError are unrelated failure modes." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "mm_token_type_ids defaults for text-only fine-tuning is unrelated to multi-GPU inference OOM." + "reason": "Gemma4 token-type defaults for fine-tuning is separate from Gemma4 multi-GPU OOM during inference." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "A template-node compilation TypeError is unrelated to a Python 3.13 import KeyError for flash_attn." + "reason": "Local-path import warning and GPT-oss OOM are not the same code-path problem." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Trailing-slash local model loading warnings are unrelated to GPT-oss-20b CUDA out-of-memory." + "reason": "Both are Gemma4, but OOM on multi-GPU inference and device-mismatch with auto device_map are distinct issues." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "A crash on sink-less flash attention with s_aux=None is a different failure path from quantized model save/load breakage." + "reason": "flash_attention sink-less crash and sinq save/load breakage involve different subsystems and symptoms." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "xLSTM unpacking behavior in train mode is unrelated to PEFT + DeepSpeed ZeRO-3 checkpoint errors." + "reason": "TorchScript GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "torch.jit.script export with GeneratorExp is unrelated to SigLIP2 zero-probability outputs." + "reason": "xLSTM state unpacking bug is different from PEFT+DeepSpeed checkpointing failure." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatches." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness issue is unrelated to a flex_attention version-check import bug." + "reason": "MPS attention correctness and a flex_attention version-check import issue are different bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as MLflow reporting not stopping after a failed training job." + "reason": "Failing Flash Attention 2 tests and MLFlow reporting on failed jobs are unrelated." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to an accuracy regression after upgrading Transformers." + "reason": "Qwen3 device-mapping CUDA assert is not the same as a post-upgrade accuracy regression." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to memory overflow when calling sam3-litetext." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 memory overflow are distinct model issues." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to DiffusionGemma image-text-to-text pipeline breakage." + "reason": "Qwen3.5 flash-attn generation failure and DiffusionGemma pipeline failure are different code paths." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "A continuous-batching multimodal crash with a string tensor mismatch is different from KV-cache continuation indexing in /v1/responses." + "reason": "Both affect serve, but one is multimodal continuous-batching and the other is KV-cache continuation indexing." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing _flash_supports_window_size import and meta-device model loading failures are separate issues." + "reason": "flash_supports_window_size import failure and meta-device model loading breakage are unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression in v4.57.5 is unrelated to batched video processor shape errors." + "reason": "Processor.tokenizer regression and batched video shape bug are separate multimodal processing issues." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation breakage for Qwen3.5 is not the same as a general accuracy regression after version upgrade." + "reason": "A flash-attention generation bug is not the same as an accuracy regression after upgrade." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Dtype mismatches in bfloat16 inference do not match save_pretrained/tokenization failures for Wav2Vec2." + "reason": "bfloat16 dtype mismatch in CI and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to rope validation type handling." + "reason": "flash_attention s_aux handling and AutoModelForCausalLM text_config unwrapping are different fixes." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "A flash_attention crash on sink-less models is unrelated to AutoModelForCausalLM.from_config failing to unwrap text_config for Qwen multimodal configs." + "reason": "Gemma4Processor _tokenizer crash and rope-parameter JSON list type error are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor.tokenizer access regression is unrelated to offloading not working with quantization." + "reason": "processor.tokenizer regression and offloading/quantization behavior are not the same underlying bug." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Video input processing errors in Qwen3OmniMoe are unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Missing StableLmConfig pad_token_idx and TimesFM window_size AttributeError are unrelated config issues." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "A missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size AttributeError." + "reason": "Qwen3Omni video processing ValueError and Gemma4 mm_token_type_ids defaults are different problems." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "LayoutLMv2 tokenizer crashes on NER/batching and return_tensors being ignored are distinct tokenizer behaviors." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Bamba-9B-v2 torch.compile SDPA failure is a different bug from gradient explosion under HfDeepSpeedConfig + ZeRO-3." + "reason": "torch.compile SDPA failure in Bamba and DeepSpeed ZeRO-3 gradient inflation are unrelated." } ] }, @@ -9287,8 +9217,8 @@ ], "soft_pairs": [ "issue:43295|issue:44610", - "issue:45823|issue:46192", "issue:43450|issue:43575", + "issue:45823|issue:46192", "issue:43572|issue:44987", "issue:29870|issue:29942", "issue:45520|issue:46178", @@ -9304,9 +9234,9 @@ "issue:43278|issue:43856", "issue:44466|issue:45127", "issue:44737|issue:46894", + "issue:43262|issue:43450", "issue:43653|issue:44112", "issue:43824|issue:43975", - "issue:43262|issue:43450", "issue:43452|issue:46512", "issue:43334|issue:43525", "issue:44442|issue:45198", @@ -9316,14 +9246,14 @@ "issue:44792|issue:45563", "issue:45200|issue:46932" ], - "prepared_review_unit_hash": "b62a638028b876bf9af8122de861358fd521be6c2a9e7473ff1f9347cf1ad9c6", + "prepared_review_unit_hash": "bf1e1b221609e9b38fdbfae0c1c3a140160a33207bff6e41ec297cac7fdd7d99", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, @@ -9338,186 +9268,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate soft edges are mostly superficial title similarities across unrelated bugs; none look like the same underlying issue or a PR that could be merged together. I rejected all soft edges. Among the issues, #43950 is the strongest standalone bug report to anchor triage, but there is no true duplicate cluster here.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issue cluster; I only see one strong duplicate pair around Gemma4 quantized multimodal embedders. The rest differ in model, symptom, or code path and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:46899 is the best representative issue: it gives the clearest, most concrete reproduction and root-cause framing for the Gemma4 4-bit quantization dtype-cast bug affecting multimodal embedders.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the clearest standalone regression report: it has a concrete `from_pretrained()` corruption symptom, broad impact, and a well-defined API-level bug.", + "best_issue_reason": "issue:46899 is the strongest standalone issue in the set because it is detailed, specific, and tied to an actionable code-path bug rather than a vague symptom or test failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Different regressions: processor.tokenizer/image passthrough vs processor/model input-size mismatch." + "reason": "Different regressions: processor/tokenizer API breakage vs processor output-size mismatch." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Both touch multimodal paths, but one is a device-mapping bug and the other is an argument-merging bug." + "reason": "Unrelated problems: batched video processor shape vs tensor-parallel OOM on Qwen2-57B." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Unrelated: batched video processor shape bug vs OOM when loading a large Qwen2 model with tp." + "reason": "Different code paths: Gemma4 PLE device placement vs return_tensors being ignored." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing `pad_token_idx` in a config is not the same as a specific model loading failure for `physical-intelligence/fast`." + "reason": "Missing pad_token_idx in StableLmConfig is separate from a model-loading failure for physical-intelligence/fast." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to Flash Attention 2 test failures." + "reason": "Bart generate mask initialization bug is unrelated to Flash Attention 2 test failures." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Different import/backend problems: flash_attn key lookup on Python 3.13 vs an invalid tensorflow_text backend name." + "reason": "Import key error for flash_attn on Python 3.13 is unrelated to tensorflow_text backend mapping." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different code paths." + "reason": "Both are import errors, but they concern different missing symbols and different subsystems." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is a defaulting bug for `mm_token_type_ids`; the other is a device mismatch during forward." + "reason": "Both involve Gemma4, but one is missing mm_token_type_ids defaults and the other is a device mismatch." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A local-path import warning is unrelated to SigLIP2 implementation discrepancies." + "reason": "Local-path import warning is unrelated to the SigLIP2 implementation discrepancy." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Different regressions in different model stacks; no shared failing code path is evident." + "reason": "Processor/tokenizer regression is not the same bug as the SigLIP2 JAX-vs-HF mismatch." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation/example errors are not the same as `return_tensors` being ignored." + "reason": "Documentation/example errors are unrelated to return_tensors being ignored." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + "reason": "Both touch apply_chat_template, but one is zero assistant masks and the other is a crash on tool-call messages." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different issues: FP8 config failure for Qwen3MoE vs import failure for Qwen2.5 VL." + "reason": "Qwen3Moe FP8 failure is unrelated to a Qwen2.5-VL import error." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing." + "reason": "Tokenizer spacing and embedding reinitialization are different bugs in different parts of the stack." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "A Qwen2.5-VL vision-position bug is unrelated to a B200/FP8 inference failure." + "reason": "Wrong vision_position_ids for Qwen2.5-VL is unrelated to FP8 inference failure on B200." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Training/eval dtype drift is not the same as MoE memory inefficiency." + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE training memory usage." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied weights depends on device; LoRA merging collapse is a different extended-vocab bug." + "reason": "Serialization inconsistency of lm_head.weight is not the same as LoRA merge collapse after vocab extension." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU tensor creation bug is unrelated to CohereASR's training-loss double shift." + "reason": "XLNet CPU arange bug is unrelated to the CohereASR training-loss double-shift issue." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape are different processor bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to a stale CI device-override test." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to a GraniteSpeech CI test failure." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import error for a missing class is not the same as a detokenization regression." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to batched video shape handling." + "reason": "Missing Qwen2.5-VL import symbol is unrelated to DeepSeek detokenization regression." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "`gguf_file` loading breakage and stale `config.dtype` after `from_config()` are different API bugs." + "reason": "gguf_file loading failure and stale config.dtype after from_config are different load-time issues." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing `pad_token_id`, but they are model-specific config issues with different classes and call paths." + "reason": "Both mention missing pad_token_id, but they are model-family-specific load failures and not clearly the same defect." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer loading failure and Wav2Vec2 save/tokenization failure are separate tokenizer stack problems." + "reason": "AutoTokenizer loading failure for FastSpeech2Conformer is separate from Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to CLIP text model structural inconsistency." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIPTextModel structure changes." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "A BeitImageProcessor label-reduction bug is unrelated to `return_tensors` being ignored." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to return_tensors being ignored." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Both involve Gemma4 multimodal pieces, but the bugs are different: missing defaults vs unsafe dtype casting under quantization." + "reason": "Gemma4 multimodal default-mask behavior and Gemma4 4-bit dtype-cast failure are different bugs." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failing image-generation test for Janus is unrelated to a stale paging warning." + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "These are different Gemma4 issues: default `mm_token_type_ids` behavior vs quantized vision/audio embedder dtype casting." + "reason": "mm_token_type_ids defaulting and quantized embedder dtype casting affect different parts of Gemma4 processing." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same underlying Gemma4 multimodal quantization bug: unsafe dtype casting in vision/audio embedders, with one issue phrased as the failure and the other as the fix." } ] }, @@ -9602,247 +9538,217 @@ "issue:43606|issue:45083", "issue:44857|issue:45593", "issue:43335|issue:43653", - "issue:44206|issue:45584", "issue:37428|issue:43425", + "issue:44206|issue:45584", "issue:43388|issue:43526", "issue:46512|issue:46821", "issue:45759|issue:46285", "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:38175|issue:45412", - "issue:46424|issue:46858", "issue:44995|issue:46858", + "issue:46424|issue:46858", "issue:43335|issue:43504", "issue:43611|issue:44466", "issue:44855|issue:45083", "issue:43550|issue:44112", "issue:45520|issue:46170", "issue:43335|issue:45083", - "issue:43335|issue:44112", "issue:37428|issue:44351", + "issue:43335|issue:44112", "issue:43335|issue:45593", "issue:44448|issue:44743" ], - "prepared_review_unit_hash": "7e251e806473581c1cc6e5fa59c9cc53edf27c231fa6dfa35328297d48070254", + "prepared_review_unit_hash": "1640b79cb48a28dc6900cd60d74e636bee9913519d8cc853176e05957e9beff4", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37118, - "estimated_input_tokens": 9280, - "estimated_eval_tokens": 18816 + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated model, runtime, import, and docs regressions. None of the soft pairs look safe to merge as duplicates; they share at most a broad subsystem, not the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44561 is the broadest core regression here: a v5 API removal breaking trust_remote_code models. If one issue has to anchor this mixed cluster, it is the most representative compatibility break.", + "summary": "This set is very noisy: the soft-similarity pairs mostly link clearly different bugs, regressions, or docs issues, so I rejected all proposed duplicates. The most central issue by linkage is the SwitchTransformers sparse-layer bug, but the cluster overall does not look like a single tight duplicate family.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43335 is the most connected item in the soft-pair graph and is a concrete, reproducible code bug rather than a docs/version mismatch or a vague environment issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44561 is the strongest global representative because it affects a shared loading path and has a clear, version-wide impact rather than a model-specific edge case.", + "best_issue_reason": "issue:43335 is the strongest representative because it has the clearest underlying code-path failure and the widest apparent overlap with other nearby soft-similarity candidates, even though most pairs are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different failures: Perceiver resolution/interpolation bug vs RT-DETR memory not being released." + "reason": "Different models and failures: Perceiver resolution handling vs RT-DETR memory reclamation." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Unrelated code paths: DAC latent reconstruction mismatch vs GraniteSpeech CI device override failure." + "reason": "DAC latent conversion bug is unrelated to a stale CI test/device override failure." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different models and bugs: SwitchTransformers sparse-layer construction vs Bamba torch.compile/SDPA crash." + "reason": "SwitchTransformers config creation bug and Bamba torch.compile/SDPA failure are different code paths." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal, but one is missing mm_token_type_ids defaults and the other is incorrect RoPE time-position scaling." + "reason": "Gemma 4 text-only token IDs issue is unrelated to Qwen2.5-VL rope index scaling." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both involve GPU inference failures, but the concrete issues differ: auto device mapping cudaErrorAssert vs FP8 on B200." + "reason": "Both are runtime failures, but one is auto device mapping cuda assert and the other is FP8 inference on B200; not the same bug." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both are import/version-compatibility problems, but they remove different symbols and break different code paths." + "reason": "Both mention missing utilities in v5-era code, but they are different symbols and different compatibility breaks." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different helper logic: latent-forward mismatch in DAC vs feature-length calculation in qwen3_omni_moe." + "reason": "DAC from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different components and failure modes: processor input-size mismatch vs CUDA AMP loss crash." + "reason": "Processor input-size mismatch and AMP CUDA crash are separate failures." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is pipeline-removal drift and the other is an outdated argument description; not the same bug." + "reason": "Both are documentation issues, but they cover different pipeline APIs and different behavioral mismatches." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length arithmetic." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length arithmetic." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "One is an AMP/CUDA crash in LwDETR loss, the other is missing auxiliary losses when denoising is disabled." + "reason": "LwDetr AMP crash and D-FINE auxiliary-loss omission are unrelated training bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token registration." + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different subsystems." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different regressions: unsupported center argument in LasrFeatureExtractor vs Whisper empty-transcription generation after token alignment." + "reason": "ImportError for a flash-attn helper is not the same as a Torch 2.10 compatibility report." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "One is a missing internal import symbol, the other is a broad Torch 2.10 incompatibility report." + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are different code paths." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both concern labels in BEiT-related code, but one is gather_for_metrics dropping tuple elements while the other is reduce_labels returning only one label." + "reason": "Both concern labels, but one is metric gathering on the last batch and the other is Beit image processor label reduction." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Different API bugs: stale config dtype after from_config vs TimesFM window_size raising AttributeError." + "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both touch multimodal config structure, but one is unwrapping text_config for AutoModelForCausalLM and the other is CLIP class structure inconsistency." + "reason": "Composite Qwen multimodal config unwrapping is unrelated to CLIP text-model structure inconsistency." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Unrelated failures: flash-attention test breakage vs Trainer _gpu_broadcast_one rejecting NoneType." + "reason": "Flash Attention 2 test failures and NoneType GPU broadcast errors do not share the same underlying bug." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Generic import error vs MacOS bus error on a specific community CLIP model; not the same bug." + "reason": "PyTorch-not-found ImportError and MacOS bus error on a CLIP model are unrelated environment/runtime problems." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to RT-DETR memory lifecycle." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to RT-DETR memory leaks." }, { - "left": "issue:46424", + "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both involve cache behavior, but one is max_cache_length being ignored and the other is device-tensor seq-length breaking slice arithmetic." + "reason": "GlmMoeDsa stale indexer cache and static-cache seq-length tensor arithmetic are both cache-related but not the same concrete defect." }, { - "left": "issue:44995", + "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Stale indexer cache on second forward is a different cache bug than get_seq_length returning a device tensor in prefill." + "reason": "Quantized-cache max length handling is a different cache policy bug than device-tensor seq-length arithmetic." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different model-loading problems: sparse encoder layer creation vs BEiT legacy-field preset loading." + "reason": "SwitchTransformers sparse-layer creation and Beit legacy-field loading are unrelated model-load bugs." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both are v5 loading/serialization regressions, but they affect different mechanisms: base_model_prefix loading vs tied-weight serialization." + "reason": "Base-model-prefix loading breakage and lm_head serialization inconsistency are different v5 regressions." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 torch.jit parsing error is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Python 3.13 torch.jit indentation parsing failure is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different runtime failures: torch.compile with SDPA vs stale device override test on CI." + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override test are not the same bug." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/dependency issues, but one is a missing flash_attn key on Python 3.13 and the other is a Windows ROCm torch.distributed problem." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "Different model internals: sparse-layer config creation vs feature-extraction output length computation." - }, - { - "left": "issue:43335", - "right": "issue:44112", - "accept": false, - "reason": "No shared bug: SwitchTransformers config construction vs GraniteSpeech CI test drift." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and different compatibility breaks." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "SwitchTransformers layer-construction bug is unrelated to D-FINE auxiliary-loss handling." - }, - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Different model behaviors: Pegasus output differs across v4/v5, while qwen3 modular recurrent state resets with cache." + "reason": "flash_attn import key error on Python 3.13 and Windows ROCm torch.distributed dependency issues are distinct import/runtime problems." } ] }, @@ -9926,12 +9832,12 @@ "issue:39692|issue:43526", "issue:43606|issue:44857", "issue:43819|issue:44493", - "issue:46431|issue:46566", "issue:28218|issue:32090", - "issue:45310|issue:45478", + "issue:46431|issue:46566", "issue:39692|issue:44493", - "issue:43720|issue:44112", + "issue:45310|issue:45478", "issue:43701|issue:45083", + "issue:43720|issue:44112", "issue:44448|issue:44779", "issue:44206|issue:45823", "issue:26413|issue:31501", @@ -9945,20 +9851,20 @@ "issue:44857|issue:45072", "issue:27957|issue:34689" ], - "prepared_review_unit_hash": "c127e586f6f6ad8074f185d0f9c222144ac38707b3adcb32f5c6923ef186eef2", + "prepared_review_unit_hash": "d211dc87d2e72818222c56f615a71ce516aaa0af79a0c57746c4870899b3ac98", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36088, + "serialized_chars": 36085, "estimated_input_tokens": 9022, "estimated_eval_tokens": 18300 }, @@ -9967,186 +9873,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are topical but not duplicate-level matches. The only clear same-bug duplicate here is the repeated Qwen3.5 MoE from_pretrained regression (#45310 / #45478).", - "confidence": 0.93, - "canonical_issue_reason": "Use issue #45310 as the canonical issue for the one clear duplicate pair because it is the earlier, more detailed report of the same Qwen3.5 MoE from_pretrained regression; #45478 is a near-identical follow-up.", + "summary": "This set is mostly heterogeneous; most soft pairs share only broad subsystem keywords and are not duplicates. The only strong duplicate is the Qwen3.5 MoE from_pretrained regression pair.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45310 is the clearest canonical issue: it is the earlier report and 45478 appears to be the same Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45310 is the best issue to anchor the cluster because it most clearly describes the duplicated Qwen3.5 MoE loading failure and has the fuller discussion context.", + "best_issue_reason": "Issue 45310 is the best issue representative because it matches the duplicate report exactly and is the earliest, most central instance of that concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different failures: dtype drift during evaluate vs an incorrect pipeline error message about translation support." + "reason": "Both concern v5-era behavior changes, but one is an embedding dtype drift and the other is a pipeline error message; different bugs and code paths." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat/template handling, but one crashes on tool-call messages with no content while the other is a mistral_common continue_final_message bug." + "reason": "Both involve chat templates, but one crashes on assistant messages with tool calls and no content, while the other is a mistral_common continue_final_message issue." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Unrelated bugs: model loading regression for Llama 3.2 Vision vs embedding reinitialization after resize when tie_word_embedding is False." + "reason": "Both are model-loading/training regressions, but one is Llama 3.2 Vision load failure and the other is embedding reinitialization after resize; not the same bug." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "One is a local-path import warning, the other is a model-loading failure in unit tests for a specific model." + "reason": "One is a local path trailing-slash import warning, the other is a unit-test model loading failure for GLM-4.7; unrelated failure modes." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same subsystem, but different concrete bugs: batched padding=False crash vs assistant_masks becoming all zeros for multimodal inputs." + "reason": "Both use apply_chat_template, but one is a padding=False batched-input crash and the other is incorrect all-zero assistant masks for multimodal inputs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different code paths: flash_attention sink-less s_aux=None crash vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + "reason": "Both touch flash attention / offload behavior, but the reported crashes are different: s_aux=None AttributeError versus Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different subsystems and symptoms: LayoutLMv3 error clarity vs trainer _gpu_broadcast_one NoneType type error." + "reason": "The shared theme is error handling, but one is a LayoutLMv3 boxes validation message and the other is a Trainer broadcast TypeError; no same underlying defect." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Doc/example problems for SigLIP2 do not match a BeitImageProcessorFast reduce_labels logic bug." + "reason": "One is a SigLIP2 docs example with model/processor mismatch and quantization failure; the other is a BeitImageProcessorFast label reduction bug." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different runtime failures: CPU offload device mismatch vs float16 AMP crash in a loss function." + "reason": "Both are training/runtime failures, but one is a device mismatch with CPU offload and the other is a float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "A DAC forward/from_latents mismatch is unrelated to unexpected position_id key warnings across many models." + "reason": "Different code paths: DAC from_latents vs a generic unexpected position-id key issue across many models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to the Trainer NoneType GPU broadcast error." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Chat template absence error is unrelated to DiffusionGemma weights staying on meta with device_map=auto." + "reason": "One is a missing chat template error, the other is DiffusionGemma weights staying on meta with device_map=\"auto\"; unrelated." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Tokenizer spacing bug and trainer broadcast type error are unrelated." + "reason": "Docs/example failures are not the same as the broad unexpected position-id key regression." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same underlying regression: Qwen3.5 MoE from_pretrained fails in transformers>=5.4.0; #45478 appears to be a duplicate report of the same bug." + "reason": "Same title and same concrete regression: transformers>=5.4.0 causes Qwen3.5 Moe from_pretrained to fail." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Different issues: SigLIP2 docs/model-processor mismatch vs widespread unexpected position_id keys." + "reason": "Both mention helper/checkpoint-style issues, but one is resume_from_checkpoint key mismatch and the other is qwen3_omni_moe feature-length computation; different bugs." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet accelerate-loading failure and GraniteSpeech CI stale device override are not the same bug." - }, - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature length helper behavior." + "reason": "Both are CI/model-loading failures, but one is BitNet packed weights not unpacked during accelerate loading and the other is a stale device override test in GraniteSpeech." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v4/v5 regressions, but they affect different models and different parts of the stack." + "reason": "Different regressions: Pegasus output drift between v4/v5 versus Deepseek tokenizer incorrect results in v5." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Feature extractor unsupported arg crash and Gemma4 PLE device mismatch are separate failures." + "reason": "One is a LasrFeatureExtractor unsupported-center-arg crash, the other is Gemma4 PLE device mismatch under device_map=\"auto\"." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Checkpoint resume iterator failure is not the same as FineWeb training not starting." + "reason": "Resume-from-checkpoint epoch_iterator failure and FineWeb SLM training not starting are too different to be the same bug." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocabulary collapse is unrelated to the 2^24 category limit runtime error." + "reason": "LoRA merge collapsing tied embeddings and a category-count runtime limit are unrelated." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding." + "reason": "Both are image/video model processing issues, but one is Sam3Video OOM and the other is Swin2SR over-padding; different failures." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and missing import_utils availability helper are different bugs." + "reason": "Tokenizer protobuf error handling is unrelated to a missing import_utils availability helper." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast error and MacOS bus error in CLIP loading are unrelated." + "reason": "A NoneType GPU broadcast error in Trainer is not the same as a MacOS bus error when loading a community CLIP model." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path slash warning does not match a tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + "reason": "Trailing-slash import warning and Qwen2-57B-A14B-Instruct TP OOM are unrelated loading problems." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe output length behavior." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and qwen3_omni_moe feature-length behavior are different model-specific bugs." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Both are detection-training issues, but the root causes differ: missing auxiliary losses vs infeasible cost matrix." + "reason": "D-FINE losing auxiliary losses and RTDetrLoss cost-matrix infeasibility are distinct detection-training issues." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different dtype-related bugs in different models and execution modes; not the same code-path failure." + "reason": "Different dtype/AMP problems: LwDetrImageLoss float16 CUDA crash versus SwitchTransformers/TimmWrapperModel bfloat16 inference mismatch." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Unrelated model families and failures: Flash Attention 2 support request vs a Llama 3.2 Vision loading regression." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated model-specific issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: #45310 and #45478 are the only clearly identical-title pair, and the canonicalization rationale is conservative. The rejected soft-edge pairs are also phrased cautiously and do not overclaim duplication from topical similarity alone." + "feedback": "The assessment is grounded in the packet. The canonical pair `issue:45310` / `issue:45478` is an exact title match and the earlier report is a reasonable canonical choice. The remaining soft-edge rejections are conservative and the justifications stay within the evidence visible in the packet. No PR-mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -10224,214 +10130,214 @@ "issue:10000|issue:15354", "issue:43278|issue:43329", "issue:45290|issue:45381", + "issue:37428|issue:42175", "issue:29870|issue:33290", "issue:43257|issue:43299", - "issue:37428|issue:42175", "issue:44448|issue:44977", "issue:43278|issue:43381", "issue:44855|issue:46399", "issue:44360|issue:44561", - "issue:32090|issue:33290", "issue:45290|issue:46655", + "issue:32090|issue:33290", "issue:43927|issue:45698", "issue:45920|issue:46192", "issue:40444|issue:43526", "issue:44977|issue:45229", "issue:42490|issue:43873", "issue:43381|issue:43701", - "issue:43873|issue:45229", "issue:46421|issue:46858", "issue:25251|issue:32090", + "issue:43873|issue:45229", "issue:44448|issue:44466", "issue:44871|issue:44977", "issue:43976|issue:45440", "issue:29127|issue:34567", "issue:33357|issue:39692" ], - "prepared_review_unit_hash": "66c6f80fa9cfe28edbb85c5167e13e4e727f0e4b30fc59b6d707da8cfbd1fc00", + "prepared_review_unit_hash": "ded07c94e81489c0803aa4b4fd027ce4837ea24b9cfe9c11a6a9f2206418da84", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37003, - "estimated_input_tokens": 9251, - "estimated_eval_tokens": 18758 + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: it mixes unrelated issues across tokenization, generation, caching, multimodal processors, save/load, and training/runtime behavior. None of the soft-similarity pairs look like the same underlying bug, so there are no duplicate merges here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These items are a grab bag of mostly unrelated bug reports across tokenizer, cache, multimodal, trainer, and model-loading areas; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45920 is the strongest anchor: it describes a concrete, high-impact v5 regression affecting multiple models with a clear symptom and scope.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest standalone anchor: it describes a broad, concrete tokenizer regression affecting multiple models and a core API path, so it is the best candidate if a canonical issue had to be chosen.", + "best_issue_reason": "issue:45920 is the most representative and reusable triage target because it is specific, broadly impactful, and framed as a regression with clear reproduction value.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and subsystems: SigLIP2 zero probabilities vs unexpected position-id key warnings." + "reason": "Different failures: zero probabilities in SigLIP2 vs unexpected position-id/key warnings; no shared code path or symptom." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation/compiled forward behavior is unrelated to cache max length handling for quantized cache." + "reason": "Both involve generation/cache behavior, but one is inconsistent compiled forward outputs and the other is cache length config handling; not the same bug." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention test failures and embedding reinitialization are separate bugs." + "reason": "Flash Attention test failures and embedding reinitialization are unrelated subsystems with different root causes." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate() mask initialization bug is unrelated to Trainer GPU broadcast NoneType errors." + "reason": "BART generate UnboundLocalError and Trainer broadcast NoneType are separate runtime errors in different paths." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "DistilBert German issue and torch.jit.generator expression support are different failure modes." + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated model/export problems." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "A dtype change in evaluate is not the same as undefined variables in multimodal token counting." + "reason": "BF16-to-FP32 eval dtype drift is not the same as undefined variables in multimodal token counting." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different code paths." + "reason": "Chat-template crash on tool-call messages and Qwen2.5-VL video position-id bug are distinct multimodal formatting issues." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "ImportError for flash-support helper and missing TensorFlow in a torch-only install are unrelated packaging/import problems." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Generate-time decoder mask bug is unrelated to Adafactor/DeepSpeed OOM." + "reason": "Generation mask initialization error and deepspeed Adafactor OOM are different failure modes." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "One is a weight-conversion issue; the other is a model-loading regression for a different Qwen variant." - }, - { - "left": "issue:37428", - "right": "issue:42175", - "accept": false, - "reason": "Flash-attention import error and missing TensorFlow backend package are unrelated packaging/runtime issues." + "reason": "Both touch Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is a v5 loader regression; not clearly the same concrete bug." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output mismatch is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated model-specific issues." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift and gradient-checkpointing in eval mode are distinct problems." + "reason": "Evaluation dtype change and gradient-checkpointing-in-eval are different training/eval behaviors." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorators, but the concrete failures and code paths are different." + "reason": "Both mention decorators/scripted code, but one is a Python 3.13 import parsing problem and the other is a missing registration decorator for apply_rotary_pos_emb." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code." + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Trainer broadcast of None and DeepSpeed Adafactor OOM are not the same bug." + "reason": "Both are video/multimodal-adjacent, but one is chat templating and the other is video padding calculation; different code paths." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Chat-template tool-call crash and SmolVLM video padding error are different multimodal issues." + "reason": "Trainer GPU broadcast type error and Adafactor OOM in deepspeed are not the same underlying problem." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Save/load custom token IDs and wrong custom module loading are related broadly, but not the same concrete defect." + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module; different root causes." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression and return_tensors being ignored are separate API issues." + "reason": "Tokenizer ID regression across models is unrelated to silently ignoring return_tensors when text_kwargs is passed." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Qwen2.5-VL iterable dataset/multiple-image finetuning failure and BeitImageProcessorFast label reduction are separate processor bugs." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU CUDA OOM are different failures." + "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU CUDA OOM are different model/runtime issues." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Import warning on trailing slash path and quantization offloading behavior do not share the same root cause." + "reason": "Trailing-slash local-model import warning and quantization offloading malfunction are unrelated loading vs execution problems." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:43873", - "right": "issue:45229", - "accept": false, - "reason": "Quantization offloading and Gemma4 OOM are both memory-related, but not the same underlying bug." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are not the same bug." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/compile, but one is spurious recompilation and the other is a device-tensor slice-arithmetic bug." + "reason": "Both concern cache/compile behavior, but one is spurious recompilation from lazy init and the other is device-tensor seq length breaking slice arithmetic; too different to merge." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast errors." + "reason": "Pipeline top_k nesting change and GPU broadcast NoneType error have no meaningful overlap." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading and Gemma4 multi-GPU OOM may both be memory-related, but they are not the same failure mode or fix." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output mismatch and lm_head serialization inconsistency are different model-behavior bugs." + "reason": "Model output drift across versions and lm_head.weight serialization inconsistency are different regression classes." }, { "left": "issue:44871", @@ -10443,19 +10349,19 @@ "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility breakage and DeepseekV3MoE divergence are separate issues." + "reason": "Python-version support regression and DeepseekV3MoE divergence are unrelated issues." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error clarity and TrainerState token counter not updating are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are different concerns." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error for community CLIP and SigLIP2 doc-example errors are not the same bug." + "reason": "MacOS bus error on CLIP loading and SigLIP2 docs/model-processor mismatch are separate problems." } ] }, @@ -10530,14 +10436,14 @@ ], "soft_pairs": [ "issue:43278|issue:43575", - "issue:44561|issue:44779", "issue:44361|issue:45198", + "issue:44561|issue:44779", "issue:44186|issue:45198", "issue:44568|issue:45491", + "issue:45198|issue:45803", "issue:41720|issue:45229", "issue:44977|issue:45563", "issue:45588|issue:45823", - "issue:45198|issue:45803", "issue:43611|issue:46121", "issue:29870|issue:34689", "issue:29942|issue:30064", @@ -10546,13 +10452,13 @@ "issue:43756|issue:45440", "issue:43653|issue:44442", "issue:42915|issue:42994", - "issue:43575|issue:43701", "issue:44265|issue:45198", + "issue:43575|issue:43701", "issue:29127|issue:33357", "issue:42490|issue:43381", "issue:43065|issue:43994", - "issue:45491|issue:46693", "issue:43065|issue:45412", + "issue:45491|issue:46693", "issue:29127|issue:35141", "issue:45245|issue:45563", "issue:43412|issue:45588", @@ -10560,214 +10466,208 @@ "issue:45440|issue:45593", "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "10b8d3f9d5418e5dd29bc57e43f19b071bc98ec330e4a188bf54601c84cc4c1f", + "prepared_review_unit_hash": "56a1a1cce5f231f819142321405f183c754429f2d06631d8857a07a96799807c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36778, - "estimated_input_tokens": 9195, - "estimated_eval_tokens": 18646 + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidate soft pairs are false positives. The set is a heterogeneous collection of unrelated issues across tokenizers, loading, quantization, generation, export, preprocessing, and memory/runtime behavior, so there is no real duplicate cluster here.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits: these items do not share one underlying bug or change, so any single issue would be an arbitrary anchor rather than a true duplicate target.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No global best issue for deduplication: the issues cover distinct subsystems and root causes, so none is a suitable representative for merging or duplicate triage.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "The cluster is highly heterogeneous: it spans unrelated tokenizer bugs, model-loading regressions, generation issues, export failures, and attention/runtime problems. None of the soft-similarity pairs look like the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items are too diverse across models and subsystems to represent one duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45588 is the clearest standalone report (specific crash in `integrations/flash_attention.py` with a concrete null-handling failure), but it is not a valid global duplicate anchor for the rest of the set.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Different problems: dtype drift during eval vs tensor-parallel load OOM." + "reason": "BF16/FP32 dtype drift in evaluation is unrelated to Qwen TP loading OOM." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Both are v5-related, but one is a missing API import and the other is a tokenizer correctness regression." + "reason": "Different tokenizer families and different failure modes: MLuke AttributeError vs Wav2Vec2 save/tokenization failure." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Separate tokenizer failures with different models and failure modes." + "reason": "API removal breakage for trust_remote_code is not the same bug as Deepseek tokenizer regression." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Both involve tokenization, but the LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer issues." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Special-token handling vs GPU NaN embeddings from sliding-window attention are different bugs." + "reason": "Missing BOS/EOS tokens is a tokenizer special-token bug, not the same as Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's broad exception handling bug." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are inference/runtime issues, but cuda assert on auto device mapping is not the same as multi-GPU OOM." + "reason": "Both are GPU-related, but one is a cudaErrorAssert during auto device mapping and the other is an OOM during multi-GPU inference." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and a stale warning in paged generate() are unrelated." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale warning about `num_return_sequences`." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Different code paths: flash_attention integration crash vs device-mismatch during Gemma4 forward." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Different preprocessing/tokenization errors; one is model-specific failure, the other is a bare except swallowing errors." + "reason": "flash_attention null-handling crash is a different code path from Gemma4 PLE device mismatch in forward." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base-model-prefix loading regression is unrelated to rope-parameter validation on JSON-loaded lists." + "reason": "`base_model_prefix` loading regression and RoPE validation TypeError are distinct loading/configuration bugs." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Different failures: BART generate() decoder mask bug vs Llama 3.2 Vision model loading breakage." + "reason": "BART `generate()` unbound local error is unrelated to Llama 3.2 Vision model loading failure." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "Flash Attention 2 test failures and void segmentation map processing are completely different issues." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to Qwen recurrent-state reset logic." + "reason": "BigBird tokenizer special-token registration bug is unrelated to Qwen recurrent-state reset with cache." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature-extractor argument regression and video-input regression affect different subsystems and models." + "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to the Qwen video regression." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model-implementation mismatches: RoPE-layer dropping vs DeepSeekV3MoE divergence." + "reason": "Both mention model implementation differences, but they concern different models and different functional bugs." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird special-token decoding bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "BigBird tokenizer decode issue and FastSpeech2Conformer tokenizer loading failure are not the same defect." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both are quantization-adjacent, but one is FP8 config failure and the other is quantized saving failure." + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are separate quantization-path bugs." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + "reason": "`torch.export` failure due to `torch_compilable_check` is unrelated to Wav2Vec2 tokenization/save issues." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained issues." + "reason": "TP-loading OOM for Qwen2-57B is not the same as a checkpoint key mismatch on resume." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-clarity error and MacOS bus error in CLIP model loading are unrelated." + "reason": "LayoutLMv3 error clarity and CLIP bus error on macOS are different bugs with different failure surfaces." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are different bugs." + "reason": "Trailing-slash import warning is unrelated to eval-mode gradient checkpointing incompatibility." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d placeholder issue is unrelated to SigLIP2 AutoModel/pipeline output corruption." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Both involve attention/generation, but NaN embeddings from mixed-length batching are not the same as FA2 long-context performance regression." + "reason": "Sam3PixelDecoder dummy layer issue and RT-DETR memory retention are different model/runtime problems." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Dummy layer cleanup and RT-DETR memory release are unrelated." + "reason": "Gemma3 NaN embeddings is a correctness bug, while FA2 long-context regression is a performance issue." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are different issues." + "reason": "LayoutLMv3 box-info error messaging and token-embedding reinitialization in post_init are unrelated bugs." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit error and stale num_return_sequences warning are unrelated." + "reason": "Category-count runtime error and stale generate warning are not the same kind of issue." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export constraints and flash_attention s_aux handling are different code paths." + "reason": "Executorch export failure with missing training guard/unsupported op is unrelated to flash_attention null handling." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import error from mistral_common is unrelated to flash_attention AttributeError." + "reason": "Gemma processor import failure from `mistral_common` is unrelated to the flash_attention crash." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeek model divergence and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer exception masking and leftover dummy classes/check_repo failures are different maintenance bugs." + "reason": "DeepSeekV3MoE divergence from remote impl and D-FINE auxiliary-loss logic are different model-specific bugs." } ] }, @@ -10841,10 +10741,10 @@ ], "soft_pairs": [ "issue:43526|issue:47217", - "issue:45406|issue:46701", "issue:43575|issue:44387", - "issue:43066|issue:44462", + "issue:45406|issue:46701", "issue:43994|issue:45412", + "issue:43066|issue:44462", "issue:43421|issue:45491", "issue:45372|issue:45406", "issue:45412|issue:46369", @@ -10859,10 +10759,10 @@ "issue:43526|issue:46693", "issue:44857|issue:45588", "issue:43334|issue:43531", - "issue:45250|issue:46640", "issue:43994|issue:46369", - "issue:42915|issue:43931", + "issue:45250|issue:46640", "issue:43381|issue:43873", + "issue:42915|issue:43931", "issue:45588|issue:46821", "issue:46121|issue:46399", "issue:44514|issue:45381", @@ -10870,208 +10770,208 @@ "issue:44977|issue:45245", "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "0a3567d210082337c0d60ca67ad3e5a7521ee6172a0255961a80d4d54ee0916a", + "prepared_review_unit_hash": "8f1277c65da520e0927f523cf890ec399430c40cfd281dddb08f12bbdaa2092f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35625, - "estimated_input_tokens": 8907, - "estimated_eval_tokens": 18070 + "serialized_chars": 35617, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-linked issues span unrelated model bugs, tokenizer regressions, memory/OOM problems, and processor edge cases. I found no pair that is clearly the same underlying defect, so none of the soft edges should be merged.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue stands out; the items are not duplicates but a grab bag of unrelated Transformers bugs and regressions.", + "summary": "No soft duplicates look valid here: the paired issues only share broad vocabulary (e.g. \"flash attention\", \"OOM\", \"tokenizer\") but describe different code paths and failure modes. This looks like a heterogeneous set, not one duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a credible canonical representative; the items span unrelated bugs and features with only superficial title overlap.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster lacks a shared concrete problem statement.", + "best_issue_reason": "No global best issue: none of these issues can safely stand in for the rest as the underlying problem is not shared.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs VL image-placeholder handling." - }, - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Different code paths: Gemma4Processor `_tokenizer` attribute error vs DiffusionGemmaGenerationOutput pipeline failure." + "reason": "Different subsystems and symptoms: BEiT image processor label reduction vs VL image-placeholder handling." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both are OOM reports, but from different causes: tensor-parallel loading vs int4 quantization memory growth." + "reason": "Both mention OOM, but one is tensor-parallel loading for a Qwen model and the other is int4 quantization memory regression." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer-v5 decoder-type regression is unrelated to AutoTokenizer ignoring `tokenizer.json`." + "reason": "Gemma4 processor loading/import failure is unrelated to DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Different subsystems: SigLIP2 wrong outputs vs RT-DETR memory not released." + "reason": "SigLIP2 wrong outputs and RT-DETR memory release are different problems in different model families." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch in v5 is not the same as AutoTokenizer ignoring repository tokenizer.json." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Special-token post-processor sync bug is unrelated to Gemma3 NaNs from sliding-window padding." + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma 4 import/dependency issue is separate from Gemma4Processor missing `_tokenizer` in serve." + "reason": "Dependency import error in Gemma 4 path is distinct from a missing _tokenizer attribute on Gemma4Processor." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but one is RT-DETR GC/leak behavior and the other is SAM3 LiteText overflow." + "reason": "Both are memory-related, but one is RT-DETR cleanup/leak behavior and the other is SAM3-LiteText memory overflow." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different concrete problems." + "reason": "AutoTokenizer load failure for a tokenizer class and dtype mismatch in CI are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "One is a missing `ReasoningEffort` import in Gemma 4 loading; the other is protobuf error handling hiding tokenizer errors." + "reason": "Gemma 4 import breakage is not the same as protobuf exception handling hiding tokenizer errors." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 issue is unrelated to adafactor/deepspeed OOM." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Adafactor+DeepSpeed OOM." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to the LayoutLMv3 error-message clarity issue." + "reason": "Model/attention integration issue does not match a LayoutLMv3 error-message clarity bug." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Label reduction bug in BeitImageProcessorFast is unrelated to Kosmos2.5 OCR index errors." + "reason": "BEiT label reduction bug and Kosmos2.5 long OCR index error are different image-processing issues." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is not the same as a model-loading breakage in 4.46.2." + "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision model loading breakage are unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Memory OOM in training is unrelated to output embedding reinitialization after resize." + "reason": "Optimizer OOM is not the same as embedding reinitialization after resizing token embeddings." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2_5_VL import error and a generic dependency issue are too different to be duplicates." + "reason": "Import error for a specific Qwen model class is not the same as a generic dependency issue with transformers." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Processor label handling bug is unrelated to FA2 long-context performance regression." + "reason": "Label reduction bug in an image processor is unrelated to FA2 long-context performance regression." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP crash and flash_attention `s_aux=None` crash are different failures." + "reason": "AMP/CUDA crash in LwDetrImageLoss and flash-attention sink handling are different failure paths." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL `pad_token_id` attribute error is unrelated to Qwen3-MoE `sliding_window` behavior." - }, - { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Both are generic FA2 reports, but there is no evidence of the same concrete bug or shared code path." + "reason": "Missing pad_token_id in Qwen3-VL config is unrelated to sliding_window behavior in Qwen3-MoE." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 bad outputs and SAM3 LiteText memory overflow are unrelated." + "reason": "SigLIP2 wrong outputs and SAM3-LiteText memory overflow do not describe the same bug." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Qwen3Moe FP8 failure is not the same as Qwen3-VL weight-shape mismatch on load." + "reason": "Both are about Flash Attention 2, but the titles are too generic to indicate the same concrete bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are separate model-loading problems." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and TimesFM `window_size` AttributeError are different code paths." + "reason": "Flash-attention sink handling crash is not the same as TimesFM window_size attribute error." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation list handling and Qwen3.5 kernel-registration/decorator failure are unrelated." + "reason": "RoPE validation type handling and Qwen3.5 rotary registration failure are different code paths." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched processor padding crash and video `vision_position_ids` bug are different Qwen2.5-VL issues." + "reason": "Processor batching/padding crash and Qwen2.5-VL vision_position_ids bug are distinct." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model init breakage in Transformers 5.0 is unrelated to patchtsmixer's optional `post_init` policy." + "reason": "Custom model initialization breakage is not the same as patchtsmixer post_init API restriction." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and category-count limit runtime error are unrelated." + "reason": "Flash-attention generation issue and category-count runtime limit are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset with cache is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." + "reason": "Qwen3.5 recurrent state reset and Whisper batch_decode skip_special_tokens handling are unrelated." } ] }, @@ -11129,8 +11029,8 @@ "issue:44871", "issue:44898", "issue:44913", + "issue:44964", "issue:44987", - "issue:45003", "issue:45137", "issue:45216", "issue:45325", @@ -11153,8 +11053,8 @@ "issue:27957|issue:29870", "issue:42175|issue:46234", "issue:44077|issue:44479", - "issue:45003|issue:45440", "issue:43493|issue:43827", + "issue:44964|issue:45440", "issue:43316|issue:43525", "issue:43873|issue:44871", "issue:44062|issue:45907", @@ -11167,202 +11067,202 @@ "issue:44190|issue:44496", "issue:43931|issue:45216", "issue:43701|issue:46506", - "issue:42617|issue:43575", "issue:43550|issue:43701", + "issue:42617|issue:43575", "issue:44442|issue:45803", "issue:43575|issue:43742", "issue:43232|issue:43388" ], - "prepared_review_unit_hash": "9db7bd162fcb016d88852c15f98b457089d9b58f201893a49eb9f7a765a0d7b6", + "prepared_review_unit_hash": "a015cdbdcfa75aff857ddd4f74ec3423e33b3f21672a31d7bdc6c4a82b27a984", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35994, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports spanning model loading, config regressions, generation bugs, docs, and runtime/environment problems. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43749 has the strongest signal in the set (highest discussion/inbound references) and is a clearly articulated, high-impact bug report, making it the best representative issue.", - "canonical_pr_reason": null, - "best_issue_reason": "It is the most substantial and widely referenced issue here, so it is the best single issue to anchor the cluster despite the lack of true duplicates.", - "best_pr_reason": null, + "summary": "All soft-pair candidates look like false positives: they share superficial vocabulary (loading, config, regression, etc.) but describe different models, APIs, and failure modes.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the provided issues are heterogeneous and do not form a true duplicate cluster.", + "canonical_pr_reason": "No pull requests were provided.", + "best_issue_reason": "No issue is a better global duplicate anchor here; the set is too scattered across unrelated bugs and subsystems.", + "best_pr_reason": "No pull requests were provided.", "soft_edge_verdicts": [ { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different subsystems and failures: CLIPVisionModel hidden_states regression vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Different bugs: CLIPVisionModel hidden_states regression vs Qwen3_5Moe CPU offload incompatibility." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Unrelated components: tokenizer loading failure vs Perceiver image-classification padding/interpolation failure." + "reason": "Tokenizer-loading failure and image-classification padding bug are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "One is an audio chat-template sampling-rate default bug; the other is a feature-extractor argument incompatibility. Different code paths." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to the feature extractor center-arg crash." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to Qwen3.5 recurrent-state reset in cached generation." + "reason": "Local-path import warning and Qwen recurrent-state reset are separate code paths." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading under accelerate is unrelated to tokenizer loading for FastSpeech2ConformerTokenizer." + "reason": "BitNet weight unpacking during accelerate loading is unrelated to FastSpeech2 tokenizer loading." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a BART generate decoder_attention_mask assignment bug are different issues." + "reason": "XLMRoberta Flash Attention 2 support and BART generate() mask initialization are different issues." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backends installation issue vs missing import_utils helper; same area of deps, but not the same bug." + "reason": "Missing TensorFlow backend on install and missing import_utils helper are not the same bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init policy issue is unrelated to Qwen video-input regression." + "reason": "patchtsmixer post_init policy and video-input regression affect different models and failures." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is a different code-path from DeepseekV3MoE divergence from remote implementation." + "reason": "SigLIP2 implementation mismatch is not the same as docs still referencing removed pipeline() APIs." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence are distinct model-specific problems." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both mention config discrepancies, but they affect different model families and different missing fields/behavior." + "reason": "Gemma3TextConfig API inconsistency is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading behavior and Gemma-3 eos_token_id config inconsistency are not the same underlying bug." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different issues." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken constructor argument duplication is unrelated to list_repo_files failing to forward revision." + "reason": "AddedToken special-kwarg collision is unrelated to list_repo_files revision forwarding." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code dropping fields on AutoConfig load and rotary_pct resetting on reload are both config-related, but they are distinct defects." + "reason": "trust_remote_code field loss and GPTNeoX rotary_pct reload default are separate config bugs." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 TorchScript parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 script parsing/import error is unrelated to the ZeRO3 deque underflow." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Different multiconfig/composite-model issues: Gemma3TextConfig API mismatch vs AutoModelForCausalLM not unwrapping text_config." + "reason": "Gemma3TextConfig discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope-index temporal scaling bug and Swin2SR over-padding bug are different image/video preprocessing issues." + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is not the same as Qwen3-VL weight-shape mismatch during model loading." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific repo on newer transformers and missing tensorflow_text backend registration are different dependency/integration problems." + "reason": "Model load failure on a specific repo and missing tensorflow_text backend mapping are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to unrecognized-model config loading." + "reason": "Local dataset loading script failure and unrecognized model config.json error do not match." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Model loading shape mismatch and save_pretrained checkpoint regression are different phases and different failure modes." + "reason": "Weight-shape mismatch on load and save_pretrained checkpoint regression are different code paths." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch on resume and CPU/CUDA numerical divergence in PPDocLayoutV3 are unrelated." + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated issues." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen2-57B-A14B-Instruct tensor-parallel OOM are different runtime problems." + "reason": "torch.compile SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatches." + "reason": "3d_parallel.py runtime failure and TP OOM when loading Qwen2-57B are different problems." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading and FuyuBatchFeature exception handling are completely different bugs." + "reason": "Tokenizer loading and FuyuBatchFeature exception handling are unrelated." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "The former is a large-model TP memory issue; the latter is a model-specific key error on loading MobileLLM-125M." + "reason": "Qwen2-57B TP OOM and MobileLLM key error are distinct model-loading bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwarg update after sync_gpus and gather_for_metrics dropping tuple labels are unrelated training/generation bugs." + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are separate distributed-training issues." } ] }, @@ -11419,7 +11319,6 @@ "issue:44792", "issue:44871", "issue:44913", - "issue:45381", "issue:45584", "issue:45698", "issue:45803", @@ -11446,214 +11345,207 @@ "issue:43295|issue:44871", "issue:16998|issue:22355", "issue:43295|issue:43825", - "issue:44871|issue:45584", "issue:44521|issue:47217", - "issue:46234|issue:46291", + "issue:44871|issue:45584", "issue:43316|issue:43716", + "issue:46234|issue:46291", "issue:43316|issue:46821", "issue:43646|issue:44913", "issue:44077|issue:44534", - "issue:44464|issue:46421", "issue:43452|issue:44496", + "issue:44464|issue:46421", "issue:44871|issue:46050", "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43404|issue:43441", "issue:44242|issue:46894", "issue:43540|issue:44514", - "issue:43572|issue:46178", - "issue:45381|issue:47217" + "issue:43572|issue:46178" ], - "prepared_review_unit_hash": "390340f735214d27347d2b4210db5472398ba6ff7c2c0a705a017b6ea180d709", + "prepared_review_unit_hash": "1164542aaf4362a14af0fb9afb6f73f15b8ecb6a3193efc417021ee52ce5fba8", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35718, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34836, + "estimated_input_tokens": 8709, + "estimated_eval_tokens": 17674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the soft links are mostly broad topical similarities across unrelated Transformers bugs (multimodal, config/loading, generation, and training). None of the candidate pairs look like the same underlying fix.", - "confidence": 0.81, - "canonical_issue_reason": "No strong canonical issue exists because the cluster is heterogeneous; if one issue must represent it, #44521 is the broadest and most active multimodal bug in the set.", + "summary": "This cluster is mostly a loose collection of Transformers issues around v5 regressions, model loading/saving, and multimodal/model-output edge cases rather than a single duplicate bug. None of the soft pairs look close enough to merge as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and best matches the cluster\u2019s overall v5-regression/custom-code theme.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the most representative cluster item by scope and activity: it is open, has the most inbound references, and centers on a widely relevant multimodal apply_chat_template bug.", + "best_issue_reason": "issue:45698 is the strongest standalone issue here: it has substantial discussion, inbound references, and a concrete save_pretrained/from_pretrained failure with clear reproduction value.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Different failures in different paths: Flash Attention support for XLMRoberta vs Trainer GPU broadcast NoneType error." + "reason": "Both are model/runtime errors, but one is about XLM-RoBERTa Flash Attention support and the other is a Trainer GPU broadcast NoneType error; different code paths." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Both mention None/ModelOutput, but one is CLIPVisionModel hidden_states behavior and the other is generic key assignment logic." + "reason": "One is a CLIPVision hidden_states regression; the other is a generic ModelOutput key-assignment bug. Similar symptoms, different underlying mechanism." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Unrelated bugs: CPU offload device mismatch for bark-small vs resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch for bark-small is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel output issue is unrelated to attention-kernel divergence under torch.compile." + "reason": "CLIPVision hidden_states handling and torch.compile attention-kernel divergence are unrelated bugs." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import for AutoModel." + "reason": "Pipeline top_k nesting behavior and missing PyTorch import for AutoModel are unrelated." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "Different models and fixes: VideoPrism hidden_states output vs Gemma4 quantized embedder dtype casting." + "reason": "VideoPrism hidden_states output corruption is unrelated to Gemma4 dtype casting for quantized embedders." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is failing to save dequantized models while the other loads the wrong custom module after save_pretrained." + "reason": "Both touch save/load flows, but one is dequantized Ministrals/Devstrals saving and the other is custom module resolution after save_pretrained; not the same bug." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Regression in processor.tokenizer/image passing is unrelated to Gemma-3 eos_token_id config mismatch." + "reason": "Processor/tokenizer regression with images is not the same as Gemma-3 eos_token_id config inconsistency." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx import." + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx import are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom model/processor regression is unrelated to pipeline translation error messaging." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Custom processor/tokenizer regression is unrelated to the pipeline translation error message issue." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal chat-template issues, but one is all-zero assistant masks and the other is failure when the image placeholder appears in user text." + "reason": "Both involve multimodal chat/template handling, but one is all-zero assistant masks and the other is image placeholders in user text; different failures." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Missing import-utils helper is unrelated to kernels v0.15 requiring version/revision for pipelines import." + "reason": "Gemma-3 eos_token_id mismatch and Whisper empty-transcription generation are distinct model-specific bugs." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different model/config issues." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing falcon_mamba availability helper and kernels import failure with version/revision are unrelated import-utility issues." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Config API discrepancy is unrelated to TimesFM window_size AttributeError." + "reason": "Gemma3TextConfig API discrepancy is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Transformer 5 custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct reload defaulting." + "reason": "General custom model initialization breakage is not the same as GPTNeoX rotary_pct reloading default regression." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSMixer post_init policy is unrelated to non-persistent buffers being initialized with junk." + "reason": "Patchtsmixer post_init restriction and junk-filled non-persistent buffers are unrelated changes." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is different from cache lazy initialization causing recompilation." + "reason": "gguf_file loading breakage and unrecognized model config.json errors are both loading-related, but not the same concrete bug." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "gguf_file loading breakage for tokenizer/causal LM is not the same as missing model_type in config.json." + "reason": "Both mention generation/compile interactions, but chunked generation inconsistency and cache lazy-init recompilation are separate failure modes." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency is unrelated to sinq quantized save/load breakage." + "reason": "Gemma-3 eos_token_id mismatch is unrelated to quantized model save/load breakage after sinq." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion is unrelated to importing Trainer failing due to datasets." + "reason": "Bare except in FuyuBatchFeature is unrelated to importing Trainer failing because of datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 regression is unrelated to janus model_generate_images test failure." + "reason": "ESM2 breakage and janus image-generation test failure are different model-specific issues." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both are Mistral-family issues, but one is tied lm_head weights and the other is FlashAttention failure in v5 RC." + "reason": "Mistral3 lm_head tying bug and Ministral-3 FlashAttention failure are distinct bugs in the same family, not the same fix." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load-balancing loss omission and CohereASR double-shift are different training-loss bugs with different mechanics." + "reason": "Load-balancing loss omission and CohereASR double-shift training loss bug are both training-loss issues but have different root causes and fixes." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen video input ValueError and Qwen2_5_VL batched chat-template crash are different multimodal input bugs." + "reason": "Video input processing error in Qwen3OmniMoe is unrelated to batched apply_chat_template crashes with padding=False." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to BACKENDS_MAPPING missing tensorflow_text." - }, - { - "left": "issue:45381", - "right": "issue:47217", - "accept": false, - "reason": "Both are VL-related, but one is wrong vision_position_ids for Qwen2.5-VL video input and the other is image placeholder handling in user text." + "reason": "StableLmConfig missing pad_token_idx and backend mapping for tensorflow_text are unrelated configuration/import issues." } ] }, @@ -11702,12 +11594,12 @@ "issue:44743", "issue:44792", "issue:44855", - "issue:44869", "issue:44913", "issue:44964", "issue:44977", "issue:45127", "issue:45200", + "issue:45381", "issue:45405", "issue:45406", "issue:45542", @@ -11723,24 +11615,24 @@ "issue:46424", "issue:46640", "issue:46693", - "issue:46832", "issue:47217" ], "soft_pairs": [ - "issue:45632|issue:46424", "issue:43065|issue:44617", - "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:45632|issue:46424", "issue:45542|issue:46234", + "issue:44610|issue:46369", "issue:43504|issue:45698", "issue:44792|issue:44977", "issue:44792|issue:45600", - "issue:43352|issue:46640", "issue:45803|issue:46170", + "issue:43352|issue:46640", "issue:43650|issue:46202", "issue:44479|issue:47217", "issue:43525|issue:43531", - "issue:45127|issue:45200", "issue:44534|issue:44913", + "issue:45127|issue:45200", "issue:35141|issue:42490", "issue:41950|issue:43475", "issue:43673|issue:44743", @@ -11751,193 +11643,192 @@ "issue:44792|issue:45405", "issue:29870|issue:35141", "issue:43827|issue:43994", - "issue:44869|issue:46832", "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "b236ea942a90a317bed463fb1a4929edea85c8af8d7a90e66bd35b25a005bccb", + "prepared_review_unit_hash": "007218cd83592b219bd7c0295790a93eb88e68c9faad498d6f45bd59928041a4", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35611, - "estimated_input_tokens": 8903, - "estimated_eval_tokens": 18062 + "serialized_chars": 34998, + "estimated_input_tokens": 8750, + "estimated_eval_tokens": 17756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous issue cluster with only superficial similarity between pairs (shared subsystem words, model families, or generic regressions). I do not see a defensible duplicate canonical across the set, and there are no PRs here.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span unrelated bugs in loading, generation, cache behavior, vision, docs, and environment-specific failures.", + "summary": "The cluster is not a true duplicate set; the soft pairs are mostly broad thematic similarities across unrelated bugs. I\u2019d keep the items separate and treat the strongest-loading issue as the best representative only by metadata, not by duplication.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 has the strongest cross-reference signal and the broadest user impact among the set, but the cluster overall is too heterogeneous to justify a stronger duplicate canonicalization.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable as an umbrella duplicate target because the overlap is only topical, not the same underlying bug or change.", + "best_issue_reason": "issue:45698 is the best overall representative because it has the most discussion/inbound references and concerns a core save/load path that affects downstream behavior broadly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is cache length handling; different failure modes." + "reason": "One is a dummy Conv2d design choice in Sam3PixelDecoder; the other is a CUDA OOM in Sam3Video. Different failure modes and fixes." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:45381", + "right": "issue:47217", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video OOM are different problems; one is an implementation stub, the other is memory usage." + "reason": "Both are VL-placeholder related, but one is a video position-id regression and the other is an image-placeholder-in-text failure. Different code paths." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and sam3-litetext memory overflow are unrelated model/pipeline bugs." + "reason": "Local trust_remote_code cache collisions and cache max_length behavior are unrelated cache bugs." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend issue and missing import_utils symbol are unrelated environment/import problems." + "reason": "TensorBoard-without-TF backend handling is unrelated to a missing import_utils helper for Falcon Mamba SSM." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output size mismatch and Sam3-LiteText memory overflow are different problems." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve model loading/saving, but one is a legacy preset field issue and the other is wrong custom-module resolution after save_pretrained." + "reason": "Both involve model loading, but one is a legacy preset field issue and the other is wrong custom-module resolution after save_pretrained." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model/code paths." + "reason": "Janus image-generation test failure is not the same bug as Qwen3.5 flash-attention generation breakage." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A failed Janus test is not the same underlying bug as auto_mappings referencing removed Sam3LiteText configs." + "reason": "A failed Janus test and Sam3LiteText auto-mapping breakage are unrelated." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "One reports Nemotron lacking FA2 support, the other a broader FA2 issue; not the same concrete bug." + "reason": "Bare except swallowing interrupts is unrelated to Windows/ROCm import errors." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "A bare except in Fuyu tensor conversion and a Windows ROCm torch.distributed import failure are unrelated." + "reason": "Model-specific unsupported FA2 error is not clearly the same as a broader flash-attention issue." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "ADD THE DATA and Gemma pipeline roundtrip on \u2581 are completely different issues." + "reason": "Placeholder text 'ADD THE DATA' and Gemma roundtrip failure on \u2581 are unrelated." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Both are VL input regressions, but one is a specific v5.3.0 video-input regression and the other is image-placeholder handling in user text." + "reason": "Video-input regression across Qwen VL models is not the same as image placeholder handling in user text." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config bugs." + "reason": "Missing pad_token_id in Llama4Config and a Qwen3-MoE sliding_window bug are unrelated." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "LoRA merge collapse with extended vocab and mm_token_type_ids defaults are different training/modeling issues." + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload loss are different state/persistence bugs." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload loss are unrelated state/config bugs." + "reason": "LoRA merge collapse with extended vocab is unrelated to mm_token_type_ids defaults in Gemma 4." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resizing and trailing-slash local model import warnings do not describe the same defect." + "reason": "Embedding reinitialization after resize and trailing-slash local model import warnings are unrelated." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor lookup and missing fpn_position_embeddings in SAM3 output are different vision-stack problems." + "reason": "Video-classification processor mismatch and missing fpn_position_embeddings in Sam3 output are different bugs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill and recurrent states resetting with cache are distinct cache-path bugs." + "reason": "Missing cache in chunked_prefill and recurrent-state reset with cache/seq_len>1 are related only at a high level, not the same concrete defect." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script and loading Phi-4 multimodal with latest transformers are unrelated loading failures." + "reason": "Local dataset loading in a training script and loading Phi-4 multimodal with latest transformers are unrelated load failures." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "FA2 long-context performance regression and image-placeholder parsing in VL text are different issues." + "reason": "FA2 long-context performance regression is not the same as image-placeholder parsing in VL models." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering dropping tuple labels and auxiliary-loss normalization are unrelated training/eval bugs." + "reason": "Metric label truncation and auxiliary-loss normalization are different training/eval bugs." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 torch.jit parsing failure and flash_attention s_aux=None crash are not the same code path." + "reason": "Python 3.13 JIT parsing/import error and flash_attention.py s_aux handling are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A Janus test failure and a PEFT minimum-version bump are unrelated." + "reason": "A Janus image-generation test failure is not the same as a PEFT version bump issue." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate UnboundLocalError and output embedding reinit after resizing are different modeling bugs." + "reason": "BART generate() mask initialization and embedding resize reinitialization are unrelated model behaviors." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical AutoModel/pipeline results are not the same underlying problem." - }, - { - "left": "issue:44869", - "right": "issue:46832", - "accept": false, - "reason": "Whisper trailing replacement-character crash and RT-DETR feature-level TypeError are unrelated inference bugs." + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are unrelated." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing _tokenizer are different service/model issues." + "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing _tokenizer are different server-side failures." } ] }, @@ -11977,13 +11868,13 @@ "issue:44077", "issue:44190", "issue:44242", - "issue:44464", "issue:44479", "issue:44610", "issue:44617", "issue:44734", "issue:44792", "issue:44855", + "issue:44869", "issue:44877", "issue:44913", "issue:44933", @@ -12004,21 +11895,23 @@ "issue:46617", "issue:46655", "issue:46697", + "issue:46832", "issue:46858", "issue:46897", "issue:46932", "issue:47013" ], "soft_pairs": [ + "issue:44869|issue:46832", "issue:45632|issue:46617", "issue:45245|issue:46858", - "issue:43644|issue:44913", "issue:45072|issue:46932", + "issue:43644|issue:44913", "issue:43335|issue:44855", - "issue:46082|issue:46697", "issue:25251|issue:27957", - "issue:43931|issue:44060", + "issue:46082|issue:46697", "issue:44617|issue:45584", + "issue:43931|issue:44060", "issue:44077|issue:44877", "issue:44242|issue:46897", "issue:45563|issue:45584", @@ -12036,205 +11929,204 @@ "issue:44617|issue:46369", "issue:43295|issue:45276", "issue:39692|issue:44190", - "issue:45127|issue:45357", - "issue:44464|issue:45563" + "issue:45127|issue:45357" ], - "prepared_review_unit_hash": "ca340c2a74e852ef5eaaf1bc5446f37801308811d5dd3d7dcdf522633e4430a8", + "prepared_review_unit_hash": "2f8a7ab32b702266c0f35d67526b6954897e498083b069390cc355514bda421b", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35586, - "estimated_input_tokens": 8897, - "estimated_eval_tokens": 18050 + "serialized_chars": 36215, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of mostly unrelated Transformers issues across different models and subsystems. The soft-similarity links are generally topical rather than true duplicates; none look safe to merge as the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "issue:43644 is the broadest, most self-contained regression report with clear impact and repro; the rest are narrower, model-specific, or unrelated bugs.", + "summary": "These items are a grab-bag of unrelated issues. None of the soft-edge pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest representative issue: it describes a concrete framework regression, is well-scoped, and reads like a real standalone bug report.", + "best_issue_reason": "issue:43644 is the strongest standalone report: it describes a concrete regression with clear scope (v5.0.0), observable bad behavior, and some downstream impact, so it is a reasonable anchor issue even though the overall set is not a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different failures in different subsystems: Whisper timestamp decoding vs RT-DETR feature-level handling." + }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code/cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; different failure modes." + "reason": "Both mention trust_remote_code/cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; not the same concrete bug." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "One is about an excessive number-of-categories limit, the other about device tensors from cache length breaking slice arithmetic under torch.compile; unrelated bugs." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk vs GPTNeoX rotary_pct not persisting on reload are different state/config persistence issues." + "reason": "Category-cardinality limit error vs static-cache slice arithmetic/device-tensor bug; unrelated code paths." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype casting, but the affected models and code paths differ: bfloat16 inference mismatch vs Gemma4 quantized embedder casting." + "reason": "Both are dtype-related, but they affect different models and different failure modes, so they are not mergeable as one fix." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "SwitchTransformers config validation and a Python 3.13 TorchScript parsing error are unrelated." + "reason": "Non-persistent buffer initialization junk vs config reload losing rotary_pct; different bugs and fixes." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model and preprocessing bugs." + "reason": "A model config edge case vs a Python 3.13 import/parsing error; not the same underlying issue." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are not the same bug or code path." + "reason": "Pipeline top_k nesting behavior and XLM-Roberta Flash Attention 2 support are unrelated." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "A weight-shape mismatch in Qwen3-VL and a tied-weights warning in Qwen3-Next are different model-family issues." + "reason": "Head-dim validation in config vs image processor over-padding; different layers of the stack." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure after token alignment are unrelated runtime problems." + "reason": "Sam3 video OOM vs Whisper empty-transcription crash; no shared code path." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading problems." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init handling in patchtsmixer and strict config loading for granite_speech are different concerns." + "reason": "Both involve config behavior, but one is optional post_init handling and the other is strict config rejection for granite_speech; not the same bug." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Both are loss-related, but one is missing load-balancing loss and the other is a double-shift training-loss bug; not the same change." + "reason": "Both are loss-related, but one is missing router/load-balancing loss and the other is a double-shift training-loss bug in a different model family." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale generate warning for num_return_sequences and Whisper empty transcription are unrelated." + "reason": "Stale warning logic for num_return_sequences is not the same as Whisper failing on empty transcription after align_special_tokens." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen video position IDs vs Sam3-litetext memory overflow are different models and failure modes." + "reason": "Video-input position IDs regression vs Sam3-litetext memory overflow; unrelated model and failure mode." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure and local dataset loading are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to loading a local dataset in an example script." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow have no meaningful overlap." + "reason": "CUDA assert during auto device mapping is unrelated to the categories limit runtime error." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import and a Qwen3.5 chat crash are unrelated bugs." + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; no shared underlying bug." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both touch chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is spurious recompilation from lazy cache init; too different to merge." + "reason": "Both mention chunked prefill/cache, but one is a missing cache in GenerationMixin and the other is spurious recompilation from lazy init; different fixes." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config and local dataset loading are unrelated." + "reason": "Sparse-layer config creation and local dataset loading are unrelated." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Different models and different test failures; both are test-related but not the same underlying bug." + "reason": "Failed unit-test model loading vs janus image-generation test failure; not the same concrete issue." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different vision-model issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor output-size mismatch." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen video-input regression and serve KV-cache continuation indexing are separate code paths." - }, - { - "left": "issue:45381", - "right": "issue:46655", - "accept": false, - "reason": "Both are video/vision preprocessing bugs, but one is wrong vision position IDs and the other is incorrect padding calculation; not the same defect." - }, - { - "left": "issue:45588", - "right": "issue:47013", - "accept": false, - "reason": "Flash-attention sink handling and xLSTM return value unpacking are unrelated runtime crashes." + "reason": "Video-input regression in multimodal models vs KV-cache continuation tensor indexing in serving; different code paths." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are Sam3 memory problems, but one is CUDA OOM in video and the other is a litetext memory overflow; not the same code-path bug." + "reason": "Same broad Sam3 family and memory symptoms, but one is OOM in Sam3Video and the other is memory overflow in sam3-litetext; too broad to treat as one bug." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior are unrelated." + "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating Gemma4 embed/output embeddings." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 documentation example errors and local dataset loading are unrelated." + "reason": "Documentation example errors for SigLIP2 are unrelated to local dataset loading failure." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different model-state bugs." + "reason": "LoRA merge collapse with extended vocab is a different bug from saving incorrect visual encoder keys." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video processing, but the concrete symptoms differ: wrong vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "Chunked generation inconsistencies with compiled forward and a stale paging warning are different generation issues." + "reason": "Flash-attention sinkless-model crash and xLSTM return_last_states unpacking error are unrelated." } ] }, @@ -12278,8 +12170,8 @@ "issue:44112", "issue:44246", "issue:44279", - "issue:44295", "issue:44462", + "issue:44464", "issue:44496", "issue:44521", "issue:44734", @@ -12293,6 +12185,7 @@ "issue:45290", "issue:45381", "issue:45542", + "issue:45563", "issue:45584", "issue:45600", "issue:45632", @@ -12300,20 +12193,20 @@ "issue:45907", "issue:46234", "issue:46489", - "issue:46506", "issue:46697", "issue:46752", "issue:46858", "issue:47217" ], "soft_pairs": [ + "issue:44464|issue:45563", "issue:44779|issue:46489", "issue:45276|issue:45584", "issue:43540|issue:44734", - "issue:45290|issue:46752", "issue:25251|issue:29870", - "issue:44112|issue:45600", + "issue:45290|issue:46752", "issue:44462|issue:45907", + "issue:44112|issue:45600", "issue:43643|issue:44496", "issue:44521|issue:45381", "issue:43854|issue:44964", @@ -12328,217 +12221,219 @@ "issue:42175|issue:44279", "issue:44496|issue:47217", "issue:32090|issue:35141", - "issue:45632|issue:46234", "issue:42796|issue:44521", + "issue:45632|issue:46234", "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:43404|issue:45216", - "issue:43531|issue:45600", - "issue:44295|issue:46506" + "issue:43531|issue:45600" ], - "prepared_review_unit_hash": "8b2c487b7f25b6f0563ccbf43895f52cb210fc5172d08b0b957055f2be357ee9", + "prepared_review_unit_hash": "d804dcd46eaaa31412510638792f7d9c2fb86c47d64bd6f36f419cae677f230e", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35798, - "estimated_input_tokens": 8950, - "estimated_eval_tokens": 18156 + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, generation, import, cache, multimodal, and CI bugs. None of the soft-edge pairs looks like the same underlying defect, so no duplicates should be merged here.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items are unrelated bugs/features across different subsystems.", + "summary": "Mostly a heterogeneous set of unrelated closed issues. The only likely duplicate-like pair is the DeepSeek tokenizer regression/follow-up; the rest share broad areas at most, not the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44779 is the best canonical anchor because it describes a specific, reproducible tokenizer regression and has a closely matching follow-up in issue:46489.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative; there is no shared underlying defect tying this set together.", + "best_issue_reason": "issue:44521 is the strongest standalone issue overall: it is active, well-scoped, has the most inbound references, and is clearly documented.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Different generation problems: inconsistent outputs under compiled forward vs. a stale warning for num_return_sequences." + }, { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "Both concern DeepSeek tokenizers, but they describe different regressions and different models; not the same concrete bug." + "accept": true, + "reason": "Same DeepSeek tokenizer regression family in v5+; the second issue reads like a follow-up gap in the earlier fix for the same tokenizer code path." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings weight tying bug vs Whisper empty-transcription failure; unrelated code paths." + "reason": "Different models and failures: Gemma4 embedding resize/tie behavior vs. Whisper empty-transcription generation after special-token alignment." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different multimodal/video generation failures with different symptoms and likely different fixes." - }, - { - "left": "issue:45290", - "right": "issue:46752", - "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call handling and the other is empty-input IndexError; not one bug." + "reason": "Unrelated code paths: Qwen3OmniMoe video processing error vs. serve-side KV-cache continuation tensor indexing." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting bug and Bart decoder_attention_mask UnboundLocalError are unrelated." + "reason": "Different bugs: pipeline top_k changes output shape vs. BART generate() UnboundLocalError." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "CI failure in GraniteSpeech device override test vs broken auto_mappings references; different causes." + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty-input IndexError; not the same concrete failure." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files revision forwarding are different repository/HF Hub issues." + "reason": "Tokenizer repo-resolution bug vs. list_repo_files revision forwarding bug; different APIs and root causes." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but they concern different modules and failures with no shared underlying bug." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config/model loading, but one is trust_remote_code field loss and the other is missing model_type; not the same bug." + "reason": "Different config-loading issues: missing fields with trust_remote_code vs. unrecognized model due to missing model_type." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal template issues, but assistant_masks being zero and wrong vision_position_ids are distinct failures." + "reason": "Both are multimodal, but assistant mask generation and vision_position_ids are different concrete bugs." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Two model-loading problems, but for different models and different failure modes." + "reason": "Different model-loading failures for different checkpoints; no shared code-path bug is evident." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend dependency are unrelated." + "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard dependency issue." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are not the same concrete issue." + "reason": "Import slowness and unsafe sys.modules access are related only broadly; not the same bug." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs output embedding reinitialization on resize; different bugs." + "reason": "Flash Attention/XLMRoberta and token-embedding reinit on resize are unrelated." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image-processor bugs affecting unrelated preprocessing behavior." + "reason": "Different image processors with different bugs: label reduction vs. over-padding." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve generation cache, but one is missing cache in chunked_prefill and the other is device-tensor seq_length arithmetic; separate fixes." + "reason": "Both involve cache, but one is a missing cache in chunked prefill and the other is a device-tensor seq_length/slice-arithmetic issue under static cache and compile." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model loading regression vs broken auto_mappings CI reference; no shared code-path bug." + "reason": "A model-loading regression is unrelated to stale auto_mappings references breaking CI." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU allocation bug and Fuyu bare-except exception swallowing are unrelated." + "reason": "Device placement in XLNet is unrelated to bare-except error swallowing in FuyuBatchFeature." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake and model load failure are unrelated." + "reason": "CI test flake and a model-loading failure are different problems." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Dependency packaging complaint vs generic transformers dependency issue; too broad and not the same bug." + "reason": "Too broad to treat as the same bug; one is a packaging/backend selection complaint, the other a generic dependency issue." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Unrecognized model/config problem vs VL placeholder handling in user text; different failure modes." + "reason": "Unrecognized model/config.json issue is not the same as VL image-placeholder failures in user text." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType error and token embedding reinitialization are unrelated." + "reason": "Trainer broadcast of NoneType and embedding reinitialization on resize are unrelated." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Cache-path collision for trust_remote_code models vs missing import_utils helper; different areas." + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant-mask generation." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are unrelated." + "reason": "Trust-remote-code cache collision and missing import utility are different issues." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing AutoImageProcessor import are similar import errors but not the same symbol or fix." + "reason": "Different import errors for different symbols; no shared underlying defect." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they concern different missing exports from different modules." + "reason": "Different missing-import failures in different modules." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying bug in Mistral3ForConditionalGeneration vs Qwen3.5 save_pretrained regression; unrelated." + "reason": "Both touch model saving/tied weights, but they are different models and different regressions." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and removed Sam3LiteText config references are unrelated." - }, - { - "left": "issue:44295", - "right": "issue:46506", - "accept": false, - "reason": "Position_ids buffer access error and CPU/CUDA result divergence in PPDocLayoutV3 are different bugs." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to auto_mappings CI cleanup." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue:44521 does have the highest inbound references among the listed items, and the DeepSeek tokenizer pair is the only clearly adjacent follow-up relation. The other soft-edge rejections are conservative and the reasoning stays within the evidence shown." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12573,6 +12468,7 @@ "issue:44062", "issue:44220", "issue:44279", + "issue:44295", "issue:44327", "issue:44336", "issue:44496", @@ -12586,7 +12482,6 @@ "issue:45216", "issue:45335", "issue:45375", - "issue:45405", "issue:45446", "issue:45584", "issue:45588", @@ -12605,6 +12500,7 @@ "issue:47217" ], "soft_pairs": [ + "issue:44295|issue:46506", "issue:43295|issue:45335", "issue:41950|issue:44016", "issue:43673|issue:46424", @@ -12626,201 +12522,206 @@ "issue:44792|issue:46424", "issue:43441|issue:45588", "issue:43824|issue:44933", - "issue:43479|issue:45375", "issue:44279|issue:46515", + "issue:43479|issue:45375", "issue:45335|issue:45584", "issue:43901|issue:47217", "issue:43299|issue:45216", "issue:46614|issue:47085", "issue:46123|issue:46369", "issue:44327|issue:46752", - "issue:43295|issue:44779", - "issue:44279|issue:45405" + "issue:43295|issue:44779" ], - "prepared_review_unit_hash": "6ea2b018891c925a32e4642678cda476018e790ba8e1813bd6a3a4c8649545de", + "prepared_review_unit_hash": "cb92425f819f4ce819a70d14b4ef0b5b8097be5e16d9d931a61f5734a16c0da7", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36831, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "serialized_chars": 36837, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly consists of distinct Transformer bug reports with superficial overlap around multimodal/tokenizer/config regressions. I do not see any true duplicate pair here.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the items span unrelated models, pipelines, and failure modes, with only loose topical similarity.", + "summary": "No soft pair looks like the same underlying bug/change with enough specificity to merge. The set is a grab-bag of unrelated regression reports, model-specific failures, docs issues, and utility bugs.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43295 is the clearest, most actionable regression report here: it has a concrete failure mode, a version-specific breakage, and a well-scoped multimodal/tokenizer code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the clearest, most concrete user-facing regression report in the set and a reasonable representative of the broad multimodal/v5 regression theme, though it is not a duplicate umbrella.", + "best_issue_reason": "Issue 43295 is the best overall issue candidate because it describes a reproducible regression with clear user impact and a focused fix surface.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Both mention output/behavior mismatches, but one is a position_ids buffer access error and the other is CPU/CUDA divergence in a layout model; different bugs." + }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different regressions: processor/tokenizer image handling vs t5gemma embedding resize behavior." + "reason": "One is a multimodal processor/tokenizer regression; the other is a resize_token_embeddings propagation bug in t5gemma. Different code paths." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Unrelated: video-classification processor lookup bug vs notebook syntax error." + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is max_cache_length honoring for quantized cache; distinct bugs." + "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked prefill while the other is cache length honoring in quantized cache; not the same bug." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both are config-validation issues, but they affect different parameters and code paths (Llama head_dim vs rope-key list handling)." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate configuration bugs." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different models and failures: qwen3_omni_moe helper output lengths vs CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "Different model families and failure modes: helper output-length behavior vs cross-device output mismatch." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Both involve multimodal/image areas, but one is unrecognized model loading and the other is PIL backend processors incorrectly requiring torchvision." + "reason": "Unrecognized model config and PIL image processor torchvision dependency are unrelated." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache-prefill bug and ANSI terminal formatting bug are unrelated." + "reason": "Cache missing vs ANSI coloring in loading_report have no shared underlying defect." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Version-support issue vs model-loading failure for a specific checkpoint; not the same underlying bug." + "reason": "A Python version compatibility issue and a specific model-loading failure are too different to be the same bug." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for TextClassificationPipeline." + "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/behavior mismatch in text classification vs model/config loading error; no shared bug." + "reason": "Docs wording around return_all_scores has nothing to do with model config recognition." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedders dtype casting are unrelated." + "reason": "Apple Silicon TypeError in warmup and Gemma4 dtype casting for quantized embedders are different issues." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled-runtime failure and the other is a bad version check for AuxRequest import; different fixes." + "reason": "Both are flex_attention-related, but one is a runtime failure on torch>=2.9 and the other is an import/version-check bug for AuxRequest; not the same concrete change." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss omission are unrelated training behaviors." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs audio feature extraction helper bug." + "reason": "Notebook syntax error and audio feature extraction helper failure are unrelated." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but saving dequantized models and FlashAttention load failures are distinct problems." + "reason": "Both mention Ministral/Devstral, but saving dequantized models and FlashAttention loading failures are different code paths." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Unrelated: vague data request vs _torch_extract_fbank_features issue." + "reason": "Placeholder issue with no substance and an fbank feature extraction bug are not duplicates." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken constructor argument conflict." + "reason": "Notebook syntax error vs AddedToken constructor argument conflict; unrelated." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version compatibility issue vs generic dependency issue; not the same bug." + "reason": "Python version support problem and generic dependency issue do not describe the same failure." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure vs cache max length handling; unrelated." + "reason": "Janus image-generation test failure is unrelated to cache-length configuration." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both are flash_attention-related, but one is model-specific Ministral failure and the other is sink-less integration AttributeError on s_aux=None; different code paths." + "reason": "Ministral FlashAttention failure and sink-less flash_attention AttributeError are both attention-related but not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import failures in different modules; no shared underlying change." + "reason": "Different missing imports from different modules, with different symbols and likely different fixes." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Both are multimodal config issues, but they affect different config classes/fields and different failure modes." + "reason": "General dependency issue and torch 2.4.1 incompatibility are too broad and not the same concrete bug." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "General dependency issue vs specific torch 2.4.1 incompatibility; not duplicates." + "reason": "Multimodal config default initialization and a missing vision config field silently dropped by @strict are distinct configuration bugs." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." + "reason": "Token embedding resizing and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "TextClassificationPipeline docs mismatch vs VL image-placeholder failure; different subsystems." + "reason": "Pipeline docs mismatch and image-placeholder handling in VL models are different concerns." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen regressions, but one is VL MoE model loading and the other is save_pretrained checkpoint correctness for Qwen3.5; distinct bugs." + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained regression are separate save/load paths." }, { "left": "issue:46614", @@ -12832,25 +12733,19 @@ "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch mask pipeline logic bug vs memory overflow in sam3-litetext." + "reason": "MaskGenerationPipeline final-batch handling and SAM3-LiteText memory overflow are different bugs." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans top-k boundary bug vs apply_chat_template empty-list crash; similar shape, different code paths." + "reason": "QA decode_spans top-k crash and empty-chat-template IndexError affect different APIs and failure conditions." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions involving tokenization, but one is processor.tokenizer/image passing and the other is Deepseek tokenizer correctness; not the same bug." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Dependency problem vs PEFT minimum-version bump issue." + "reason": "Both are v5 regressions involving tokenizers/models, but one is processor.tokenizer/image handling and the other is Deepseek tokenization correctness; not the same concrete bug." } ] }, @@ -12892,6 +12787,7 @@ "issue:44016", "issue:44075", "issue:44242", + "issue:44279", "issue:44291", "issue:44336", "issue:44351", @@ -12923,6 +12819,7 @@ "issue:47145" ], "soft_pairs": [ + "issue:44279|issue:45405", "issue:39692|issue:43901", "issue:42796|issue:43650", "issue:43577|issue:45216", @@ -12942,205 +12839,211 @@ "issue:43650|issue:46209", "issue:44242|issue:45200", "issue:44462|issue:45081", - "issue:43299|issue:43854", "issue:43931|issue:47145", - "issue:44683|issue:45542", + "issue:43299|issue:43854", "issue:44016|issue:44291", "issue:45588|issue:47000", - "issue:44336|issue:46851", + "issue:44683|issue:45542", "issue:45081|issue:45907", + "issue:44336|issue:46851", "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "48bfb2e890ef4a5419087994b68918d61a8a3bf196652b0375bd8eeb56c03b14", + "prepared_review_unit_hash": "5195cf6dae0d0d4845c7cfd59a38967e1b5b29b0609eedea1c546050fbf87b63", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35413, - "estimated_input_tokens": 8854, - "estimated_eval_tokens": 17964 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose collection of transformer regressions and docs/model-loading bugs, but the soft pairs are mostly different concrete failures, not true duplicates. I would not merge any of the candidate pairs.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45020 is the broadest, most representative user-facing regression report in the set, covering recent-version breakage across model loading paths.", + "summary": "These issues are mostly unrelated regressions across different models, tokenizers, pipelines, and configs. I did not find any soft-edge pair that clearly describes the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly subsumes the rest; the set is too heterogeneous to treat one as the canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single umbrella issue to anchor the cluster because it is broad, version-specific, and actionable without being just a narrow model-specific symptom.", + "best_issue_reason": "issue:45020 is the broadest, most general regression report in the set, so it is the best representative issue, but not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency-related, but one is a vague transformers dependency complaint and the other is a specific unreleased PEFT version bump; not the same bug." + }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is about a SigLIP2 example mismatch/quantization failure and the other about a TextClassificationPipeline docs mismatch; different docs and different bugs." + "reason": "Both concern docs/examples, but they describe different pipelines and different errors." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "A tokenizer BPE-marker bug and a placeholder 'ADD THE DATA' issue are unrelated." + "reason": "Completely unrelated: tokenizer BPE marker handling vs an empty placeholder issue." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "One is a dtype propagation bug in Blip2 loading; the other is a Qwen3.5 save_pretrained regression. Different code paths and symptoms." + "reason": "Different models and different failure modes: BLIP2 dtype propagation vs Qwen3.5 save_pretrained regression." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args being ignored is unrelated to a tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + "reason": "SGD argument handling and a tie_word_embeddings warning are unrelated code paths." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor selection is a specific pipeline bug; remote_code breakage is a broader model-loading regression, not the same underlying issue." + "reason": "Video-classification processor lookup and remote_code breakage are different subsystems and symptoms." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Both involve imports, but one is a missing HybridCache symbol and the other is a wide set of post-upgrade import errors; not the same concrete failure." + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade report; not enough evidence of the same root cause." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support in Transformers is unrelated to the PEFT minimum-version bump." + "reason": "Python-version compatibility and an unreleased dependency pin are distinct issues." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." + "reason": "Both are tokenizer regressions, but for different model families and likely different normalization/tokenization logic." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated bugs." + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost-matrix failures." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "One is serialization of tied weights depending on device; the other is resize_token_embeddings not updating Gemma4 embeddings. Different failures." + "reason": "Both mention tied-weights-ish behavior, but one is serialization/device-dependent and the other is resize_token_embeddings not updating Gemma4 structures." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "A BigBirdTokenizer special-token bug is unrelated to D-FINE auxiliary-loss handling." + "reason": "BigBird tokenizer special-token registration and D-FINE auxiliary-loss gating are unrelated." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and a Qwen3.5 rotary-embedding registration crash are different model/config issues." + "reason": "Llama head_dim validation and Qwen3.5 rotary-kernel registration are different bugs." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a load-time shape mismatch for Qwen3VL-MoE and the other is incorrect saved visual encoder keys." + "reason": "Same broad Qwen family, but load-time MoE failure vs save_pretrained visual-key regression are different code paths." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Explicit head_dim validation is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "Config validation on head_dim is unrelated to stale config.dtype after from_config(dtype=...)." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated." + "reason": "Pipeline processor lookup and Gemma4 forward device placement are different problems." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Both mention loading/weights corruption, but one is general non-persistent buffer initialization and the other is FP8 compressed-tensors weight_scale application; not the same bug." + "reason": "Both involve loading/saving corruption, but one is junk non-persistent buffers and the other is missing FP8 weight_scale application; too different to merge." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A placeholder issue is unrelated to FP8 inference failure on B200." + "reason": "Placeholder issue versus FP8 inference failure are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss with output_router_logits=False is unrelated to mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "Load-balancing loss logic and mm_token_type_ids defaulting are different model behaviors." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are different tokenizer-loading bugs." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Both are model-loading problems, but they concern different models and failures, so they are not the same underlying bug." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are separate tokenizer-loader bugs." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "A Qwen3-VL weight-shape mismatch is unrelated to FP8 compressed-tensors missing weight_scale application." + "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale loading corruption are unrelated." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend handling are unrelated." + "reason": "Different multimodal model-loading failures with no shared code-path evidence." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error is not the same as the init_empty_weights unexpected-argument TypeError." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention s_aux=None handling and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Flash-attention sink handling and RTDetrLoss infeasible-cost failures are unrelated." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "ANSI code emission in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." + "reason": "Torch flex_attention compile failure and TensorFlow/tensorboard backend setup are unrelated." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "A Mistral tokenizer regex crash is unrelated to list_repo_files not forwarding revision." + "reason": "Tokenizer regex patch crash and repo file revision forwarding are different APIs and bugs." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color leakage in loading reports and Qwen3.5 variable-length position_ids support are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default sub-config initialization and Llama4Config missing pad_token_id are different config bugs." + "reason": "Multimodal default config initialization and missing pad_token_id on Llama4Config are different config bugs." } ] }, @@ -13213,8 +13116,8 @@ "issue:47217" ], "soft_pairs": [ - "issue:44623|issue:44749", "issue:42994|issue:43317", + "issue:44623|issue:44749", "issue:33290|issue:45656", "issue:43441|issue:45834", "issue:44261|issue:44263", @@ -13226,29 +13129,29 @@ "issue:42175|issue:43976", "issue:47176|issue:47177", "issue:44671|issue:44779", - "issue:45600|issue:45712", "issue:43901|issue:44246", "issue:43525|issue:43881", - "issue:43673|issue:43761", + "issue:45600|issue:45712", "issue:44188|issue:44336", + "issue:43673|issue:43761", "issue:44186|issue:47000", "issue:44336|issue:44373", "issue:43575|issue:47145", "issue:44016|issue:45823", "issue:43525|issue:43643", "issue:43824|issue:43976", - "issue:44987|issue:45542", "issue:43723|issue:44162", + "issue:44987|issue:45542", "issue:42796|issue:43441" ], - "prepared_review_unit_hash": "a8265c03a043fc705f666e676725cca13a9ac8664013e391f0eb8228af26f089", + "prepared_review_unit_hash": "e9115157d95e78dc380284bbe61d3662e89a4a4e099979612d357219a8a314a3", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, @@ -13263,174 +13166,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs share at most broad subsystem overlap, not the same concrete bug. No soft edge looks safe to merge.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43873 is the most central open issue here by activity/inbound references, and it best fits the broad quantization/offload runtime theme that recurs in nearby reports.", + "summary": "This cluster is heterogeneous: the titles span unrelated Transformers bugs, regressions, docs, tokenizers, loading, offload/quantization, and security issues. None of the soft pairs look like the same concrete bug/change, so no soft edges should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the broadest and most active report here (ongoing discussion, inbound references) and is the best single anchor if one must be chosen, though the cluster itself is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative issue in this set: open, widely discussed, and broad enough to serve as the umbrella reference for related offload/quantization complaints.", + "best_issue_reason": "issue:43873 is the most representative issue among these because it is broad and active; the rest are narrower, model-specific, or clearly different failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Unrelated bugs: missing processor save artifacts vs tokenizer slowdown after upgrade." + "reason": "Both involve quantization/offloading, but one is about saving quantized models and the other about loading a dequantized model with device_map=auto; different failure paths." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Both involve quantization/loading, but one is save failure and the other is dequantized load/offload behavior." + "reason": "Different problems: missing processor save files versus a slowdown after upgrading Transformers; no shared concrete code path." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed, but one is OOM with Adafactor and the other is double optimizer stepping." + "reason": "Both mention DeepSpeed optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping; not the same bug." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different model families and failures: FlashAttention regression vs OCR index error." + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific issues." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different code paths and symptoms: layernorm config precision issue vs torch.split return values." + "reason": "One is a missing rms_norm_eps causing precision error; the other is a torch.split return-value issue in a different model component." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both touch quantization/offload, but 47145 is a specific FP8 weight_scale loading bug, not the same failure." + "reason": "Both are about quantization/offloading, but one is general offload behavior and the other is FP8 frozen checkpoint weight_scale handling; different concrete bugs." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family, but different bugs: CPU-offload incompatibility vs variable-length position_ids handling." + "reason": "Both concern Qwen models, but CPU offload incompatibility and variable-length position_ids are separate issues." }, { "left": "issue:44246", "right": "issue:47217", "accept": false, - "reason": "No overlap beyond being runtime issues; import latency is unrelated to VL placeholder handling." + "reason": "Import latency and vision-language placeholder handling are unrelated." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Different subsystems: auto-docstring annotation parsing vs Gemma processor loading import error." + "reason": "Auto-docstring parsing with future annotations and a ReasoningEffort import error are different failure modes." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save missing files is unrelated to Gemma-4 ZeRO-3 loading failure." + "reason": "Processor save_pretrained missing files is not the same as Gemma-4 zero3 from_pretrained loading failure." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Package/backend dependency issue vs Python version compatibility regression; not the same bug." + "reason": "Packaging/backend dependency issue versus Python version compatibility regression; different scope and cause." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Both are security issues, but command-substitution bypass and tar/zip-slip are distinct vulnerabilities." + "reason": "Both are security-related, but command-substitution allowlist bypass and tar/zip-slip arbitrary write are distinct vulnerabilities." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different affected components and symptoms: CamemBERT MLM outputs vs DeepSeek tokenizer results." - }, - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "CI/removal cleanup problem vs leftover dummy classes leaking into namespace; not the same defect." + "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer regression are different model/tokenizer bugs." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch vs import performance regression are unrelated." + "reason": "Docs mismatch about return_all_scores versus intermittent import slowness; no common bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model loading issues, but one is a missing config attribute and the other is a separate GLM-4V loading failure." + "reason": "Missing pad_token_id on Llama4Config and a GLM-4V loading failure are unrelated." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Different models and failures: GenerationMixin cache/chunked prefill vs CLIPVision hidden_states regression." + "reason": "Broken auto_mappings references and leftover dummy classes are both repo hygiene issues, but not the same defect." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence is unrelated to ANSI codes emitted by loading_report." + "reason": "Attention-kernel divergence under torch.compile versus ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are different subsystem regressions." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash vs RTDetr cost-matrix infeasibility are different bugs." + "reason": "Tokenizer crash on NER/padding versus RTDetrLoss cost-matrix infeasibility are unrelated." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal color output bug vs wrong docstring; no shared underlying code-path failure." + "reason": "Terminal ANSI output bug and a wrong docstring are not the same kind of issue." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "Qwen2 load OOM and FP8 weight_scale omission are different quantization-related problems." + "reason": "OOM on tensor-parallel load and silent FP8 checkpoint corruption are different quantization/loading problems." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention config fields, but the causes differ: missing pad_token_id vs trust_remote_code dropping fields." + "reason": "A missing config attribute in Llama4 and missing fields from trust_remote_code AutoConfig are related only superficially; not the same concrete bug." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a specific class vs Python version incompatibility are unrelated." + "reason": "ImportError for a specific model class and Python 3.9/3.10 compatibility are unrelated." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Model load failure vs TensorFlow backend dependency issue; different code paths." + "reason": "AutoTokenizer loading issue and ESM2 model breakage are different failures." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer-loading regression and ESM2 model breakage are not the same bug." + "reason": "Loading a specific package with transformers>=5.1.0 and a missing TensorFlow backend are unrelated." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Tokenizer BPE-marker handling and FlashAttention failure are distinct issues." + "reason": "Tokenizer BPE marker handling and FlashAttention failure for Ministral-3 are separate problems." } ] }, @@ -13513,11 +13416,11 @@ "issue:41628|issue:43976", "issue:43784|issue:45542", "issue:46655|issue:46726", - "issue:46399|issue:46851", "issue:45003|issue:47217", + "issue:46399|issue:46851", "issue:43526|issue:45003", - "issue:43540|issue:46752", "issue:45103|issue:46399", + "issue:43540|issue:46752", "issue:44295|issue:45397", "issue:45072|issue:46829", "issue:45561|issue:45563", @@ -13533,14 +13436,14 @@ "issue:42886|issue:46132", "issue:36246|issue:42757" ], - "prepared_review_unit_hash": "a3f878b157bbe8200a9a59886ab81798ac3a5cc4581abf566b753d2bc18f2472", + "prepared_review_unit_hash": "ce41e7fc07dd3e706b12cbdd860b6d748e2c4fe364c33f2cdd0b35b6bbb246e6", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, @@ -13555,192 +13458,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues, mostly import errors, model-specific bugs, and a few kernel/processor regressions. There is no strong duplicate center; most soft edges should be rejected.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45003 is the broadest, most general bug in the set; the others are mostly model- or feature-specific and do not form a single duplicate family.", + "summary": "The set is highly heterogeneous and the soft pairs are false positives; none of the candidate pairs look like the same underlying bug or change. No PRs are present in the input.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the items span unrelated imports, Qwen model regressions, tokenizer/config bugs, losses, and testing utilities.", "canonical_pr_reason": null, - "best_issue_reason": "45003 is the best representative because it targets core utility behavior and is less narrowly tied to one model or backend than the other issues.", + "best_issue_reason": "issue:43299 is the broadest regression-style report in the set (Qwen3VL MoE loading on main), so it is the least-bad anchor, but it still does not represent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: FP8 storage deserialization vs Qwen3.5 chat crash. No shared code path." + "reason": "Different failures and code paths: FP8 storage lookup vs Qwen chat/model loading crash." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve position ids, but they affect different Qwen models and distinct behaviors; not the same bug." + "reason": "Different model families and bugs: Qwen2.5-VL RoPE scaling vs Qwen3.5 variable-length position_ids." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer metadata mismatch during save is unrelated to Gemma-4 zero3 from_pretrained loading." + "reason": "Tokenizer metadata mismatch on save vs gemma-4 zero3 from_pretrained; unrelated root causes." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowdown is a generic performance issue, while the other is an unrecognized-model/config bug." + "reason": "Import-time slowness is not the same as unrecognized-model config failure." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Different Qwen variants and different code paths: feature-length helper vs variable-length position_ids." + "reason": "Qwen3-omni feature-length helper bug vs Qwen3.5 position_ids handling; different subsystems." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma eos_token_id inconsistency and FP8 compressed-tensor weight scaling are unrelated model-loading problems." + "reason": "Inconsistent eos_token_id config vs missing weight_scale on FP8 compressed checkpoints; unrelated." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both mention kernels, but one is an import-time dependency constraint and the other is a Qwen registration/decorator crash." + "reason": "Kernels dependency/version import failure vs missing decorator on apply_rotary_pos_emb registration." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python-version compatibility are different issues." + "reason": "AutoImageProcessor import error is unrelated to the Python-version compatibility issue." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to the TensorBoard-without-TF backend error." + "reason": "Sentence-transformers nn import NameError vs undefined TensorFlow backend from tensorboard-only install." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Different vision pipeline failures: video padding bug vs missing vision-backend image processor error." + "reason": "Video padding calculation bug vs missing vision backend causing unrecognized processor." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:45003", + "right": "issue:47217", "accept": false, - "reason": "Same model family, but one is a kernels registration crash and the other is a variable-length position_ids bug." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL placeholder handling in user text." }, { - "left": "issue:45003", - "right": "issue:47217", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to VL placeholder handling in user text." + "reason": "Kernel registration crash vs variable-length position_ids; different Qwen3.5 failure modes." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to core module import/sys.modules access." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils module lookup behavior." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-chat-template IndexError." + "reason": "Auto-docstring annotations crash vs kernel registration/decorator issue; different subsystems." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "auto_docstring annotation handling and Qwen kernel registration are separate code paths." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to empty-list chat template IndexError." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Buffer position_ids access and Gemma-4 zero3 loading are different failures." + "reason": "Position buffer read error vs gemma-4 zero3 loading; distinct code paths." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Different model-output bugs: dtype mismatch under bfloat16 vs hidden_states field misassignment." + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs hidden_states output bug in VideoPrism." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Pytest-xdist file race and stale generation warning are unrelated test/runtime behaviors." + "reason": "xdist race on captured_info.txt is unrelated to a stale generate() warning." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI coloring in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI codes in loading_report are unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance issue and Gemma eos_token_id mismatch do not describe the same bug." + "reason": "Import-time performance issue vs eos_token_id config inconsistency; not the same bug." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both are Qwen-related, but one is sliding_window behavior and the other is a chat crash; not the same defect." + "reason": "Qwen3-MoE sliding_window issue and Qwen3.5 chat crash are different model/code-path problems." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "flash_attention s_aux handling and variable-length position_ids are distinct bugs." + "reason": "Flash-attention sinkless-model crash vs Qwen3.5 variable-length position_ids; unrelated." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3-MoE compatibility, but they concern different version/model loading failures with no clear shared code path." + "reason": "Both are Qwen-related, but one is hf4.x LoRA compatibility and the other is a main-branch model-loading regression." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." + "reason": "Stale phonemizer backend state vs from_pretrained behavior inside Python classes; different logic." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Module lookup safety issue vs TimesFM window_size attribute error; unrelated subsystems." + }, + { + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode in huggingface_hub are unrelated import errors." + "reason": "Missing auxiliary loss when router logits are off vs D-FINE denoising auxiliary-loss issue; different models and conditions." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "Bamba torch.compile/SDPA bug vs CPU/CUDA divergence in PPDocLayoutV3; different issues." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are different problems." - }, - { - "left": "issue:45003", - "right": "issue:46821", - "accept": false, - "reason": "sys.modules access bug is unrelated to TimesFM window_size AttributeError." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Load-balancing loss gating and D-FINE auxiliary-loss omission are different training logic bugs." + "reason": "Offline cache loading bug vs AttentionInterface.register behavior change; unrelated." }, { - "left": "issue:46614", - "right": "issue:46655", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Phonemizer backend state and SmolVLM video padding are unrelated." + "reason": "Different import errors from different modules/packages: Qwen2_5_VLImageProcessor vs is_offline_mode from huggingface_hub." } ] }, @@ -13827,15 +13724,15 @@ "issue:44479|issue:46655", "issue:45859|issue:46399", "issue:45292|issue:47000", + "issue:43295|issue:45292", "issue:44162|issue:45200", "issue:45137|issue:45600", - "issue:43295|issue:45292", - "issue:45003|issue:45561", "issue:36246|issue:43596", + "issue:45003|issue:45561", "issue:44466|issue:45335", "issue:43475|issue:46369", - "issue:44038|issue:46506", "issue:44623|issue:46726", + "issue:44038|issue:46506", "issue:44877|issue:45375", "issue:44242|issue:44857", "issue:43526|issue:46897", @@ -13843,202 +13740,202 @@ "issue:29870|issue:30333", "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "b29b958d5554afb34501a4b18f7701d81f385951d276b6a108c4d30d88405883", + "prepared_review_unit_hash": "d224204c87f30fb9a80c9af0852fac2974f7a9461c3d22f3ca43a8ad3a40ca3b", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36099, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "serialized_chars": 36108, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heavily overmatched: the issues cover unrelated import errors, model-specific regressions, config loading problems, and training/runtime bugs. None of the soft pairs look like the same underlying bug/change, so I rejected all of them. There are no PRs in the cluster.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45292 is the most central concrete bug report in the soft-similarity graph, but only as a weak anchor; it is not a true duplicate of the surrounding issues.", + "summary": "No duplicate cluster emerges here: the items span many unrelated bugs, regressions, docs issues, and model-specific failures across different subsystems. None of the soft edges is strong enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "There is no single canonical issue for this set because the artifacts are heterogeneous and do not describe the same underlying bug or fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative issue for triage because it is concrete and appears in multiple soft-similarity links, even though those links are not genuine duplicates.", + "best_issue_reason": "issue:44479 is the strongest representative issue: it is a concrete, high-signal regression report with a clear model family, version, and failure mode affecting multiple Qwen VL variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Different bugs: tokenizer output regression vs resize_token_embeddings not updating output embeddings." + "reason": "Different failures: tokenizer output corruption in Deepseek vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports for different classes; same general symptom, not the same bug." + "reason": "Unrelated import errors for different symbols: Qwen2_5_VLImageProcessor vs HybridCache." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs/behavior mismatch in a pipeline vs unsafe sys.modules access in modeling_utils." + "reason": "Docs mismatch for return_all_scores versus unsafe sys.modules access in modeling_utils." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Different VL failures: missing vision backend handling vs empty image-placeholder handling in user text." + "reason": "Different VL issues: missing vision-backend handling in AutoProcessor vs image placeholder parsing failure in user text." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Unrelated subsystems: video-classification processor lookup vs fbank feature extraction." + "reason": "Video-classification processor lookup bug is unrelated to _torch_extract_fbank_features audio feature extraction." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque IndexError." + "reason": "Both involve DeepSpeed, but one is MOE weight conversion under accelerate while the other is a ZeRO3 deque IndexError." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Different models and failure points: Qwen3OmniMoe video processing vs SmolVLM padding calculation." + "reason": "Different model paths and root causes: Qwen3OmniMoe video input ValueError vs SmolVLM video padding calculation bug." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Loading a model vs apply_chat_template crashing on an empty list are unrelated." + "reason": "Loading a specific model failure is not the same as apply_chat_template crashing on an empty list." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Different config issues: strict dropping a missing field vs not unwrapping text_config for composite multimodal configs." + "reason": "Both are config-related, but one drops a missing vision field under @strict while the other fails to unwrap text_config for multimodal configs." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Buffer access error and a performance regression are not the same bug." + "reason": "Position_ids buffer access error and a performance slowdown regression are not the same bug." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related regressions, but they affect different model families and different code paths." + "reason": "Broad Qwen VL video-input regression is distinct from SmolVLM's incorrect video padding logic." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU-offload rotary embedding incompatibility vs missing decorator for kernel registration are distinct defects." + "reason": "CPU-offload incompatibility in rotary embedding is different from a missing decorator on apply_rotary_pos_emb registration." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Embedding resize behavior and RTDetr loss infeasibility are unrelated." + "reason": "Embedding resize behavior and RTDetrLoss infeasible cost matrix are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image-passing regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 runtime breakage and Gemma mm_token_type_ids defaults are separate model bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific issues." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque failure vs removed Sam3LiteText config references are different issues." + "reason": "ZeRO3 deque failure is not the same as stale auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Processor/tokenizer regression and embedding-resize behavior do not share the same code-path problem." + "reason": "Different error classes and code paths: missing import versus Zero3/BertModel index underflow." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and an xdist race on captured_info.txt are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "ImportError for a vision processor and a ZeRO3/BertModel IndexError are different failure modes." + "reason": "Unsafe sys.modules access is unrelated to the pytest-xdist captured_info.txt race." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Tied-weight serialization inconsistency vs decoder.embed_tokens not updated after resize_token_embeddings are distinct problems." + "reason": "Serialization inconsistency of tied weights is different from resize_token_embeddings not propagating to decoder.embed_tokens." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM 3 video output vs memory overflow in sam3-litetext are not the same bug." + "reason": "SAM3 vision output attribute missing and SAM3-lite-text memory overflow are different bugs." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Qwen3-VL-Moe issue and PPDocLayoutV3 CPU/CUDA discrepancy are unrelated." + "reason": "Missing files from save_pretrained is not the same as AutoProcessor failing due to absent vision backend." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Missing files in save_pretrained and AutoProcessor backend/import handling are different issues." + "reason": "A Qwen3-VL-Moe regression is unrelated to PPDocLayoutV3 producing different CPU/CUDA results." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention strict config, but the affected models and missing-field behavior differ." + "reason": "Strict config loading for granite_speech is a different missing-field case than Qwen3_5MoeVisionConfig's dropped field." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss gating and AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "Missing load-balancing loss when router logits are off is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "reduce_labels returning one label and a training-loss double-shift bug are different defects." + "reason": "BEiT label reduction bug and Florence2 double-shift training-loss bug do not share the same code path." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a specific model and masking tokenizer errors when protobuf is absent are unrelated." + "reason": "Model loading failure for physical-intelligence/fast is unrelated to protobuf exception masking in tokenizer error handling." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow reporting after failed training are unrelated." + "reason": "Bart generate() decoder_attention_mask bug and MLflow status-reporting failure are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Model-specific Flash Attention unsupported error vs a generic Flash Attention topic are not the same concrete bug." + "reason": "Nemotron Flash Attention 2.0 support issue is not the same as the generic Flash Attention 2.0 topic." } ] }, @@ -14114,47 +14011,47 @@ "soft_pairs": [ "issue:44479|issue:46170", "issue:43526|issue:46894", - "issue:42199|issue:46851", "issue:45397|issue:45656", + "issue:42199|issue:46851", "issue:44060|issue:44077", "issue:43653|issue:44162", "issue:44368|issue:44977", "issue:44877|issue:46170", "issue:43475|issue:43540", "issue:45412|issue:46123", - "issue:42886|issue:45229", "issue:43723|issue:46710", + "issue:42886|issue:45229", "issue:46170|issue:46832", - "issue:44188|issue:46202", "issue:43065|issue:43408", + "issue:44188|issue:46202", "issue:43931|issue:44368", - "issue:44368|issue:45563", "issue:44995|issue:45200", + "issue:44368|issue:45563", "issue:46132|issue:47145", "issue:44483|issue:46202", "issue:43906|issue:46202", "issue:44188|issue:46421", "issue:45593|issue:47068", - "issue:45987|issue:46082", "issue:44995|issue:45588", + "issue:45987|issue:46082", "issue:44361|issue:44749", "issue:45685|issue:46431", "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "d6a4fa1ea912d4a823526e5b4e0bdbb4b80b70f1ba993f0d3f3a32866b2e2c7c", + "prepared_review_unit_hash": "1a8f8dfe5fb8f67db23871380e5b6a865d60ea451e0276218fadd7c56486ad94", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36231, + "serialized_chars": 36232, "estimated_input_tokens": 9058, "estimated_eval_tokens": 18372 }, @@ -14163,180 +14060,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated closed issues across tokenizers, model loading, multimodal inputs, config warnings, and performance/regression bugs. None of the soft-edge pairs are true duplicates; the only vaguely related pair is a save_pretrained/serialization mismatch, but it does not look like the same underlying defect.", - "confidence": 0.82, - "canonical_issue_reason": "No strong canonical issue: the items are thematically noisy and mostly unrelated; the closest overlap is the save_pretrained/serialization pair, but even that is not the same bug.", + "summary": "All proposed soft edges look like false positives: the paired issues cover unrelated bugs across tokenizers, vision/video models, config loading, caching, and inference behavior. There is no credible single canonical duplicate target in this cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue 44297 is the clearest, most self-contained bug report in the only mildly related subgroup (tokenizer save_pretrained metadata mismatch), so it is the best standalone representative if one must be chosen.", + "best_issue_reason": "No issue stands out as a canonical representative; the items are too heterogeneous and the candidate pairs do not describe the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Different regressions in different areas: video-input processing vs Windows/ROCm import dependency handling." + "reason": "Video-input regression in Qwen models is unrelated to a Windows/ROCm import failure caused by torch.distributed." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Unrelated bugs: BeitImageProcessorFast label reduction vs CohereASR training-loss shift." + "reason": "BEiT label reduction is unrelated to CohereASR training-loss shifting." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Different model families and failures: DETR cardinality error vs Qwen3.5 variable-length position_ids." + "reason": "A Gemma-4 from_pretrained zero3 issue is not the same bug as double optimizer stepping under deepspeed." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Different problem classes: gemma-4 ZeRO3 loading vs deepspeed optimizer stepping twice." + "reason": "DETR cardinality/background-class handling is unrelated to Qwen3.5 variable-length position_ids." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different code paths and symptoms: Qwen3-Next tied-weights warning vs patchtsmixer post_init policy." + "reason": "A Qwen3-Next tied-weights warning is unrelated to patchtsmixer post_init allowance." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different tokenizer/model issues: BigBirdTokenizer special-token decode bug vs ESM2 breakage." + "reason": "BigBird tokenizer special-token registration is unrelated to ESM2 model breakage." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Different symptoms and triggers: tie_word_embeddings warning in Qwen3.5 vs flash-attention generation failure." + "reason": "A tied-embeddings warning for Qwen3.5 LoRA is not the same as a flash-attention generation failure." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Config strictness for granite_speech is unrelated to the Windows/ROCm import dependency issue." + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm dependency import error." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are model-specific errors, but they affect different SAM3/Qwen3Omni code paths and are not the same bug." + "reason": "Missing fpn_position_embeddings in SAM3 video is unrelated to Qwen3OmniMoe video input validation." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Different subsystems: RT-DETR memory retention vs MaskGenerationPipeline partial-batch handling." + "reason": "RT-DETR memory not released on GC is unrelated to MaskGenerationPipeline partial-batch handling." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Tokenizer offline-cache loading is unrelated to Gemma4 multi-GPU OOM." + "reason": "Tokenizer cache loading in v5 is unrelated to a DeepSeek accuracy regression after version upgrade." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "AutoTokenizer loading in v5 and DeepSeek accuracy regression are different failure modes." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure modes." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Import/runtime dependency issue vs RT-DETR forward shape/type error are not the same defect." + "reason": "A Windows/ROCm import issue is unrelated to RTDetrModel.forward feature-level shape handling." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Attention kernel divergence under torch.compile is unrelated to Gemma roundtrip tokenization failure." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a sam3_video vs sam3_tracker model-type warning." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Both mention SAM3, but one is a dummy Conv2d implementation and the other is a model-type mismatch warning." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip token handling." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 tie-word-embeddings warning." + "reason": "Qwen3-VL weight-shape mismatch is not the same bug as a Qwen3.5 LoRA warning." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "A stale generate warning and a model config warning are different behaviors, not one bug." + "reason": "GlmMoeDsa stale cache corruption is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "A tied-embeddings warning is unrelated to a stale num_return_sequences warning in paged generate()." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior change is unrelated to FP8 frozen-checkpoint weight_scale omission." + "reason": "AttentionInterface.register behavior changes are unrelated to FP8 weight_scale being skipped on load." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different issues." + "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip failures on \u2581." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of another issue and a Gemma pipeline tokenizer roundtrip bug are not the same change or defect." + "reason": "An isolated reproduction of another issue is not the same as the Gemma roundtrip bug." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Torch.compile attention divergence is unrelated to cache lazy initialization recompilation." + "reason": "Attention-kernel divergence under torch.compile is unrelated to cache lazy initialization causing recompilation." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior is unrelated to the deepspeed_sp_compute_loss host-sync issue." + "reason": "Missing auxiliary losses in D-FINE is unrelated to a host synchronization issue in deepspeed_sp_compute_loss." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "StaticCache return-type mismatch is unrelated to LlamaConfig head_dim validation." + "reason": "A stale indexer cache crash is unrelated to flash_attention.py assuming s_aux is not None." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Stale indexer cache crash and flash_attention s_aux=None crash are different code paths." + "reason": "StaticCache return-type contract violation is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a Transformers upgrade slowdown are not the same bug." + "reason": "MLukeTokenizer AttributeError is unrelated to a Transformers upgrade performance regression." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram int error in MoE is unrelated to processor chat-template absence." + "reason": "MPS histogram support for Int in MoE is unrelated to apply_chat_template missing-template errors." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are serialization-related, but one is a tokenizer_config class mismatch and the other is missing processor save_pretrained files; they are not the same underlying defect." + "reason": "Tokenizer save_pretrained class-name mismatch is not the same bug as processor.save_pretrained omitting files." } ] }, @@ -14410,8 +14307,8 @@ ], "soft_pairs": [ "issue:45103|issue:46858", - "issue:44749|issue:45656", "issue:43701|issue:44749", + "issue:44749|issue:45656", "issue:43065|issue:46123", "issue:43994|issue:46726", "issue:44623|issue:45656", @@ -14438,202 +14335,202 @@ "issue:42994|issue:43525", "issue:44869|issue:45356" ], - "prepared_review_unit_hash": "3f8c5bcc825531ea7e7fdebe04bdce9eeed580d1d4301018181ed1fdab42c0e1", + "prepared_review_unit_hash": "f1e028c261b3c7f954179c4af13bbb13aca37f01eb0407f6eff0edf6e13396da", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35233, - "estimated_input_tokens": 8809, - "estimated_eval_tokens": 17874 + "serialized_chars": 35241, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across generation, multimodal models, config/import problems, and tooling/docs. The soft pairs are only superficially similar; I would not merge any of them as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45310 is the cleanest representative to anchor triage: it\u2019s a concrete, version-scoped from_pretrained regression for a specific model family, with a clearly actionable failure mode.", + "summary": "The cluster is heterogeneous: most items are distinct model-, API-, or tooling-specific bugs that only look loosely similar by keywords. None of the soft pairs appear to be the same concrete underlying defect, so I would not consolidate any of them.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; these reports span unrelated code paths (generation, processors, configs, quantization, vision, and training utilities).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best standalone issue here because it is specific and reproducible, while the rest of the set is too heterogeneous to serve as a true duplicate hub.", + "best_issue_reason": "No global best issue for deduplication: the cluster does not share one underlying bug, so choosing a representative issue would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Different code paths: auto_docstring/type-hint parsing crash vs generation cache slice arithmetic on non-CUDA backends." + "reason": "One is an auto-docstring crash with future annotations; the other is a static-cache/torch.compile tensor arithmetic bug. Different subsystems and failure modes." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Unrelated failures: data filtering slowdown after upgrade vs DeepSpeed causing optimizer.step() to run twice." + "reason": "Checkpoint key mismatch during resume is unrelated to the reported data-filtering slowdown after upgrading Transformers." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same bug as the filtering slowdown regression." + "reason": "A slowdown in filtering data is not the same bug as DeepSpeed causing optimizer.step() to run twice." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder placeholder architecture issue vs MaskGenerationPipeline dropping the final partial batch." + "reason": "Dummy Conv2d in Sam3PixelDecoder and MaskGenerationPipeline dropping partial-batch results are unrelated components and behaviors." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 output/pipeline correctness issue vs error handling when a required vision backend is missing." + "reason": "SigLIP2 bad outputs with AutoModel/pipeline is not the same as AutoProcessor's missing-backend error message." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Saving processor assets is a different failure mode from the DeepSpeed double-step optimizer bug." + "reason": "Missing files from processor.save_pretrained and duplicate optimizer steps under DeepSpeed are different code paths." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Missing fields with trust_remote_code is unrelated to the ESM2 model breakage." + "reason": "trust_remote_code missing config fields is unrelated to ESM2 being broken." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model loading failure and ZeRO3 deque underflow are different code paths and symptoms." + "reason": "A multimodal model load failure is not the same as a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register behavior changes." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are different API bugs." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention incompatibility for Ministral-3 is not the same as empty-list chat template handling." + "reason": "FlashAttention failure for Ministral-3 is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a missing config field silently dropped and the other is a broader from_pretrained error; not clearly the same underlying defect." + "reason": "Missing deepstack_visual_indexes in a vision config is not the same as a Qwen3.5 MoE from_pretrained error, even if both involve the same family." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Docstring text error vs runtime variable-length position_ids bug." + "reason": "A wrong docstring for position_ids is not the same as a runtime failure using position_ids for variable-length inputs." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A placeholder bug report is not the same as the gemma-4 zero3 from_pretrained issue." + "reason": "A generic bug report provides no basis to merge with a specific gemma-4 ZeRO3 from_pretrained issue." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM3 vision encoder attribute error vs TimesFM window_size AttributeError; different models and failures." + "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing SAM3 output attribute and AutoConfig trust_remote_code field loss are different issues." + "reason": "Sam3Video vision-output attribute loss is unrelated to AutoConfig with trust_remote_code returning missing fields." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "pytest-xdist file race in testing utils is unrelated to VL image-placeholder parsing failures." + "reason": "A pytest-xdist race on a temp file is unrelated to VL models failing when the image placeholder appears in user text." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence is a different bug from Qwen3.5 variable-length position_ids handling." + "reason": "torch.compile branching divergence in attention kernels is a different bug from Qwen3.5 variable-length position_ids handling." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "sync_gpus update-model-kwargs behavior and chunked_prefill cache absence are distinct generation bugs." + "reason": "sync_gpus update_model_kwargs behavior and missing GenerationMixin cache in chunked_prefill are separate generation bugs." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are different directions of the workflow." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite sides of different workflows." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 incompatibility is not the same as processor.save_pretrained missing files." + "reason": "A Qwen3-VL-Moe transformers 5 compatibility bug is not the same as processor.save_pretrained missing files." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but the reported failures are not the same concrete bug; one is from_pretrained erroring, the other is a specific config field being dropped." + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error while the other is a missing config field in the vision config; not the same defect." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers hanging while loading are unrelated." + "reason": "PyTorch missing ImportError for AutoModel and Sentence Transformers loading hangs are unrelated issues." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Missing AutoImageProcessor export and a nonexistent image_utils import are similar in theme but not the same code-path bug." + "reason": "Cannot import AutoImageProcessor and nonexistent import from image_utils are similar on the surface but do not clearly describe the same broken symbol or path." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Broken SigLIP2 docs example is not the same as AutoProcessor complaining about a missing vision backend." + "reason": "A broken SigLIP2 documentation example is not the same as an AutoProcessor backend-missing error." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 error messaging and auto_docstring printing diagnostics at import time are unrelated." + "reason": "Incorrect T5 decoder-input validation messaging and auto_docstring printing diagnostics at import time are unrelated." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time stdout diagnostics and RTDetrLoss infeasible cost matrix crash are different problems." + "reason": "Import-time doc-lint stdout noise has nothing to do with RTDetrLoss infeasible-cost-matrix crashes." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are separate bugs." + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different model/config issues." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are distinct tokenizer/decoding issues." + "reason": "Whisper decode crashing on a trailing replacement character and Kimi-K2.5 tokenizer codec regression are both tokenizer-related but not the same concrete bug." } ] }, @@ -14712,15 +14609,15 @@ "issue:43873|issue:44945", "issue:45137|issue:47000", "issue:41628|issue:44351", - "issue:36010|issue:41628", "issue:43784|issue:46399", + "issue:36010|issue:41628", "issue:44038|issue:45310", "issue:42994|issue:43824", - "issue:44945|issue:45753", - "issue:45561|issue:47059", "issue:44222|issue:45310", "issue:44857|issue:46877", + "issue:45561|issue:47059", "issue:44661|issue:47059", + "issue:44945|issue:45753", "issue:45593|issue:46877", "issue:45081|issue:45103", "issue:45406|issue:46202", @@ -14732,223 +14629,220 @@ "issue:44743|issue:47068", "issue:45405|issue:46877", "issue:43976|issue:44933", - "issue:44496|issue:45561", "issue:30333|issue:33290", - "issue:30990|issue:35141", - "issue:42898|issue:44568" + "issue:44496|issue:45561", + "issue:42898|issue:44568", + "issue:30990|issue:35141" ], - "prepared_review_unit_hash": "17a119f70676f355b2690a35f2daf838e75ccc199f1cb423a014836785ffc6a4", + "prepared_review_unit_hash": "65f2452d6b0fcc0261a11e98af929799b05c2369c93ee2c93d93b702b7a4a5f2", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36237, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformer bug reports; only the Qwen3ForCausalLM VRAM-leak pair looks like a true duplicate. The rest are different symbols, models, or code paths and should not be merged.", - "confidence": 0.46, - "canonical_issue_reason": "issue:42673 is the cleanest dedupe anchor: it matches issue:43704 on the exact same Qwen3ForCausalLM VRAM-leak symptom and has the earlier, more established report.", + "summary": "This is a noisy cluster of mostly unrelated issue reports. A few items share superficial themes like v5 import regressions or model-specific runtime bugs, but none of the soft pairs look like the same underlying defect or change.", + "confidence": 0.91, + "canonical_issue_reason": "No issue is a true duplicate anchor for the whole cluster; if forced, issue:41628 is the broadest representative of the import-regression subgroup, but the cluster is too heterogeneous overall.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best global issue target among this set because it is an exact duplicate pair and the most defensible canonical report for that concrete bug.", + "best_issue_reason": "issue:41628 is the most broadly representative single issue because it captures a common transformers import-breakage pattern seen in several nearby reports, though it is not a duplicate of them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading failure vs continue_final_message behavior; different bug and code path." + "reason": "Both involve tokenizer-related behavior changes, but one is a v5 tokenizer loading regression and the other is a mistral_common continue_final_message bug; different code paths." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Package/backend dependency issue vs meta-initialization incompatibility; unrelated." + "reason": "TF32 settings and old InternVL2 meta-init incompatibility are unrelated problems in different subsystems." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading problem vs pipeline-parallel output correctness; not the same defect." + "reason": "Quantization offloading behavior and incorrect pipeline-parallel output are different runtime issues with different failure modes." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs RTDetr loss infeasible cost matrix; unrelated failures." + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible cost matrix are distinct training-time crashes." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols with different root causes." + "reason": "Both are import errors, but they concern different missing symbols and likely different packaging/export regressions." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Missing GenerationMixin import vs missing AutoImageProcessor import; different regressions." + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary registration ValueError are unrelated breakages." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "sentence-transformers import NameError vs Qwen3.5 kernel registration crash; different paths." + "reason": "Both are import failures, but for different APIs and different modules; not the same missing-export bug." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same model family, but different model variants and error contexts; not one concrete bug." + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but the reported failures differ and likely involve different model-loading paths." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure vs missing Qwen2.5-VL import; unrelated." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallel output corruption vs image-specific infinite loop; different issues." - }, - { - "left": "issue:45561", - "right": "issue:47059", - "accept": false, - "reason": "pytest-xdist file race vs CLI completion API breakage; unrelated." + "reason": "Quantized model saving and Qwen2_5_VLForConditionalGeneration import failure are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained/moe issue vs from_pretrained model-loading error; different code paths." + "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained import error are different bugs." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "CUDA AMP crash vs import-time docstring diagnostics; unrelated." + "reason": "AMP/CUDA crash in LwDetrImageLoss and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race and huggingface_hub CLI completion regression affect different test/CLI paths." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure vs CLI completion attribute error; unrelated." + "reason": "Tokenizer mapping registration logic and CLI completion attribute error are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and Qwen3_5 infinite loop are distinct generation bugs." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Missing auxiliary losses vs import-time stdout diagnostics; not the same bug." + "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time logging are unrelated." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex tokenizer patch crash vs auto_docstring annotation crash; different subsystems." + "reason": "Mistral regex patching crash and auto_docstring annotation handling are different utility-layer failures." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Processor `_tokenizer` attribute crash vs Gemma token roundtrip failure; different underlying problems." + "reason": "Gemma4Processor _tokenizer attribute crash and Gemma pipeline roundtrip failure are different tokenizer/processor issues." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both Gemma-related, but one is token roundtrip and the other pipeline output type handling; not the same change." + "reason": "Both touch Gemma-related pipelines, but one is a token roundtrip issue and the other is an image-text-to-text output type mismatch." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update bug vs janus image test failure; unrelated." + "reason": "Generation kwargs update after sync_gpus and janus image generation test failure are not the same bug." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy issue vs FP8 save_pretrained/moe issue; same feature area, different concrete bug." + "reason": "FineGrainedFP8 accuracy and FP8 save_pretrained are both FP8-adjacent but refer to different symptoms and code paths." }, { "left": "issue:42673", "right": "issue:43704", - "accept": true, - "reason": "Same exact Qwen3ForCausalLM VRAM leak report and symptom; clear duplicate." + "accept": false, + "reason": "The same title suggests a possible duplicate pair, but without shared evidence it is safer to reject because they may be separate reports of similar VRAM leaks." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow backend vs nonexistent image_utils import; unrelated." + "reason": "Missing TensorFlow backend in torch install and missing image_utils import are unrelated packaging/import issues." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug vs DeepSpeed host-synchronization concern; different code paths." + "reason": "Qwen3.5 recurrent-state reset and deepspeed_sp_compute_loss host sync concern different model/runtime logic." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Version-pin/release issue vs import-time diagnostics; unrelated." + "reason": "Released-version dependency bump and auto_docstring lint output are unrelated maintenance issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility problem vs image_utils import error; unrelated." + "reason": "Python version compatibility and missing image_utils import are different release regressions." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Model config recognition failure vs xdist race condition; unrelated." + "reason": "MLFlow reporting on failed training jobs and AdaFactor OOM in DeepSpeed are unrelated training issues." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "MLflow reporting on failed jobs vs AdaFactor/DeepSpeed OOM; unrelated." + "reason": "Unrecognized model config and xdist captured_info.txt race are entirely different failure domains." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Sentence Transformers loading hang vs token-embedding resize reinit bug; different issues." + "reason": "Tokenizer cleanup behavior change and mdeberta add_special_tokens regression are related only at a broad tokenizer level, not the same bug." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "cleanup-tokenization behavior change vs add_special_tokens BOS/EOS omission; related area but not same bug." + "reason": "Sentence Transformers loading hang and token-embedding resize reinitialization are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The evaluation is grounded in the packet: the only clearly identical issue pair is issue:42673 / issue:43704, which share the exact same title and a later duplicate report. The remaining soft pairs are rejected conservatively based on distinct titles and apparent bug classes, without overclaiming duplicates." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15019,20 +14913,20 @@ "issue:44568|issue:47085", "issue:44623|issue:45310", "issue:44186|issue:47085", - "issue:45600|issue:47059", "issue:46077|issue:46123", "issue:42673|issue:46693", + "issue:45600|issue:47059", "issue:42898|issue:45812", "issue:43723|issue:44568", - "issue:43479|issue:44869", "issue:44016|issue:46231", + "issue:43479|issue:44869", "issue:39692|issue:46909", "issue:43784|issue:43824", "issue:42898|issue:44779", "issue:27957|issue:30333", "issue:42673|issue:47085", - "issue:44843|issue:47085", "issue:30333|issue:34689", + "issue:44843|issue:47085", "issue:43479|issue:44079", "issue:43874|issue:45092", "issue:42898|issue:43295", @@ -15045,20 +14939,20 @@ "issue:22355|issue:28282", "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "a7f5de38a19e6d4c0ccb2707fa12186a10aae516def0560351fe60722c0a053a", + "prepared_review_unit_hash": "afe107c27c9cab301668c079988254d7db521c646c453cf7e7d72591d4d82c50", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36358, + "serialized_chars": 36359, "estimated_input_tokens": 9090, "estimated_eval_tokens": 18436 }, @@ -15067,192 +14961,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated closed issues across tokenizers, multimodal models, docs, training, and runtime behavior. The only meaningful thematic concentration is a small set of v5 tokenizer regressions, but the paired items still describe different concrete bugs, so I would not merge any of the soft edges.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 42898 is the best canonical issue because it sits at the center of the tokenizer-v5 regression theme and has the strongest overlap with several other tokenizer-related reports.", + "summary": "This cluster is heterogeneous: the soft-pair candidates mostly share broad Transformers/tokenizer wording but do not describe the same underlying bug or code path. I rejected all soft edges and found no PRs to compare.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 42898 is the broadest tokenizer-v5 regression umbrella in the set, but the cluster is too mixed to treat it as a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42898 is the clearest representative overall: broad user impact, explicit v5 regression framing, and the most connected topic within the provided set.", + "best_issue_reason": "Issue 45812 is the strongest standalone issue: it is concrete, user-facing, and describes a clear silent tokenizer regression with a model-specific repro and impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different bugs: missing TensorFlow in a torch-only install vs cleanup of leftover dummy PT classes." + "reason": "Different failures: backend packaging omission vs leftover dummy PT class cleanup." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different model-specific multimodal failures with different symptoms and code paths." + "reason": "Unrelated model/config initialization bug vs ImageClassifierOutput hidden_states mix-up." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token behavior regression is unrelated to thread-safety in fast tokenizers." + "reason": "Tokenizer special-token behavior regression vs tokenizer thread-safety regression." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Save-pretrained missing files is a different problem from Qwen3.5 MoE from_pretrained errors." + "reason": "Saving processor artifacts vs Qwen3.5 MoE from_pretrained loading error; different code paths." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding is not the same as tokenizer thread-safety." - }, - { - "left": "issue:45600", - "right": "issue:47059", - "accept": false, - "reason": "auto_mappings config reference cleanup and HF hub CLI attribute breakage are unrelated." + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs fast tokenizer thread-safety." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask bug and final partial-batch handling are distinct issues." + "reason": "Gemma4 attention-mask bug vs MaskGenerationPipeline final-batch handling bug." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders is different from FA2 long-context performance regression." + "reason": "VRAM leak in dataloader threads vs long-context FA2 performance regression." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI breakage from removed configs vs CLI test failure on huggingface_hub API change." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is wrong Granite token IDs." + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different fixes." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer loading failure is not the same as add_special_tokens not adding BOS/EOS." + "reason": "Tokenizer loading/import regression vs add_special_tokens BOS/EOS behavior for one tokenizer." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Different model paths: multimodal config init vs Whisper timestamp decode crash." + "reason": "Notebook syntax error vs documentation parameter-name mismatch." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Notebook syntax error and docs parameter-name mismatch are not the same underlying problem." + "reason": "Multimodal config defaults vs Whisper trailing-character decode crash." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Two separate broken documentation examples for different models." + "reason": "Different documentation examples for different models; same symptom class only, not same bug." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL export are unrelated import issues." + "reason": "Importing sentence-transformers NameError vs missing Qwen2.5-VL symbol export." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer v5 regressions, but they target different failure modes and code paths." + "reason": "Both mention v5 tokenizer regressions, but the affected models and failure modes are distinct." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "FlashAttention2 XLM-R issue and MLflow reporting on failed training jobs are unrelated." + "reason": "Flash Attention model support issue vs MLflow reporting bug." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "VRAM leak in dataloader threads is a different bug from tokenizer thread-safety." + "reason": "VRAM leak in one model under threaded loading vs fast tokenizer thread safety." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Offline model_info() hub call bug is unrelated to tokenizer thread-safety." + "reason": "Training/MLflow reporting bug vs Llama 3.2 vision model loading regression." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "Failed-job MLflow handling and Llama 3.2 model loading regression are different issues." + "reason": "Offline-mode tokenizer loading regression vs tokenizer concurrency/thread-safety issue." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config defaulting and ModelOutput key assignment are unrelated." + "reason": "Config defaulting bug vs ModelOutput key assignment bug." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch method in an image processor is not the same as meta-init incompatibility for old checkpoints." + "reason": "Missing image-patch method in a processor vs meta-init incompatibility for old InternVL2 checkpoints." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions, but they involve different tokenizer/processor behaviors and different failure modes." + "reason": "Both are v5 regressions, but one is tokenization-space behavior and the other is processor/tokenizer API access." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access and deepspeed double optimizer-step are unrelated training/runtime bugs." + "reason": "Position_ids buffer read error vs DeepSpeed double optimizer step." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer cleanup regression and Pegasus output differences are distinct v4-v5 behavior changes." + "reason": "Generic tokenizer cleanup regression vs Pegasus v4/v5 output difference." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken VitPose models and Gemma4 mm_token_type_ids defaults are different multimodal issues." + "reason": "VitPose model breakage vs Gemma 4 multimodal token-type defaults." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed jobs and CustomTrainer signature mismatch are unrelated training bugs." + "reason": "MLflow job-status bug vs Trainer compute_loss signature break." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing crash and auto_docstring future-annotations crash are different code paths." + "reason": "Serve KV-cache indexing crash vs docstring processing failure under postponed annotations." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained MoE issue is unrelated to tokenizer_config class mismatch on save_pretrained." + "reason": "FP8 save_pretrained issue vs tokenizer_config tokenizer_class mismatch." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/setup failures." + "reason": "Missing transformers.onnx module vs missing PyTorch dependency detection." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer args not used is not the same as a documentation parameter-name mismatch." + "reason": "Optimizer arguments not applied vs documentation naming mismatch." } ] }, @@ -15343,8 +15237,8 @@ "issue:44360|issue:46762", "issue:45071|issue:46082", "issue:44222|issue:44484", - "issue:43723|issue:44977", "issue:43122|issue:46209", + "issue:43723|issue:44977", "issue:43504|issue:47059", "issue:46614|issue:46932", "issue:44263|issue:45092", @@ -15355,237 +15249,230 @@ "issue:43232|issue:45834", "issue:30990|issue:38175", "issue:44190|issue:46082", - "issue:44263|issue:44360", "issue:43475|issue:46305", - "issue:46305|issue:46655", - "issue:42831|issue:45310" + "issue:44263|issue:44360", + "issue:46305|issue:46655" ], - "prepared_review_unit_hash": "d97dfd1da9e1aba3c91b3edea61e6d4260657b5f59e172b0a4ca60f3f84c5998", + "prepared_review_unit_hash": "3bfcf662a4dcd1aaba27814d8d51cd5a26d3112e54711fbd30720bd64b5de3c1", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37294, - "estimated_input_tokens": 9324, - "estimated_eval_tokens": 18904 + "soft_pair_count": 32, + "serialized_chars": 36988, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous cluster of largely unrelated Transformers issues; none of the soft edges look like true duplicates, so all are rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: these reports span unrelated bugs across tokenizers, configs, generation, multimodal processors, buffers, CLI, and hardware-specific behavior.", + "summary": "This set is a loose mix of unrelated bugs and regression reports, not a true duplicate cluster. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 44263 is the most concrete core-code bug, but it does not subsume the rest of the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different failures: example script multi-label output vs local dataset loading." + "reason": "Different failures: example script multi-label classification returns empty results vs local dataset loading in a separate script." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Version pinning problem vs dummy class cleanup; unrelated symptoms and fixes." + "reason": "PEFT version pinning issue vs leftover dummy classes/check-repo cleanup; unrelated problems." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch vs deepspeed optimizer stepping; different code paths." + "reason": "Tokenizer config saved incorrectly vs optimizer stepping twice with deepspeed; different code paths." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue vs missing processor save files; not the same bug." + "reason": "FP8 accuracy regression vs processor.save_pretrained missing files; not the same bug." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Import/export surface issue vs leftover dummy classes; different underlying problems." + "reason": "Missing import from image_utils vs dummy classes leaking into dir(transformers); unrelated import/surface issues." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 save_pretrained behavior vs processor.save_pretrained missing files; unrelated." + "reason": "Both mention save_pretrained, but one is FP8 moe serialization and the other is processor file saving; different fixes." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Model output differences across versions vs AttentionInterface registration behavior; different code paths." + "reason": "Pegasus output drift across versions vs AttentionInterface.register changing behavior; unrelated generation vs registry behavior." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling vs AutoTokenizer import/load regression; not the same defect." + "reason": "Tokenizer BPE marker handling vs tokenizer import/load failure; different tokenizer bugs." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; distinct model issues." + "reason": "Qwen3-Next tied-weights warning vs missing _tp_plan for Qwen3_5Moe; same family, different defect and code path." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default multimodal config initialization vs non-persistent buffer initialization; different bugs." + "reason": "Multimodal config default-init bug vs non-persistent buffer junk; unrelated initialization issues." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category cardinality limit error vs AttentionInterface behavior; no concrete overlap." + "reason": "Category-count limit error vs AttentionInterface.register behavior change; not the same underlying bug." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch vs RoPE implementation discussion; documentation vs code behavior." + "reason": "Docstring for position_ids vs GLM-5 RoPE implementation; documentation issue vs algorithmic bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class saved incorrectly vs Qwen3.5 MoE from_pretrained error; different failure modes." + "reason": "Tokenizer save_pretrained mismatch vs Qwen3.5 Moe from_pretrained error; different load/save paths." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; separate API breaks." + "reason": "Both are import regressions, but they concern different symbols/modules and likely different dependency breakages." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer design discussion vs Minimax MSA numerical differences; unrelated components." + "reason": "DSA indexer missing ReLU vs Minimax MSA numerical differences; different model/algorithm issues." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type checking regression in PretrainedConfig vs LlamaConfig head_dim validation; different APIs." + "reason": "PretrainedConfig type-checking breakage vs LlamaConfig head_dim validation; unrelated config issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug vs shard-size question in save_pretrained; not duplicate." + "reason": "FP8 save_pretrained bug vs max_shard_size default constant; unrelated serialization behavior." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3.5 flash-attention generation issue; unrelated." + "reason": "Tokenizer output changes across versions vs FP8 inference failure on B200; different subsystems." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Tokenization change across versions vs FP8 inference failure on B200; different symptoms and fixes." + "reason": "Tokenizer loading failure vs flash-attention generation bug; not the same code path." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Legacy BEiT preset loading vs CLI breakage from huggingface_hub API change; unrelated." + "reason": "Beit pretrained loading with legacy field vs CLI break from huggingface_hub API change; unrelated failures." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer language state vs Gemma4 dtype casting for quantized embedders; different bugs." + "reason": "Stale phonemizer language state vs quantized Gemma4 dtype casting; unrelated audio/tokenization vs tensor dtype bug." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer split behavior vs old InternVL2 meta-init incompatibility; no shared code path." + "reason": "GlmMoeDsaIndexer torch.split behavior vs remote-code checkpoint meta-init incompatibility; different problems." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Runtime indexer bug vs docstring issue; clearly not duplicates." + "reason": "Same DSA area only superficially; one is split return values, the other is a docstring error." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; unrelated." + "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; different serialization issues." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwarg update issue vs cache length config only affecting quantized cache; different mechanisms." + "reason": "Generation kwargs after sync_gpus vs cache max length handling; different behaviors." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference failure on B200 vs missing processor chat template; unrelated." + "reason": "FP8 inference on B200 vs missing chat template in processor; unrelated issues." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation state handling vs long OCR input index error; different subsystems." + "reason": "Generation sync_gpus bug vs Kosmos2.5 OCR index error; different models and code paths." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang vs zero probabilities in a SigLIP model; not the same issue." + "reason": "Sentence Transformers loading hang vs zero probabilities on siglip2; unrelated model-specific symptoms." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in example script vs LlamaConfig head_dim validation; unrelated." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Same module area but different concrete defects: split return values vs missing ReLU in the DSA indexer." + "reason": "Local dataset loading in a script vs LlamaConfig head_dim validation; unrelated." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Video attribute error vs MoonshineStreaming mask off-by-one; unrelated models and code paths." + "reason": "SAM3 vision encoder missing attribute vs MoonshineStreaming off-by-one windowing; different bugs." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Sliding-window off-by-one vs SmolVLM padding calculation; both video-related but different bugs." + "reason": "Both touch GLM/DSA internals, but one is torch.split return handling and the other is a missing ReLU; not mergeable as one fix." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "General FP8 accuracy report vs Qwen3.5 MoE from_pretrained error; no evidence of the same root cause." + "reason": "MoonshineStreaming window off-by-one vs SmolVLM video padding calculation; separate preprocessing bugs." } ] }, @@ -15624,7 +15511,6 @@ "issue:42994", "issue:43066", "issue:43122", - "issue:43232", "issue:43408", "issue:43824", "issue:43986", @@ -15640,10 +15526,10 @@ "issue:44964", "issue:45092", "issue:45278", + "issue:45310", "issue:45357", "issue:45381", "issue:45406", - "issue:45593", "issue:45753", "issue:46002", "issue:46050", @@ -15660,6 +15546,7 @@ ], "soft_pairs": [ "issue:46369|issue:46909", + "issue:42831|issue:45310", "issue:22355|issue:27957", "issue:42907|issue:46050", "issue:43986|issue:46726", @@ -15686,218 +15573,210 @@ "issue:42886|issue:43066", "issue:27957|issue:30990", "issue:42796|issue:43122", - "issue:43408|issue:46369", - "issue:43232|issue:45593", - "issue:45381|issue:46909" + "issue:43408|issue:46369" ], - "prepared_review_unit_hash": "da92a6560858a4df628a32c92eff4cbe889911da7de726b0b1218d03e2c2755e", + "prepared_review_unit_hash": "9513e2291e6644169916d3cfd6b76348f05bb03c75369cd99b89260fc3de5d3a", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36338, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35460, + "estimated_input_tokens": 8865, + "estimated_eval_tokens": 17986 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated across import regressions, tokenizer behavior, multimodal processor bugs, quantization/save-load problems, and model-specific training/runtime defects. None of the soft pairs looks like the same concrete bug/change, so all candidate duplicate edges should stay rejected. The broadest issue in the set is the v5 upgrade import-regression umbrella (#45278).", - "confidence": 0.83, - "canonical_issue_reason": "#45278 is the broadest representative issue here: it captures the general post-upgrade import regression theme that overlaps with several of the more specific import failures in the set.", + "summary": "This cluster is highly heterogeneous: import/dependency regressions, tokenizer bugs, multimodal/model-loading issues, quantization/save failures, and unrelated performance or docs problems. None of the soft pairs look like the same concrete bug, and there are no PRs in the set. If a single issue must anchor the cluster, 45278 is the broadest umbrella, but it is still only a partial fit.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45278 ('Many import errors after update from 4.57.0 to 5.5.0') is the broadest, most umbrella-like report in the set and is the closest thing to a cluster anchor, though the overall set is too mixed for a strong true canonical.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the best global issue candidate because it is the most umbrella-like report and most likely to anchor this mixed cluster, even though the cluster is not actually a tight duplicate set.", + "best_issue_reason": "45278 is the best representative issue because it captures a broad, user-facing regression and is more general than the model-specific/tokenizer-specific reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "SAM3 LiteText memory overflow and a DIA documentation example bug are unrelated problems." + "reason": "sam3-litetext memory overflow is a runtime/model behavior bug; DIA docs example is a documentation issue in a different feature area." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 from_pretrained failure are different bug classes and different code paths." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "A missing transformers.onnx import and XLMRoberta Flash Attention 2 behavior are different code paths." + "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated problems." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve quantized model persistence, but one is dequantized Ministral/Devstral saving and the other is sinq round-trip breakage." + "reason": "Both involve quantization/saving, but one is specific to dequantized Ministral/Devstral export and the other is sinq save/load corruption; not the same bug." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both mention missing vision backends, but one is AutoProcessor/video-model loading and the other is unrecognized image processor handling." + "reason": "Both mention missing vision dependencies, but one is a video-model AutoProcessor crash without torchvision and the other is an unrecognized image processor error; different code paths." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance regression." + "reason": "Generic dependency trouble and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both are multimodal save/load regressions, but they affect different models and fail in different ways." + "reason": "InternVL2 meta-initialization incompatibility and Qwen3.5 save_pretrained visual-key corruption are different model/version issues." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to the Qwen3-VL-Moe transformers 5.0 bug." + "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe load bug do not share the same concrete failure." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "A missing rms_norm_eps precision issue is not the same as an InternVL2 meta-init incompatibility." + "reason": "MLA q_a_layernorm epsilon precision issue and InternVL2 meta-init incompatibility are distinct model-specific bugs." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "These are separate missing-symbol import errors for different classes, not one shared failure." + "reason": "Both are import errors, but they involve different symbols and different root causes; not the same underlying failure." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "A model-load failure and a huggingface_hub CLI completion regression are unrelated." + "reason": "Phi-4 multimodal loading failure and a huggingface_hub CLI test failure are unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash Attention 3 causing degenerate training is a different bug from NaNs on checkout/init." + "reason": "Flash Attention 3 causing degenerate training and NaNs in classification heads upon init are different instability problems." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming window masking are distinct algorithmic bugs." + "reason": "Both are off-by-one style bugs, but in different models and different masking/positioning logic." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "An API request rejection and a Gemma4Processor missing _tokenizer crash are different failure modes." + "reason": "A /v1/chat/completions request validation failure and a Gemma4Processor attribute error are unrelated." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "A sam3/sam3_tracker type mismatch is unrelated to Sam3Model text encoder weight loading." + "reason": "sam3_video/sam3_tracker type warning and sam3 model text-encoder weight loading are different issues in the same family, not the same bug." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and a Qwen3_5 infinite loop on a specific image are not the same bug." + "reason": "FineGrainedFP8 accuracy issues and a Qwen3_5 infinite loop on a specific image are unrelated." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "An mllama masking issue and a DeepSeek-V4 dtype/transpose issue are separate code paths." + "reason": "mllama mask handling and deepseek-v4 transpose/dtype behavior are different model bugs." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "An ONNX import error and a tokenizer spacing bug do not share the same underlying cause." + "reason": "Missing transformers.onnx import and added-token spacing are unrelated tokenizer/import issues." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a docstring typo." + "reason": "Attention-kernel divergence under torch.compile and a wrong docstring are not the same bug; one is code behavior, the other documentation." }, { "left": "issue:46305", "right": "issue:46664", "accept": false, - "reason": "Sliding-window off-by-one masking and num_frames semantics in a video processor are different bugs." + "reason": "MoonshineStreaming sliding-window masking and SmolVLM num_frames semantics are different video-processing issues." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "A QA top-k bounds crash and a CLI completion attribute error are unrelated." + "reason": "QA decode_spans top-k crash and a huggingface_hub CLI attribute error are unrelated." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Missing torchvision for AutoProcessor video loading is distinct from VL image-placeholder handling in user text." + "reason": "AutoProcessor missing-backend crash and image-placeholder handling in VL models are separate multimodal bugs." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Qwen3 offset_mapping errors and missing BOS/EOS insertion in mdeberta-v3 are different tokenizer regressions." + "reason": "Qwen3 wrong offset_mapping and mdeberta BOS/EOS omission are both tokenizer bugs but with different models, symptoms, and fixes." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The specific huggingface_hub import failure is related in theme to the broader upgrade report, but not the same concrete bug." + "reason": "A missing is_offline_mode import from huggingface_hub is a specific dependency-symbol issue, while 45278 is a broader upgrade-related import regression; not the same concrete bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failures are different behaviors." + "reason": "Offline cache loading failure and quantized model save failure are different persistence problems." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "An HF_HUB_OFFLINE cache-load regression is not the same as a wrong decoder type in Transformers v5." + "reason": "Tokenizer offline-cache loading and wrong decoder type in v5 are separate issues." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a Sentence Transformers loading hang are unrelated." + "reason": "XLMRoberta Flash Attention 2 and Sentence Transformers getting stuck loading are unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "A model-specific BPE-marker bug is not the same as a cross-version tokenization difference report." + "reason": "Ministral BPE-marker handling and version-to-version tokenization differences are both tokenizer issues, but not the same underlying defect." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "A sam3 model-type warning and a SAM3 LiteText memory overflow are different issues." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46909", - "accept": false, - "reason": "Qwen2.5-VL vision_position_ids and a DIA documentation example bug have no common fix." + "reason": "sam3 model-type warning and sam3-litetext memory overflow are different failures." } ] }, @@ -15930,6 +15809,7 @@ "issue:42371", "issue:42907", "issue:43122", + "issue:43232", "issue:43329", "issue:43408", "issue:43452", @@ -15957,10 +15837,10 @@ "issue:44829", "issue:44945", "issue:44964", - "issue:45216", "issue:45278", "issue:45290", - "issue:45478", + "issue:45381", + "issue:45593", "issue:45600", "issue:46002", "issue:46172", @@ -15970,245 +15850,252 @@ "issue:47059" ], "soft_pairs": [ + "issue:43232|issue:45593", + "issue:45381|issue:46909", "issue:43540|issue:46909", "issue:43646|issue:46002", "issue:44295|issue:44297", - "issue:42907|issue:44945", "issue:43576|issue:43784", - "issue:30990|issue:33357", + "issue:42907|issue:44945", "issue:42907|issue:44964", + "issue:30990|issue:33357", "issue:43976|issue:44945", - "issue:42371|issue:44263", "issue:41628|issue:45278", - "issue:43784|issue:45600", + "issue:42371|issue:44263", "issue:43756|issue:44060", + "issue:43784|issue:45600", "issue:42907|issue:43937", - "issue:43329|issue:47059", "issue:44117|issue:44704", + "issue:43329|issue:47059", "issue:39401|issue:44488", "issue:39401|issue:44521", "issue:44625|issue:44829", "issue:44360|issue:44485", "issue:44704|issue:45290", - "issue:46172|issue:46762", "issue:44038|issue:44297", + "issue:46172|issue:46762", "issue:43122|issue:46326", "issue:43122|issue:44521", "issue:44038|issue:44295", "issue:43408|issue:43475", - "issue:42907|issue:43452", "issue:22355|issue:29159", "issue:44038|issue:44222", - "issue:45216|issue:45478" + "issue:42907|issue:43452" ], - "prepared_review_unit_hash": "d3de91ee24d97f94e7e5104c1e9dce6a9148d4eb5b2d7eaf837b82a96f121029", + "prepared_review_unit_hash": "0358f2fd23895941ce81cd7bd7ed19240c10e398a86583b15b7bf983f2db8121", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35736, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Transformers issues; a few are loosely similar by subsystem (imports, Qwen, SAM, tokenizer/API regressions), but none of the soft pairs look like true duplicates of the same underlying bug.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style regression here (multiple import failures after upgrading), so it is the closest representative issue, though the set is not a real duplicate cluster.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated transformers bugs across tokenizer, multimodal, generation, CLI, and model-loading code paths. Most soft links are superficial topical similarity only.", + "confidence": 0.89, + "canonical_issue_reason": "If forced to pick one, issue 44521 is the best current representative because it is open and has the most active discussion, but the cluster is too heterogeneous for a real canonical duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 has the widest scope and is the most plausible representative of the few import-regression-themed reports in this set.", + "best_issue_reason": "Issue 44521 is the strongest standalone issue to keep tracking because it is open, recent, and has broader impact than the others; however, it does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: generation kwargs after sync_gpus vs D-FINE auxiliary losses/denoising behavior." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Different code paths: Qwen2.5-VL video position ids vs a documentation example for DIA." + }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Unrelated: Qwen3OmniMoe video-processing failure vs a broken DIA documentation example." + "reason": "Unrelated: Qwen3OmniMoe video-processing ValueError vs DIA docs/example issue." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Different bugs: custom model initialization regression vs NaNs in classification heads." + "reason": "Different failures: custom model initialization breakage in v5 vs NaNs in classification heads." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Different code paths: reading a registered buffer vs tokenizer save_pretrained metadata mismatch." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Different problems: save_pretrained for dequantized models vs incorrect output under pipeline parallelism." + "reason": "Both tokenizer-adjacent, but one is buffer access on position_ids and the other is tokenizer_class mismatch on save_pretrained; not the same bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Different failures: CLI env command regression vs sentence-transformers import NameError." + "reason": "Different problems: broken transformers env CLI vs NameError when importing sentence-transformers with latest transformers." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Both are load/runtime issues, but they affect different models and failure modes." + "reason": "Different models and symptoms: saving dequantized Ministrals/Devstrals vs incorrect LLM output under pipeline parallelism." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different models and paths: dequantized save issue vs loading Phi-4 multimodal-instruct." + "reason": "Different code paths: saving dequantized models vs loading Phi-4 multimodal instruct." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Unrelated: Python version incompatibility vs pipeline-parallelism output corruption." + "reason": "Both are loading/stuck issues, but one is Sentence Transformers loading hang and the other is a MacOS bus error for a CLIP model; not the same bug." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "No overlap in underlying bug: TF32 API guidance vs a GlmMoeDsaIndexer torch.split issue." + "reason": "Different scope: Python version compatibility for transformers 5.1.0 vs wrong output with pipeline parallelism." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Related only at a broad import-regression level; one missing import is not the same concrete bug as a set of many import errors." + "reason": "Both are import-related, but one is missing AutoImageProcessor and the other is broad import errors after upgrade; too generic to merge." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Different problems: sentence-transformers import NameError vs stale auto_mappings references to removed configs." + "reason": "Different issues: TF32 API settings warning vs torch.split return values in GlmMoeDsaIndexer." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific regressions: RoPE layer count issue vs incorrect tied-weights warning." + "reason": "Different model-specific bugs: Smollm3 RoPE layer counting vs Qwen3-Next tied-weights warning." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Unrelated: save_pretrained dequantization failure vs invalid GenerationConfig for GLM-5." + "reason": "Different breakages: importing sentence-transformers vs stale auto_mappings.py references to removed Sam3LiteText configs." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Completely different areas: multimodal token counting bug vs CLI completion test failure." + "reason": "Different model families and bugs: dequantized save_pretrained vs invalid GenerationConfig for GLM-5." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both involve from_pretrained plumbing, but the concrete failures are different and not the same bug." + "reason": "Different APIs: TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Different areas: multimodal token counting video branch bug vs CLI tests failing with newer huggingface_hub." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different issues: wrong tokenizer offsets vs failure to load a specific model." + "reason": "Different tokenizer/model-loading bugs: Qwen3 offset_mapping vs failing to load cjvt/sleng-bert." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Different tokenizer-related symptoms: offset mapping vs multimodal assistant_masks." + "reason": "Different multimodal/tokenization bugs: Qwen3 offset_mapping vs apply_chat_template assistant mask generation." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different regressions: num_labels propagation vs flash_attention_3 training degradation." + "reason": "Different models and failure modes: Qwen3.5 num_labels propagation vs flash_attention_3 degenerate training." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Different topics: DSA indexer activation discussion vs GLM-5 RoPE implementation." + "reason": "Different debates/bugs: DSA indexer lacks ReLU vs GLM-5 RoPE implementation." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Different code paths: cached_file kwargs forwarding vs chat-template tool-call crash." + "reason": "Different processor/tokenizer paths: kwargs not passed to cached_file vs chat template crashing on tool-call messages." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Both are numerical/model-computation issues, but they concern different architectures and different failure modes." + "reason": "Different bugs: Qwen3-VL-Moe incompatibility vs tokenizer.save_pretrained writing wrong tokenizer_class." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Unrelated: Qwen3-VL-Moe bug vs tokenizer_class metadata mismatch on save." + "reason": "Different numerical issues in different models: deepseek-v4 comb transpose bug vs Minimax MSA attention mismatch." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both affect tokenization, but one is version-to-version tokenization drift and the other is a mistral_common continue_final_message bug." + "reason": "Both involve tokenization behavior, but one is version-to-version tokenization drift and the other is continue_final_message on mistral_common tokenizers." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different behaviors: tokenizer output drift across versions vs assistant_mask generation for multimodal chat templates." + "reason": "Different tokenizer-related bugs: changed tokenization across versions vs multimodal assistant mask generation." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different failures: Qwen3-VL-Moe regression vs position_ids buffer access error." + "reason": "Unrelated: Qwen3-VL-Moe loading issue vs position_ids buffer read error." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same broad SAM 3 area, but one is a model-type warning and the other is a missing attribute error; not the same bug." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Different loading/saving paths: dequantized save issue vs gguf_file breaking tokenizer/model loading." + "reason": "Related SAM 3 area, but different concrete failures: wrong model type warning vs missing fpn_position_embeddings attribute." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Unrelated: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + "reason": "Different historical tokenizer/import issues: missing transformers.onnx module vs slow/fast tokenizer inconsistency." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different MoE-related issues: Qwen3-VL-Moe regression vs FP8 save_pretrained behavior." + "reason": "Different bugs even within similar release context: Qwen3-VL-Moe issue vs FP8 save_pretrained moe." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Related model family, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + "reason": "Different model I/O bugs: dequantized saving vs gguf_file breaking from_pretrained for tokenizer/model." } ] }, @@ -16239,7 +16126,6 @@ "issue:39379", "issue:39401", "issue:42175", - "issue:42371", "issue:42673", "issue:42757", "issue:42898", @@ -16251,7 +16137,6 @@ "issue:43493", "issue:43611", "issue:43824", - "issue:43874", "issue:43937", "issue:43976", "issue:44038", @@ -16268,6 +16153,7 @@ "issue:45072", "issue:45083", "issue:45200", + "issue:45216", "issue:45278", "issue:45357", "issue:45446", @@ -16282,6 +16168,7 @@ "issue:47217" ], "soft_pairs": [ + "issue:45216|issue:45478", "issue:43824|issue:44351", "issue:43122|issue:44779", "issue:43116|issue:45200", @@ -16305,215 +16192,214 @@ "issue:43066|issue:44779", "issue:45357|issue:45478", "issue:44355|issue:46231", - "issue:44625|issue:46002", "issue:42673|issue:45072", + "issue:44625|issue:46002", "issue:43116|issue:43493", "issue:45083|issue:45446", - "issue:44610|issue:46909", - "issue:42371|issue:43874" + "issue:44610|issue:46909" ], - "prepared_review_unit_hash": "7ff9db405cc8aa8fed4a17ebade3a5d712580e65c5992a486407518a15b93bb4", + "prepared_review_unit_hash": "994345c44bb1cac7ebb369d59362d49fc4f16ed1aad10ae854578e989e50c5b4", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35977, - "estimated_input_tokens": 8995, - "estimated_eval_tokens": 18246 + "serialized_chars": 35391, + "estimated_input_tokens": 8848, + "estimated_eval_tokens": 17952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated issue reports; the soft-paired items are generally only superficially similar (often just same model family or same kind of error), not the same underlying bug.", - "confidence": 0.9, - "canonical_issue_reason": "No single issue cleanly represents the whole set because the items span unrelated regressions. If narrowed to the import-regression subset, issue 45278 is the broadest umbrella.", + "summary": "Most candidate pairs are only loosely related by subsystem or release version, not the same concrete bug/change. The cluster is dominated by distinct import, tokenizer, model, and runtime issues, so I reject all soft edges and treat the broad import-regression report as the best issue anchor.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative duplicate target in the set: it summarizes a wide import-regression breakage after upgrading, which matches several of the other import-related reports better than the more narrowly scoped bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue 45278 is the closest broad umbrella because it describes multiple import failures after a version upgrade, which overlaps with several import-error reports in the set.", + "best_issue_reason": "Issue 45278 is the best global issue candidate because it is an umbrella regression report with the clearest chance of absorbing related import failures from the surrounding set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is about save_pretrained checkpoint contents and the other about from_pretrained loading; different failure modes." + }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different breakpoints." + "reason": "Both are import errors, but they concern different missing symbols and likely different code paths." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and do not look like the same bug." + "reason": "Both mention tokenizer regressions in v5, but the affected models and failure details are different." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "One is a classification example bug, the other is a multimodal config requirement issue; unrelated code paths." + "reason": "One is an example-script classification output bug; the other is a multimodal config/input-default issue." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Different tokenizer implementations and symptoms; not the same underlying defect." + "reason": "Both are tokenizer issues, but offset mappings and phonemizer backend caching are unrelated." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but from different packages and with different missing names." + "reason": "Both are import failures, but they are for different public APIs and not the same underlying breakage." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training and example-script classification behavior are unrelated." + "reason": "Tensor-parallel training and multi-label example output are unrelated bugs." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "One is a missing module import, the other is a LayoutLMv3 validation/error-message issue." + "reason": "A missing module import and a LayoutLMv3 error message clarity issue are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Dtype drift in evaluation is unrelated to pipeline-parallel output correctness." + "reason": "Different runtime problems: dtype drift in eval versus incorrect outputs under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "One concerns install extras/backends, the other Python 3.14 loading failures; different failure modes." + "reason": "One is a dependency/extra-install packaging bug; the other is a Python-version load failure." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "Different generation/multimodal code paths and distinct bugs." + "reason": "Different generation/multimodal code paths with no clear shared defect." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model families and symptoms; no concrete shared code-path bug." + "reason": "Different model families and failure types: SigLIP2 implementation discrepancy versus Qwen3_5 image infinite loop." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence and sequence padding inefficiency are unrelated." + "reason": "Attention kernel branching under torch.compile is unrelated to a SequenceFeatureExtractor padding performance issue." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Both involve docs/automation, but one is a docstring parameter typo and the other is import-time logging noise." + "reason": "One is a doc parameter typo; the other is import-time stdout logging from docstring tooling." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is config validation and the other is RoPE implementation; not the same bug." + "reason": "GenerationConfig validation and RoPE implementation discussion are not the same bug." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup semantics and phonemizer backend state are unrelated." + "reason": "Tokenizer cleanup behavior changes and phonemizer backend caching are separate issues." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45278 is broader, but 38617 is just one specific import failure and does not clearly match the same concrete root cause." + "reason": "Both are import regressions, but one is a specific missing symbol and the other is a broad umbrella report of many import errors." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "An API request rejection and a VL image-placeholder failure are different problems." + "reason": "API request rejection and VL image-placeholder handling are different problems." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a PyTorch version-check bug are unrelated." + "reason": "Python-version compatibility and an AuxRequest import guard are unrelated version-check bugs." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same broad model family, but different versions and different failure modes; not mergeable as one fix." + "reason": "Both involve Qwen3-family models, but one is a transformers-version/model-support bug and the other is a specific from_pretrained loading error." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + "reason": "Base-model-prefix loading regression and NaNs in classification heads are different failures." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is decoder typing and the other is incorrect Deepseek tokenization; not the same underlying issue." + "reason": "Both are tokenizer regressions, but the decoder-type issue and Deepseek tokenization correctness issue are not the same bug." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Save/load key handling and from_pretrained failures are distinct bugs even within the same model family." + "reason": "Both are Qwen3.5 issues, but one is incorrect save_pretrained visual keys and the other is a from_pretrained error." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-Python runtime errors and documentation parameter mismatch are unrelated." + "reason": "Compiled Python-file errors and a documentation parameter mismatch are unrelated." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Config propagation for num_labels is unrelated to NaNs in classification heads." + "reason": "VRAM leakage in dataloader-thread usage and dtype mismatches in bfloat16 inference are unrelated." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "VRAM leak in threaded loading and bfloat16 dtype mismatch are different issues." + "reason": "Incorrect num_labels propagation and NaNs in classification heads are distinct model-init problems." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification example behavior and SigLIP2 implementation discrepancy are unrelated." + "reason": "Multi-label example behavior and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Audio feature-length helper behavior and a flex_attention import-version check are unrelated." + "reason": "A helper-length calculation bug and a PyTorch version-check bug are different code paths." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor image-size mismatch and broken documentation example are not the same bug." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API guidance and a multimodal patch-count AttributeError are unrelated." + "reason": "Processor input-size mismatch and a broken documentation example are not the same underlying issue." } ] }, @@ -16542,6 +16428,7 @@ "issue:39379", "issue:39401", "issue:42222", + "issue:42371", "issue:42673", "issue:42796", "issue:43064", @@ -16554,6 +16441,7 @@ "issue:43824", "issue:43825", "issue:43827", + "issue:43874", "issue:43937", "issue:43992", "issue:44075", @@ -16561,7 +16449,6 @@ "issue:44263", "issue:44291", "issue:44380", - "issue:44466", "issue:44704", "issue:44936", "issue:44995", @@ -16571,7 +16458,6 @@ "issue:45446", "issue:45563", "issue:45588", - "issue:46002", "issue:46077", "issue:46328", "issue:46640", @@ -16581,237 +16467,229 @@ "issue:46752", "issue:46762", "issue:46829", - "issue:46897", "issue:46981", "issue:47000", "issue:47116" ], "soft_pairs": [ + "issue:42371|issue:43874", "issue:44075|issue:44936", "issue:43618|issue:46829", "issue:46726|issue:46981", "issue:46328|issue:47116", - "issue:28348|issue:46640", - "issue:43992|issue:44704", "issue:43066|issue:46710", + "issue:43992|issue:44704", + "issue:28348|issue:46640", "issue:43116|issue:43825", "issue:43827|issue:45446", "issue:45092|issue:46762", - "issue:33453|issue:39401", "issue:42673|issue:42796", + "issue:33453|issue:39401", "issue:44995|issue:46697", "issue:44263|issue:46762", "issue:43673|issue:46328", "issue:43824|issue:46981", "issue:43064|issue:43673", "issue:39379|issue:43688", - "issue:43937|issue:45563", "issue:45405|issue:45446", + "issue:43937|issue:45563", "issue:44380|issue:46077", "issue:42222|issue:47000", "issue:42222|issue:43441", "issue:44117|issue:45588", "issue:44291|issue:45071", - "issue:42222|issue:46752", - "issue:44466|issue:46002", - "issue:39379|issue:46897" + "issue:42222|issue:46752" ], - "prepared_review_unit_hash": "5e05cdf8b73179d4c446c7cba4da4ed5660383b2361717743da577b2b6f67a20", + "prepared_review_unit_hash": "ea6dffd8303529e8b63524554199fe3ff870fadca37a2666a5248ca80d9c68ed", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35897, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35031, + "estimated_input_tokens": 8758, + "estimated_eval_tokens": 17772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by false-positive similarity matches: the issues span unrelated bugs, models, and subsystems, with only superficial lexical overlap. I do not see a single underlying duplicate issue or a reusable PR theme here.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous and does not contain true duplicate pairs; most items are unrelated model-, tokenizer-, or pipeline-specific bugs that only weakly resemble each other by broad Transformer v5 / attention / tokenizer themes.", + "confidence": 0.8, + "canonical_issue_reason": "issue:47116 is the broadest representative in the set (a general Transformers v5 regression), but it is only a loose umbrella for the cluster rather than a true duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the whole cluster because the items are heterogeneous and not duplicates of one another.", + "best_issue_reason": "issue:47116 is the most suitable global representative because it is broad, current, and regression-focused; still, the surrounding issues are too diverse for strong deduplication.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings/API control is unrelated to GLM46VImageProcessorFast missing get_number_of_image_patches." + }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and post-train evaluation failure are different code paths and symptoms." + "reason": "SGD argument handling and trainer.evaluate() failing after train() are different training bugs." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field bugs, but for different models and different tensors; not the same defect." + "reason": "CLIP attentions not assigned and VideoPrism hidden_states mix-up affect different outputs and code paths." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing image-processor backend vs repeated HTTP 429 retries when fetching config files are unrelated." + "reason": "Missing vision backend error in AutoProcessor is unrelated to repeated 429 retry behavior." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Padding performance issue and streaming pipeline regression are separate behaviors in different components." + "reason": "SequenceFeatureExtractor.pad performance issue is unrelated to streaming pipeline regression." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "Both mention Flash Attention 2, but one is GPT-2 support and the other is a generic open FlashAttention issue." + "reason": "Tokenizer decoder type regression and DeepSeek accuracy regression are distinct problems." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing encoder weights on load is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "Missing UMT5Encoder weights and AutoProcessor kwargs forwarding are different loader behaviors." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Tokenizer decoder typing and model accuracy regression after upgrade are not the same bug." + "reason": "GPT2 FlashAttention-2 support request and a generic Flash Attention issue are not the same bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Classification example output is unrelated to the pipeline translation error message change." + "reason": "Example-script multi-label output bug and pipeline translation error messaging are separate issues." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version check bug are different issues." + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-init incompatibility for InternVL2 is unrelated to Minimax attention numerical differences." + "reason": "InternVL2 meta-init incompatibility and Minimax MSA numerical differences are different model-specific failures." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Tokenizer loading regression and wrong offset mapping for Qwen3 are distinct tokenizer bugs." + "reason": "Qwen3 VRAM leak in dataloader threads is unrelated to Ministral tokenizer BPE marker handling." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "VRAM leak in dataloader threads and BPE marker handling are separate tokenizer/model issues." + "reason": "Both are tokenizer-related, but one is loading regression and the other is wrong offset_mapping; not the same bug." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale indexer cache crash and image over-padding are unrelated subsystems." + "reason": "GlmMoeDsa stale cache on second forward and Swin2SR over-padding are unrelated model/components." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as Minimax attention numerical drift." + "reason": "GlmMoeDsaIndexer torch.split issue and Minimax attention numerical drift are different code paths." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Chunked prefill cache handling and SequenceFeatureExtractor padding performance do not share the same root cause." + "reason": "GenerationMixin cache missing during chunked_prefill is unrelated to numpy/list conversion in padding." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Missing exported model class and repeated 429 retries are unrelated processor/loading failures." + "reason": "Missing Qwen2.5-VL import and repeated 429 retries are different AutoProcessor failure modes." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache missing in chunked prefill." + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache are both v5 regressions but not the same underlying bug." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "mllama mask handling and auxiliary-loss normalization bugs affect different model families and code paths." + "reason": "Incorrect mllama mask handling and auxiliary-loss normalization issues are separate model-specific bugs." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation-layer issues." + "reason": "Unreleased PEFT version bump and wrong AuxRequest import version check are unrelated dependency/version problems." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "A dependency version bump and a backend version check bug are unrelated." + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT-2 attention scaling backend behavior and Gemma4 bidirectional mask construction are different attention bugs." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention and Gemma4 causal-mask construction are different attention bugs." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated model failures." + "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix are unrelated vision/training failures." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage and Ministral FlashAttention failure are unrelated model-specific issues." + "reason": "VitPose breakage and Ministral FlashAttention failure are unrelated model areas." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention.py crashing on s_aux=None are different failure sites." + "reason": "Tokenizer registry assumption and flash_attention.py s_aux=None crash are unrelated subsystems." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument compatibility and PretrainedConfig type checking are distinct v5 regressions." + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights and PretrainedConfig type checking breakage are different API compatibility issues." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model import/breakage is unrelated to apply_chat_template on empty lists." - }, - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "lm_head serialization inconsistency and NaNs in classification heads are not the same underlying bug." - }, - { - "left": "issue:39379", - "right": "issue:46897", - "accept": false, - "reason": "Mask handling in mllama and Florence2 double-shift training loss are separate model bugs." + "reason": "VitPose model breakage and empty apply_chat_template IndexError are unrelated bugs." } ] }, @@ -16836,6 +16714,7 @@ "cluster_id": "cluster-10000-520", "nodes": [ "issue:38617", + "issue:39379", "issue:39401", "issue:41628", "issue:42222", @@ -16847,14 +16726,11 @@ "issue:43742", "issue:43937", "issue:43986", - "issue:44075", "issue:44117", - "issue:44220", "issue:44261", - "issue:44263", "issue:44410", + "issue:44466", "issue:44484", - "issue:44485", "issue:44496", "issue:44704", "issue:44779", @@ -16871,7 +16747,7 @@ "issue:45478", "issue:45561", "issue:45632", - "issue:45656", + "issue:46002", "issue:46178", "issue:46209", "issue:46231", @@ -16880,24 +16756,27 @@ "issue:46512", "issue:46617", "issue:46762", + "issue:46897", "issue:46981", "issue:47059", "issue:47110" ], "soft_pairs": [ + "issue:44466|issue:46002", + "issue:39379|issue:46897", "issue:44410|issue:45310", - "issue:43937|issue:44977", "issue:39401|issue:44779", + "issue:43937|issue:44977", "issue:45071|issue:46512", - "issue:45071|issue:47059", "issue:44704|issue:47110", - "issue:45341|issue:46328", + "issue:45071|issue:47059", "issue:44829|issue:45216", + "issue:45341|issue:46328", "issue:43450|issue:43986", "issue:44117|issue:45081", "issue:45341|issue:45561", - "issue:45632|issue:46981", "issue:42617|issue:45341", + "issue:45632|issue:46981", "issue:43408|issue:43742", "issue:38617|issue:41628", "issue:43122|issue:46298", @@ -16910,213 +16789,204 @@ "issue:44484|issue:45310", "issue:44933|issue:45278", "issue:42371|issue:46617", - "issue:44410|issue:45478", - "issue:44075|issue:45656", - "issue:38617|issue:44220", - "issue:44263|issue:44485" + "issue:44410|issue:45478" ], - "prepared_review_unit_hash": "9e4a620e6cdb4b1d8fbd9e088d6cecfcc987914365d58d54572550fd2d3c9d89", + "prepared_review_unit_hash": "4974d4387a03b807e346750f20fa0c683c1dfc8c104be9be7f25084ef390b9cb", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36073, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35384, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs mostly look like thematically similar but distinct bugs. I found no pair that clearly describes the same underlying issue/change closely enough to merge as duplicates.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45278 is the broadest and most representative user-facing regression in the set: it summarizes multiple import failures after an upgrade and is a better umbrella candidate than the more narrowly scoped reports.", + "summary": "Mostly heterogeneous standalone issues. A few pairs share surface-level themes like import errors, tokenizer bugs, or config regressions, but none look like the same underlying bug/change closely enough to merge.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out for the whole set: the items span unrelated import, tokenizer, processor, training, and config regressions across different models/code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best global issue candidate because it is broad, concrete, and likely to capture related import-regression reports without being overly specific to one model or API surface.", + "best_issue_reason": "issue:45278 is the broadest standalone umbrella among the import-error reports, but it still is not a valid duplicate sink for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Different model families and failures: qwen3next missing projections vs Qwen3.5 MoE from_pretrained error." + "reason": "Different failures: serialization of tied lm_head weights vs NaNs in classification heads; not the same bug." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both are multimodal training issues, but one is an mllama masking bug and the other is a Florence2 loss-shift bug; different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both are generation bugs, but one is invalid GenerationConfig for GLM-5 and the other is a Qwen3.5 flash-attention generation regression." + "reason": "Different models and symptoms: missing Qwen3Next projections vs a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different symptoms: offset_mapping vs incorrect tokenization output." + "reason": "Both involve tokenization, but they affect different models and different outputs (offset mappings vs incorrect tokenization results)." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "One is a PretrainedConfig type-checking regression; the other is a dtype/config state mismatch during from_config." + "reason": "GenerationConfig validation error is unrelated to flash-attention generation failure; different root causes." }, { "left": "issue:45071", - "right": "issue:47059", + "right": "issue:46512", "accept": false, - "reason": "Completely unrelated: config type checking versus a CLI incompatibility with huggingface_hub." + "reason": "One is a v5 type-checking regression in PreTrainedConfig; the other is stale config.dtype after from_config(dtype=...)." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "Different code paths: AutoProcessor kwarg forwarding vs special_tokens handling on a list input." + "reason": "AutoProcessor kwarg forwarding and special_tokens list-vs-dict handling are separate API bugs." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "Different testing/utility problems with no clear shared underlying bug." + "reason": "Type-checking regression is unrelated to the CLI completion API break in huggingface_hub." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Different regressions: flash_attention_3 training degeneracy vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are distinct regressions." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utility bug vs SequenceFeatureExtractor padding inefficiency; no shared underlying defect." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both touch video processing, but one is batched output shape and the other is an AutoProcessor crash when torchvision is missing." + "reason": "Incorrect batched video output shape is different from AutoProcessor crashing without torchvision." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-loading failures, but caused by different mechanisms: missing mapping entry vs Mistral regex patch backend attribute access." + "reason": "Tokenizer mapping returning None and the Mistral regex patch crash are separate tokenizer-loading issues." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Same file area, but a minor bug in testing_utils is not the same as an xdist race on captured_info.txt." + "reason": "A generic testing_utils bug does not match the xdist race on captured_info.txt." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Both involve remote/local model fetching, but cache-key collisions and repeated HTTP 429 retries are different bugs." + "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Unrelated: a 3d_parallel.py execution failure versus a testing_utils bug." + "reason": "Cache-path collision for trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor.from_pretrained." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different model-loading issues with different symptoms and code paths." + "reason": "A model-type warning in SAM3 is unrelated to a KeyError loading MobileLLM-125M." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different affected APIs." + "reason": "Both are import errors, but they involve different missing symbols and likely different regressions." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression versus a logging-noise issue; not the same underlying problem." + "reason": "Tokenizer behavior regression and noisy logging are not the same underlying issue." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Different scopes entirely: strict config loading versus a documentation parameter-name mismatch." + "reason": "Strict config loading and a docs parameter-name mismatch are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Different backend/component failures: vitpose model breakage versus a BACKENDS_MAPPING error for tensorflow_text." + "reason": "VitPose import breakage and a backend-mapping error for tensorflow_text are different failures." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and a layernorm epsilon precision bug are unrelated." + "reason": "TF32 API changes and missing rms_norm_eps in MLA q_a_layernorm are unrelated config/numerics bugs." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping regression versus FP8/B200 inference failure." + "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are different problem classes." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig for a specific model versus unrecognized model_type during loading." + "reason": "Invalid GenerationConfig and unrecognized model/config.json missing model_type are separate load-time errors." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both concern numerical differences, but they involve different models and different root causes." + "reason": "A missing rms_norm_eps precision issue is not the same as numerical differences in Minimax MSA attention." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad import-regression report, but this one is a specific nonexistent import; not clearly the same bug." + "reason": "A missing import from image_utils is only superficially similar to broad import failures after upgrade." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 API messaging and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are different subsystems and failures." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-family loading complaints, but they describe different model variants and different failure modes." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Both involve optimizers, but one is ignored SGD arguments and the other is a double optimizer step under deepspeed." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError for a missing symbol is unrelated to a feature-extractor internal issue." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "Both are GLM-5-related, but one is a torch.split handling issue and the other is RoPE implementation; not the same defect." + "reason": "Missing Qwen3Next projections is unrelated to the Qwen3.5 MoE from_pretrained error despite both mentioning Qwen3." } ] }, @@ -17143,7 +17013,6 @@ "issue:27957", "issue:38617", "issue:41628", - "issue:42757", "issue:42886", "issue:43012", "issue:43066", @@ -17160,8 +17029,10 @@ "issue:43931", "issue:43986", "issue:44038", + "issue:44075", "issue:44077", "issue:44117", + "issue:44220", "issue:44261", "issue:44263", "issue:44360", @@ -17176,12 +17047,11 @@ "issue:45071", "issue:45341", "issue:45375", - "issue:45440", "issue:45464", "issue:45478", "issue:45588", + "issue:45656", "issue:45753", - "issue:46123", "issue:46172", "issue:46369", "issue:46752", @@ -17190,6 +17060,9 @@ "issue:47116" ], "soft_pairs": [ + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", "issue:43066|issue:43122", "issue:43208|issue:46894", "issue:43097|issue:44493", @@ -17200,8 +17073,8 @@ "issue:41628|issue:45071", "issue:43874|issue:44261", "issue:44483|issue:45464", - "issue:27957|issue:43352", "issue:44484|issue:45478", + "issue:27957|issue:43352", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43931|issue:44038", @@ -17217,232 +17090,222 @@ "issue:45753|issue:46369", "issue:44117|issue:44987", "issue:43097|issue:45588", - "issue:45440|issue:46172", - "issue:44410|issue:45375", - "issue:43673|issue:46123", - "issue:44038|issue:44410", - "issue:38617|issue:42757" + "issue:44410|issue:45375" ], - "prepared_review_unit_hash": "5c8c75856754994ebec45e82867df24c0a4447e3a74cbd3af824d7120bb57015", + "prepared_review_unit_hash": "34dacf41447b42695dcce966ff2a2b935c4120d979d6caafcdc514a2a9c88138", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36928, - "estimated_input_tokens": 9232, - "estimated_eval_tokens": 18720 + "soft_pair_count": 31, + "serialized_chars": 36560, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy similarity cluster of mostly unrelated Transformers/Hugging Face issues. The soft links are largely broad topic matches (tokenization, flash-attention, model loading, import errors) rather than the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of Transformers regressions and model-specific bugs, not a true duplicate set. A few pairs share broad themes (tokenization, FlashAttention, from_pretrained/load failures), but none look like the same concrete bug/change.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43097 is the most broadly scoped and representative v5 regression report in the set; it describes a concrete API/behavior break with visible downstream impact, making it a better anchor than the narrower model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43097 is the best standalone issue here because it is broad, clearly user-facing, and tied to a specific regression in v5 rather than a one-off model quirk.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is about SGD args being ignored while the other is a deepspeed double-step bug; different code paths and fixes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Completely different failures: an import error in configuration utils versus an audio feature extraction issue." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM subsystems: one concerns torch.split return values in an indexer, the other RoPE implementation." + }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is a decoder-type mismatch and the other is a tokenization regression; not the same bug." + "reason": "Both are tokenizer-related v5 regressions, but one is decoder type selection and the other is a tokenization behavior difference; not the same bug." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different models and failure modes: xLSTM training bugs vs CohereASR loss shifting." + "reason": "Different models and different training bugs; only a vague shared pattern around loss/training issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removal of a config field is unrelated to unexpected position-id keys in checkpoints." + "reason": "One is about a removed config option, the other about unexpected position-id keys; unrelated regressions." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "Optional post_init validation and HTTP 429 retry behavior are unrelated code paths." + "reason": "Unrelated failures in model config validation versus hub/network retry behavior." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked prefill and a testing_utils bug are unrelated." + "reason": "Generation/cache handling and a testing utility bug are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-related, but one is a weight-shape mismatch and the other is missing projections in a different model." + "reason": "Different Qwen-family model-loading failures affecting different architectures and missing tensors/weights." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty-list chat template crash and streaming pipeline regression are different APIs and failures." + "reason": "An empty-list crash in chat templating is not the same as a streaming pipeline regression." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated issues." + "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are separate API issues." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch helper vs MLA layernorm epsilon precision bug are different subsystems." + "reason": "Different multimodal components: missing image-patch counting versus a layernorm epsilon/config precision problem." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is request validation and the other is streaming inference on a specific model." + "reason": "Both mention chat/completions, but the titles point to different symptoms and likely different failures; not enough evidence of one underlying bug." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Flash Attention 2 support questions for different models; not the same concrete fix." + "reason": "One is about save_pretrained shard sizing, the other about a Qwen3.5 MoE loading error." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Shard-size default and Qwen3.5 MoE from_pretrained errors are unrelated." + "reason": "Both involve Flash Attention 2 support, but for different models and different support gaps." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "torch.split return behavior in one indexer and a DeepSeek v4 transpose/dtype bug are unrelated." + "reason": "Different model internals and failure modes; no concrete duplicate signal." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer is unrelated to DeepSeek tensor conversion/transposition." + "reason": "A missing ReLU in a DSA indexer is unrelated to a deepseek tensor transpose issue." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen model-loading problems, but they affect different model families and different failure points." + "reason": "Both are Qwen-related, but one is a specific weight-shape mismatch and the other is a broader v5/Moe incompatibility." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention regressions, but one is model support in v5 RC and the other is degenerate training with flash_attention_3; too different to merge." + "reason": "Both touch FlashAttention, but one is unsupported-model loading and the other is a training-degeneration issue with flash_attention_3." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A warning about bf16 compiling is not the same bug as Blip2 dtype staying float32 on load." + "reason": "Both are dtype-related, but one is a warning on compilation and the other is a model-loading dtype inconsistency." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Config-removal regression and gguf_file loading breakage are unrelated." + "reason": "A removed config option and a gguf_file from_pretrained breakage are separate regressions." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA RMS-eps precision issue and GLM-5 RoPE implementation bug are different numerical/modeling problems." + "reason": "Different subsystems: MLA layernorm epsilon handling versus GLM-5 RoPE implementation." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/torchvision dependency crash is unrelated to the testing_utils bug." + "reason": "A missing torchvision dependency crash in AutoProcessor is unrelated to a testing utility bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access in modeling_utils and a testing utility bug are unrelated." + "reason": "Unsafe sys.modules access and a testing utility issue are not the same bug." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Offline cache loading failure and HF_ENDPOINT 429 retry behavior are different network-handling bugs." + "reason": "Both concern loading via hub-like paths, but offline cache failure and HTTP 429 retry behavior are distinct problems." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + "reason": "A sliding_window bug in Qwen3-MoE is unrelated to testing utilities." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM issues: missing image patch count helper vs DSA indexer split semantics." + "reason": "Different GLM components and failure modes; no duplicate evidence." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite loop on one image and memory overflow in another model are not the same defect." + "reason": "An infinite loop on a specific image and a memory overflow in another model are unrelated symptoms." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None and a specific model load failure are not the same code-path issue." + "reason": "Tokenizer mapping None handling and a specific model load failure are not the same issue." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Config removal and flash_attention.py s_aux=None crash are unrelated." - }, - { - "left": "issue:45440", - "right": "issue:46172", - "accept": false, - "reason": "Both are DeepSeek-family, but they concern different versions and different tensor/model implementation bugs." + "reason": "Removed embedding-tie config behavior and a flash_attention.py AttributeError on s_aux are different code paths." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing QKV/gate projections in qwen3next is unrelated to a missing vision config field." - }, - { - "left": "issue:43673", - "right": "issue:46123", - "accept": false, - "reason": "Generation cache chunked-prefill behavior and MaskGenerationPipeline batch handling are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Different Qwen model families with different architecture/config issues." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Two distinct import errors from different modules; no shared underlying bug." + "reason": "Missing Qwen3next projections and a missing config field silently dropped by strict config handling are unrelated model-definition bugs." } ] }, @@ -17467,29 +17330,27 @@ "cluster_id": "cluster-10000-520", "nodes": [ "issue:38617", + "issue:42757", "issue:42890", "issue:42907", "issue:43012", "issue:43064", - "issue:43066", "issue:43097", "issue:43208", - "issue:43352", "issue:43502", "issue:43550", - "issue:43825", - "issue:43827", + "issue:43673", "issue:43873", - "issue:43906", - "issue:43976", "issue:43986", "issue:43992", + "issue:44038", "issue:44062", "issue:44117", "issue:44315", "issue:44351", "issue:44368", "issue:44380", + "issue:44410", "issue:44451", "issue:44484", "issue:44655", @@ -17498,9 +17359,11 @@ "issue:44938", "issue:45103", "issue:45372", + "issue:45440", "issue:45712", "issue:45753", "issue:46050", + "issue:46123", "issue:46172", "issue:46178", "issue:46298", @@ -17516,17 +17379,21 @@ "issue:47116" ], "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:38617|issue:42757", + "issue:44038|issue:44410", "issue:43097|issue:46050", "issue:43986|issue:45372", "issue:43064|issue:44315", "issue:43208|issue:46897", "issue:46655|issue:46664", - "issue:42890|issue:46298", "issue:38617|issue:44351", "issue:44062|issue:44117", + "issue:42890|issue:46298", "issue:46298|issue:46752", - "issue:43986|issue:44484", "issue:43097|issue:43873", + "issue:43986|issue:44484", "issue:43012|issue:46821", "issue:44117|issue:46701", "issue:43502|issue:43992", @@ -17541,241 +17408,217 @@ "issue:42907|issue:44655", "issue:45712|issue:46298", "issue:43012|issue:43550", - "issue:43012|issue:44368", "issue:43992|issue:44484", - "issue:43827|issue:47116", - "issue:43352|issue:43976", - "issue:43066|issue:43906", - "issue:43208|issue:43550", - "issue:43825|issue:44655", - "issue:43352|issue:44380" + "issue:43012|issue:44368" ], - "prepared_review_unit_hash": "283d3fadf2f470680fe93abf86ced125d394219a935fdd57f520aec31a018d49", + "prepared_review_unit_hash": "69a196229c390e13e07ff8d8c42b75254089b1c36c71d0de735f40fe86eb5bec", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37460, - "estimated_input_tokens": 9365, - "estimated_eval_tokens": 18986 + "soft_pair_count": 31, + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the proposed soft edges mostly share broad themes like imports, processors, training, or v5 regressions, but they do not describe the same concrete bug/change. None of the soft pairs should be merged.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This bundle is a heterogeneous collection of unrelated Transformers issues; the soft pairs mostly share only a subsystem or vague symptom wording, not the same underlying bug. No soft edge looks safe to merge as a duplicate, and there are no PRs here.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43873 is the best representative anchor because it has the most inbound references and discussion, but this set does not form a single duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the clearest high-signal regression in the set: a concrete v5 API break with user-visible fallout and direct references, making it the best representative issue if one must be chosen.", + "best_issue_reason": "Issue 43873 is the most central/high-signal issue in the group; the rest are largely distinct model-, processor-, import-, or training-path regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek bugs: native MoE divergence vs a dtype/transpose operation in deepseek-v4." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: generation cache missing in chunked prefill vs MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols in different packages/modules." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen variants, but one is a transformers 5.0 bug and the other is missing projections in qwen3next." + }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Both involve v5-era saving/loading regressions, but one is a removed API/embeddings issue and the other is a quantized-model persistence bug; different code paths." + "reason": "Config API removal and quantized save/load corruption are different failure modes." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are processor/loading failures, but they fail on different missing dependencies/symbols in different models and packages." + "reason": "Unrelated loading failures: missing torchvision for AutoProcessor vs mistral_common ReasoningEffort import breakage." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training-stack bugs: optimizer state sharding with FSDP2/PEFT vs Liger kernel application with model_init." + "reason": "Different training-stack issues: wrong optimizer state under FSDP2/PEFT vs Liger kernel not applied with model_init." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Both mention training bugs, but they are different model-specific issues with different failure modes and fixes." + "reason": "Different model-specific training bugs; the titles only share a generic 'training loss' context." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same subsystem, but one is an incorrect padding calculation and the other is inconsistent num_frames semantics; not the same defect." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Unrelated concerns: missing set_seed in a test file versus a noisy logging message." + "reason": "Both are SmolVLM video processor bugs, but one is padding math and the other is num_frames semantics." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols in different modules; no shared underlying bug." + "reason": "Different missing imports from different namespaces: configuration_utils vs transformers top-level HybridCache." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "One is an AddedToken constructor argument collision; the other is tokenizer mapping lookup assuming non-None; different failure points." + "reason": "Tokenizer constructor argument conflict and TOKENIZER_MAPPING_NAMES None-handling are separate tokenizer loader bugs." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Noisy logging and an empty-list apply_chat_template IndexError are unrelated bugs." + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "Processor dependency crash versus a question about the default max shard size; not the same issue." + "reason": "Noisy logging and an empty-list chat template IndexError are unrelated." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A removed config API and a quantization offloading bug are different regressions." + "reason": "One is about a removed config flag; the other is about offloading failing with quantization." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor dependency crash and save_pretrained shard-size behavior are unrelated." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch precision warning during bfloat16 compile is unrelated to a TimesFM window_size AttributeError." + "reason": "A PyTorch precision warning in bfloat16 compilation is not the same as a TimesFM window_size AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback bug versus an image-text-to-text pipeline failure; different components and causes." + "reason": "Tokenizer mapping None handling and a DiffusionGemmaGenerationOutput pipeline failure are different bugs." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only still making API requests is unrelated to missing embed_tokens.weight when loading UMT5Encoder." + "reason": "local_files_only still triggering API calls is unrelated to a missing embed_tokens.weight when loading UMT5Encoder." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different model-specific problems: a dtype/transpose bug in deepseek-v4 versus an accuracy regression after upgrade." + "reason": "A specific tensor operation bug is not the same as a broad accuracy regression after version upgrade." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "One is missing kwargs propagation in AutoProcessor.from_pretrained; the other is a docstring processor crash with future annotations." + "reason": "AutoProcessor kwargs passthrough and docstring parsing with future annotations are unrelated." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() after train() failing is not the same as import-time Trainer breakage due to datasets." + "reason": "Trainer.evaluate failing after train is unrelated to importing Trainer being blocked by datasets." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "A specific model load failure is unrelated to a streaming pipeline regression." + "reason": "Model loading failure for ScandiBERT and a streaming pipeline regression are distinct issues." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention is different from cache lazy initialization causing recompilation." + "reason": "GPT2 attention scaling ignored in backend dispatch is not the same as chunked-prefill recompilation from cache lazy init." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure and a BACKENDS_MAPPING validation error are unrelated environment/backend bugs." - }, - { - "left": "issue:43064", - "right": "issue:47116", - "accept": false, - "reason": "Training optimizer-state corruption and streaming pipeline regression affect different subsystems and code paths." + "reason": "Python 3.14 import failure and unsupported BACKENDS_MAPPING backend are different compatibility problems." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized model save/load failure versus an infinite-loop multimodal inference bug; not the same bug." + "reason": "Failed save after dequantization and an infinite-loop vision bug are unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but one is dequantized model persistence and the other is Pipeline save_pretrained support; different implementations." + "reason": "Both mention save_pretrained, but one is dequantized model persistence and the other is Pipeline serialization." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes in optional-object stubs are unrelated to a noisy logging message." + "reason": "Dummy class cleanup and a noisy logging message do not share the same underlying defect." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A warning about float32 precision during bfloat16 compile is not the same as a Bamba torch.compile SDPA failure." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "These are different warnings with different causes: compile precision warning versus tie_word_embeddings configuration warning." + "reason": "A compiler warning about float32 precision is not the same as a torch.compile + SDPA failure." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed tokens on load is unrelated to default shard-size behavior." + "reason": "Missing embed_tokens.weight on load is unrelated to the max_shard_size default question." }, { - "left": "issue:43827", - "right": "issue:47116", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Docs still referencing pipeline() after removals is a documentation mismatch, not the streaming pipeline regression itself." - }, - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Unsupported Flash Attention 2.0 for one model is unrelated to a Python-version compatibility problem." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is a distinct tokenizer issue from an isolated reproduction of another issue." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model/backend bugs." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "An incorrect pipeline error message is not the same as inability to save Pipeline objects." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Different model/backend specifics: Nemotron lacking FA2 support versus GPT2 attention scaling ignored under SDPA/FlashAttention." + "reason": "The warning about bfloat16 compilation is unrelated to the tie_word_embeddings config warning." } ] }, @@ -17808,21 +17651,22 @@ "issue:42994", "issue:43012", "issue:43064", + "issue:43066", "issue:43097", "issue:43208", - "issue:43299", "issue:43352", - "issue:43475", "issue:43502", "issue:43526", + "issue:43550", "issue:43582", - "issue:43611", "issue:43618", "issue:43756", "issue:43761", "issue:43824", - "issue:43867", - "issue:43937", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", "issue:44038", "issue:44077", "issue:44162", @@ -17832,7 +17676,6 @@ "issue:44483", "issue:44485", "issue:44514", - "issue:44625", "issue:44655", "issue:44683", "issue:44734", @@ -17849,6 +17692,12 @@ "issue:47116" ], "soft_pairs": [ + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43352|issue:44380", "issue:44734|issue:47116", "issue:43097|issue:46298", "issue:45584|issue:46365", @@ -17858,8 +17707,8 @@ "issue:44222|issue:45478", "issue:42890|issue:47059", "issue:42757|issue:43824", - "issue:44380|issue:45479", "issue:36683|issue:43582", + "issue:44380|issue:45479", "issue:43064|issue:44380", "issue:42175|issue:46365", "issue:43012|issue:44683", @@ -17867,227 +17716,227 @@ "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43618|issue:44380", - "issue:36010|issue:42757", "issue:45276|issue:46077", + "issue:36010|issue:42757", "issue:43618|issue:43761", "issue:44038|issue:44230", "issue:42994|issue:44655", - "issue:43208|issue:43526", - "issue:43299|issue:43867", - "issue:44625|issue:46365", - "issue:43352|issue:43937", - "issue:43611|issue:44655", - "issue:44625|issue:46077", - "issue:36683|issue:43475" + "issue:43208|issue:43526" ], - "prepared_review_unit_hash": "d20ee96822f4d8520965a992ff9f4dc8f65abd0605e57481920d0eb3516b8650", + "prepared_review_unit_hash": "b173826a553aabc61c29206214b7ad95678e76f4847af0cfcd31bab10823c0f3", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36396, - "estimated_input_tokens": 9099, - "estimated_eval_tokens": 18454 + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are a heterogeneous set of unrelated issues spanning import errors, model-specific regressions, API behavior changes, and test/CLI failures. None of the soft pairs look like the same underlying bug or change, so there is no safe canonical artifact for this cluster.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of unrelated Transformers issues with only superficial keyword overlap. None of the soft pairs look like the same underlying bug or change, so they should all remain separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated regressions in imports, model configs, attention behavior, packaging, CLI/serve, saving, and training.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue; there is no coherent duplicate set to anchor, so any single issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is unrelated to a streaming serve regression." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to a Python version compatibility issue." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are different problems." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba compile/SDPA failure are separate model-specific regressions." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A misleading pipeline task error message is not the same as failing to save Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different attention bugs; not the same code path." + }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Different failures: KV-cache tensor indexing vs streaming pipeline regression." + "reason": "Both involve serving/pipeline flows, but the KV-cache indexing crash and streaming regression are distinct." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed config API vs a vague logging message; no shared bug." + "reason": "Removed tie_embeddings API and a noisy logging message are unrelated changes." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation bug vs importing Trainer issue." + "reason": "Whisper empty transcription handling is unrelated to the Trainer import conflict with datasets." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling backend bug vs AttentionInterface registration behavior." + "reason": "GPT2 attention scaling under backends and AttentionInterface.register behavior changes are different issues." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage vs deepseek-v4 comb tensor operation; different models and code paths." + "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug do not share the same underlying defect." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation vs Trainer import conflict." + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import problem." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained issue vs Qwen3.5 MoE from_pretrained load error." + "reason": "Both mention moe/fp8, but one is save_pretrained and the other is from_pretrained/model loading." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Seeded test flakiness vs huggingface_hub CLI compatibility error." + "reason": "Missing set_seed in tests is unrelated to a huggingface_hub CLI attribute error." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different dependency breaks." + "reason": "Both are import errors, but for different symbols from different modules and different failure modes." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Attention backend scaling bug vs sequence-classification zero-loss issue." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError are unrelated." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Gemma3 missing config field vs Apple Silicon allocator warmup TypeError." + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to zero-loss sequence-classification behavior." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer state bug vs attention scaling backend bug." + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling are separate bugs." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Packaging/backend extras problem vs inability to import Trainer." + "reason": "Package extras missing tensorflow and a Trainer import conflict with datasets are unrelated packaging/import issues." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "PyTorch warning on bf16 compilation vs compiled flex_attention failure on newer torch." + "reason": "A PyTorch precision warning during bfloat16 compilation is not the same as flex_attention failing on newer torch." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions request rejection vs Qwen2.5-VL batch chat template crash." + "reason": "Chat/completions request rejection and a Qwen2.5-VL batched-input crash affect different endpoints." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing configuration_utils export vs unwanted network requests with local_files_only." + "reason": "Importing a removed helper from configuration_utils is unrelated to local_files_only still making network requests." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer count bug vs GLM-5 RoPE design discussion/bug." + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE discussion are not the same concrete bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions output regression vs GPT2 attention scaling backend bug." + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling are distinct model/output regressions." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Different missing imports from different modules; not the same symbol or fix." + "reason": "resize_token_embeddings not updating Gemma4 embeddings is unrelated to bidirectional attention masking." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Gemma4 embedding resize propagation vs bidirectional attention mask construction." + "reason": "GenerationMixin and is_offline_mode are different missing imports from different packages." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "CLIP attentions field missing vs CLIPVision hidden_states missing; related model, different outputs." + "reason": "Missing attentions and missing hidden_states are separate CLIP regressions, not one underlying bug." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Generic Qwen3-VL-Moe bug report vs FP8 inference support request." + "reason": "Qwen3-VL-Moe model bug and fp8 support for Qwen3.5 MoE are different issues." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure vs saving Pipeline objects." + "reason": "Quantized model save failures and pipeline save_pretrained failures are different save-path bugs." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Qwen3VL-Moe loading regression vs load failure when state_dict is sorted." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "Qwen3.5 label propagation bug vs Trainer import dependency issue." - }, - { - "left": "issue:43352", - "right": "issue:43937", - "accept": false, - "reason": "Nemotron FlashAttention support gap vs invalid GenerationConfig error." - }, - { - "left": "issue:43611", - "right": "issue:44655", - "accept": false, - "reason": "base_model_prefix loading regression vs Pipeline save_pretrained behavior." - }, - { - "left": "issue:44625", - "right": "issue:46077", - "accept": false, - "reason": "Different Gemma/Qwen config issues affecting unrelated model behaviors." + "reason": "xLSTM training failures and BeitImageProcessorFast reduce_labels returning one label are unrelated." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Missing Gemma3 config vocab_size vs SAM3 Video missing output attribute." + "reason": "These are different Qwen3.5/Qwen3-VL-Moe from_pretrained issues with different symptoms and likely different fixes." } ] }, @@ -18111,7 +17960,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ - "issue:28282", "issue:29870", "issue:33453", "issue:36296", @@ -18120,37 +17968,39 @@ "issue:42890", "issue:43010", "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", "issue:43525", "issue:43575", + "issue:43611", "issue:43618", "issue:43867", + "issue:43937", "issue:43976", "issue:43992", "issue:44075", "issue:44077", "issue:44246", "issue:44355", - "issue:44360", "issue:44393", "issue:44492", + "issue:44625", "issue:44655", "issue:44855", "issue:44908", "issue:44938", - "issue:44964", "issue:45216", "issue:45278", "issue:45310", "issue:45357", "issue:45375", - "issue:45440", "issue:45478", "issue:45561", "issue:45850", "issue:46050", "issue:46077", "issue:46202", - "issue:46285", "issue:46365", "issue:46512", "issue:46851", @@ -18160,6 +18010,12 @@ "issue:47110" ], "soft_pairs": [ + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", "issue:44355|issue:46877", "issue:44655|issue:46050", "issue:43976|issue:44938", @@ -18177,8 +18033,8 @@ "issue:44075|issue:46365", "issue:44908|issue:46851", "issue:43867|issue:46202", - "issue:44393|issue:47000", "issue:29870|issue:33453", + "issue:44393|issue:47000", "issue:44355|issue:44855", "issue:36296|issue:43575", "issue:43010|issue:45850", @@ -18188,238 +18044,246 @@ "issue:43618|issue:44077", "issue:43010|issue:43976", "issue:43867|issue:45357", - "issue:43992|issue:45478", - "issue:28282|issue:33453", - "issue:43618|issue:46285", - "issue:44360|issue:45440", - "issue:42890|issue:44964" + "issue:43992|issue:45478" ], - "prepared_review_unit_hash": "3e3f3a077403413011fea4c09bd3d1931970fc3c0ce35cbf7a71b6f9b7d76d84", + "prepared_review_unit_hash": "eac6bec8ff8fc7a5f88a4fca82b404653c8e3de0ab7df557e6844a1258c09299", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36729, - "estimated_input_tokens": 9183, - "estimated_eval_tokens": 18622 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37781, + "estimated_input_tokens": 9446, + "estimated_eval_tokens": 19148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose bundle of unrelated Transformers issues around import/loading/save/config regressions. None of the soft pairs appear to be the same underlying bug or change, so all candidate duplicate edges are rejected.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set, centered on widespread import regressions after a version upgrade; it is the closest fit as a cluster anchor, though still not a true duplicate of the rest.", + "summary": "No true duplicates stand out in this set; the soft pairs are mostly superficially similar but describe different models, subsystems, or failure modes. I would not merge any of the candidate pairs.", + "confidence": 0.92, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43611 is the strongest representative: it is a concrete, high-signal model-loading regression in Transformers 5.0 and is broad enough to sit near several other loading-related reports. That said, this is not a real duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most globally representative by scope, but the cluster is too heterogeneous for a strong canonical issue choice.", + "best_issue_reason": "Issue 43611 is the best single issue to keep as the representative triage target because it is specific, actionable, and broadly phrased around a core regression path (model loading).", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different bugs: Qwen3VL MoE loading regression vs a general state_dict-sorting load error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: Qwen3.5 num_labels propagation vs importing Trainer failing due to datasets interaction." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different failure modes: Flash Attention 2 support limitation vs invalid GenerationConfig on GLM-5." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different models and code paths: config propagation bug vs Gemma4 attention-mask behavior." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "One is a base_model_prefix loading regression; the other is saving Pipeline objects." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and missing attributes: Gemma3Config vocab_size vs Sam3VisionEncoderOutput fpn_position_embeddings." + }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Both mention import-time problems, but one is about compiled Python files and the other about doc-lint output at import time; different failures and code paths." + "reason": "Different concerns: compiled Python import errors vs doc-lint output at import time." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load APIs, but one is Pipeline save_pretrained and the other is quantized sinq round-tripping; not the same bug." + "reason": "Different persistence bugs: Pipeline save_pretrained vs quantized model roundtrip after save/load." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but they describe different environments and failure modes." + "reason": "Both are version-compatibility complaints, but Python 3.9/3.10 support and Python 3.14 import failure are not the same bug." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Unrelated: one is a missing config attribute, the other is a post_init policy change for a model class." + "reason": "Different model/config issues: Gemma3Config vocab_size vs patchtsmixer post_init policy." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both touch loading/saving state, but one is a sorted-state_dict load error and the other is an incorrect save_pretrained checkpoint layout for Qwen3.5." + "reason": "Both involve loading/saving, but one is a state_dict ordering load issue and the other is an incorrect Qwen3.5 saved checkpoint." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Both are version-compatibility failures, but they involve different dependencies and unrelated code paths." + "reason": "Different external breakages: Python 3.14 import failure vs huggingface_hub CLI API change." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Different model/input bugs: missing config attribute versus special_tokens being a list." + "reason": "Both are attribute-type errors, but on different objects and unrelated code paths." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "One is about attention-mask construction, the other about stale config dtype after from_config; not the same underlying defect." + "reason": "Gemma4 attention-mask logic is unrelated to stale config.dtype after from_config(dtype=...)." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Different model families and different issues: missing attentions assignment versus bad visual encoder keys on save." + "reason": "Different objects and regressions: CLIPOutput attentions field vs Qwen3.5 checkpoint serialization." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but for different models and different fields; no shared bug path." + "reason": "Missing vocab_size in Gemma3Config is unrelated to missing pad_token_id in Llama4Config." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate UnboundLocalError and tensor-parallel training state bugs are unrelated." + "reason": "Bart generate() UnboundLocalError is unrelated to tensor parallel training behavior." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to a cache strategy typo." + "reason": "Wrong optimizer state mapping is unrelated to a typo in cache strategies." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad behavior and import errors after upgrade are different subsystems and problems." + "reason": "A no_grad decoration request for cache updates is not the same as broad import errors after a version bump." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from_pretrained failures, but they concern different models and missing keys; not mergeable as one fix." + "reason": "Both are from_pretrained-related, but one misses embed_tokens.weight while the other is a Qwen3.5 MoE loading error." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling and Trainer import breakage due to datasets are unrelated." + "reason": "Optimizer SGD args not used has nothing to do with Trainer import failing because of datasets." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs propagation and Qwen3.5 variable-length position_ids are unrelated." + "reason": "Scheduler kwargs bug vs variable-length position_ids bug; different subsystems and symptoms." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Both are loading/round-trip problems, but one is a sorted state_dict load error and the other is a Gemma pipeline round-trip issue." + "reason": "General load-model sorting bug vs Gemma pipeline roundtrip failure on a tokenizer symbol." }, { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Different vision/detection failures: Qwen3-VL bounding boxes versus RTDetrLoss cost matrix infeasibility." + "reason": "Bart generate() mask initialization bug is unrelated to tokenizer loading regression." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:44393", + "right": "issue:47000", "accept": false, - "reason": "Bart generate runtime error and tokenizer loading regression are not the same bug." + "reason": "Qwen3-VL bounding-box hallucination/output issue is unrelated to RTDetrLoss infeasible cost matrix crash." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-time errors, but one is about compiled Python files and the other about @torch.jit.script parsing on Python 3.13." + "reason": "Compiled-file import errors and Python 3.13 decorator parsing/IndentationError are distinct failures." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and TP OOM while loading a large Qwen model are distinct failure modes." + "reason": "Both involve tensor parallelism, but training bug and loading OOM are different concrete problems." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A cache/layer no_grad change is not the same as a broad complaint that version 5.0 breaks many models." + "reason": "A cache update no_grad request is not the same as the broad complaint that 5.0 breaks too many models." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both concern import performance, but one is about removing import * usage and the other is an intermittent slow-import report; too broad to merge." + "reason": "Import-star cleanup causing slowdown is not the same as intermittent import-transformers slowness." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different key-mapping/config issues for different model families; not the same underlying load/save bug." + "reason": "General model-load sorting bug vs missing deepstack_visual_indexes in Qwen3.5 config." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test flakiness reports, but one is about missing set_seed in SAM-HQ tests and the other is an xdist file race." + "reason": "SAM HQ test seeding issue and xdist race on captured_info.txt are unrelated test failures." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init policy." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache no_grad behavior and Python-version import failure are unrelated." + "reason": "Cache update no_grad and Python-version support breakage are different issues." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both are save/load regressions, but one is a load error from state_dict ordering and the other is incorrect visual encoder keys on save_pretrained." + "reason": "State_dict-sorted loading error is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different models and different missing-key symptoms; not the same from_pretrained bug." - }, - { - "left": "issue:28282", - "right": "issue:33453", - "accept": false, - "reason": "ImportError due to missing PyTorch and tokenizer loading regression are unrelated." - }, - { - "left": "issue:43618", - "right": "issue:46285", - "accept": false, - "reason": "Different CLIP-related issues with different symptoms: attentions missing versus inconsistent class structure." - }, - { - "left": "issue:44360", - "right": "issue:45440", - "accept": false, - "reason": "A ReLU omission in DSA indexer is unrelated to DeepseekV3MoE divergence from remote implementation." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "Test seeding flakiness and Phi-4 multimodal load failure are unrelated." + "reason": "Both mention Qwen3.5-ish loading, but the missing embedding weight bug is not the same as the MoE from_pretrained error." } ] }, @@ -18443,6 +18307,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ + "issue:28282", "issue:29870", "issue:30333", "issue:30990", @@ -18450,7 +18315,6 @@ "issue:33453", "issue:34689", "issue:36296", - "issue:38617", "issue:42548", "issue:42757", "issue:42890", @@ -18459,9 +18323,9 @@ "issue:43065", "issue:43232", "issue:43299", - "issue:43352", "issue:43502", "issue:43576", + "issue:43618", "issue:43723", "issue:43824", "issue:43827", @@ -18469,7 +18333,6 @@ "issue:44062", "issue:44112", "issue:44222", - "issue:44315", "issue:44351", "issue:44355", "issue:44360", @@ -18479,35 +18342,40 @@ "issue:44734", "issue:44749", "issue:44961", + "issue:44964", "issue:45071", "issue:45125", "issue:45375", - "issue:45468", + "issue:45440", "issue:45478", "issue:45850", "issue:46132", + "issue:46285", "issue:46617", "issue:46664", "issue:46726", - "issue:47059", "issue:47110" ], "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", "issue:43502|issue:44062", + "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42898|issue:46664", "issue:44222|issue:45125", - "issue:44734|issue:46617", "issue:43723|issue:44556", + "issue:44734|issue:46617", "issue:43502|issue:44485", "issue:43874|issue:46617", "issue:45850|issue:47110", "issue:43824|issue:46617", "issue:43010|issue:43065", "issue:43576|issue:46132", + "issue:42548|issue:44351", "issue:45125|issue:45478", "issue:44387|issue:44556", - "issue:42548|issue:44351", "issue:30333|issue:33453", "issue:43827|issue:44961", "issue:45125|issue:45375", @@ -18523,272 +18391,246 @@ "issue:33453|issue:34689", "issue:44355|issue:45071", "issue:42757|issue:43576", - "issue:43576|issue:45071", - "issue:43576|issue:47059", - "issue:31795|issue:38617", - "issue:44961|issue:45468", - "issue:43576|issue:43824", - "issue:44485|issue:44961", - "issue:44315|issue:44360", - "issue:43352|issue:44961", - "issue:44351|issue:46617" + "issue:43576|issue:45071" ], - "prepared_review_unit_hash": "70c54b0f482b11635334049586f0a7c5d8e79220f90da86d8de9602b4ee3733d", + "prepared_review_unit_hash": "66a4b264251e2d3217f285a24cff388d86ece8c03e1142eec278c0598d417ce0", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 39007, - "estimated_input_tokens": 9752, - "estimated_eval_tokens": 19760 + "soft_pair_count": 35, + "serialized_chars": 37863, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft links mostly connect related-looking regressions, but the concrete symptoms and code paths are different enough that none should be merged as duplicates. The best representative issue is the version-bound checkpoint-loading regression in 44556.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 44556 is the clearest, most actionable representative: it names a specific cross-version checkpoint reload failure with a precise upgrade boundary, unlike the broader or more ambiguous reports.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions and import/loading breakages across unrelated models and subsystems; the soft pairs are generally not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44556 is the most representative concrete regression: checkpoints that loaded on v4.57 fail to reload on v5.2/v5.3, which matches the cluster\u2019s main theme of v5 loading breakages.", "canonical_pr_reason": null, - "best_issue_reason": "44556 is the strongest triage anchor because it is concrete, reproducible, and narrowly scoped, making it more suitable as a canonical issue than the vaguer broad-breakage reports.", + "best_issue_reason": "issue:44556 is the best single issue to anchor the cluster because it is specific, user-facing, and broadly representative of the version-upgrade loading failures seen here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different failures: missing PyTorch backend for AutoModel vs a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is about attentions output assignment and the other about model structure consistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated model logic: DSA indexer/ReLU discussion vs DeepSeekV3 implementation divergence." + }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different bugs: one is local_files_only still making network calls, the other is AddedToken argument duplication during token handling." + "reason": "Different code paths: unwanted network access in local_files_only vs AddedToken constructor argument duplication." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test missing set_seed is not the same as a model-loading failure for Phi-4 multimodal." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test failures, but they affect different tests and different failure modes, not the same underlying bug." + "reason": "Both are test-related, but they describe different failures and different root causes." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Unrelated areas: tokenization cleanup behavior vs SmolVLM video num_frames semantics." + "reason": "Both mention behavior changes, but one is tokenization-space cleanup and the other is video processor num_frames semantics." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior for MoE is a different code path from missing _tp_plan for tensor parallelism." + "reason": "MoE-related, but save_pretrained FP8 behavior and missing tensor-parallel plan are different bugs." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "KV-cache continuation indexing crash is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload after version upgrade." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "Both concern loading, but one is AutoTokenizer v5 loading and the other is checkpoint reload across versions; the likely root causes differ." + "reason": "Different failure modes: KV-cache continuation tensor indexing vs cache lookup FileNotFoundError for trust_remote_code." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network leakage and GLM-5 RoPE implementation are different problems." + "reason": "Local-file-only network leakage is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-processor method in GLM46V is unrelated to cache file lookup failure." + "reason": "Image patch counting / multimodal token computation is unrelated to cache-file lookup failures." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "A broad complaint about many models breaking is not the same bug as special_tokens being a list instead of a dict." + "reason": "One is a broad complaint about v5 breaking models; the other is a specific special_tokens list/dict type error." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Importing a specific model class and loading a cached trust_remote_code model are different failure modes." + "reason": "Importing a missing Qwen VL class is not the same as a FileNotFoundError from cached trust_remote_code loading." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "no_grad decoration on cache/layer update methods is unrelated to the dummy Conv2d in Sam3PixelDecoder." + "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "The v5 env command breakage and AttentionInterface.register behavior change are separate API issues." + "reason": "CLI/env command breakage is not the same as AttentionInterface.register behavior changes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: PreTrainedModel vs HybridCache." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is missing tensor-parallel plan metadata while the other is a generic from_pretrained error; not enough evidence they are the same bug." + "reason": "Related model family, but missing _tp_plan and generic from_pretrained failure are not clearly the same concrete bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM from reserved memory growth is different from checkpoint reload failure after version upgrade." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Importing PreTrainedModel and importing HybridCache are distinct missing-symbol issues." + "reason": "Memory/OOM regression under int4 quantization is unrelated to checkpoint reload compatibility." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." + "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the racoon issue." + "reason": "Documentation references to pipeline() are unrelated to the racoon issue." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3.5 MoE config/loading problems: tensor-parallel plan vs a missing vision config field dropped by strict parsing." + "reason": "Missing tensor-parallel plan and a dropped vision config field are different configuration bugs." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence-Transformers loading hang and forward() docs confusion do not describe the same underlying bug." + "reason": "Stuck loading SentenceTransformers and forward-argument documentation confusion are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a data-filtering slowdown report are unrelated." + "reason": "Compiled Python file errors and a Chinese report about filtering slowdown are not the same issue." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network access despite local_files_only and the racoon issue are unrelated." + "reason": "Network requests despite local_files_only are unrelated to racoon." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leakage does not match FP8 save_pretrained MoE behavior." + "reason": "Different areas: offline loading behavior vs FP8 MoE save_pretrained." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics in SmolVLM are different from AutoProcessor backend-missing error handling." + "reason": "Both are vision-related, but num_frames semantics and missing vision-backend handling are distinct bugs." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Decorating cache/layer update with no_grad and post-sync_gpus generation kwargs handling are different generation internals." + "reason": "Both touch generation internals, but cache update no_grad and sync_gpus keyword update are different code paths." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "Failed-job MLFlow reporting and tensor parallel training bugs are unrelated." + "reason": "MLFlow job status reporting is unrelated to tensor parallel training bugs." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE model loading in dev0 and cross-version checkpoint reload failures are different regressions." + "reason": "Both are version-related loading failures, but they affect different model families and likely different root causes." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generate() decoder_attention_mask UnboundLocalError is unrelated to forward() doc confusion." + "reason": "A generation UnboundLocalError is not the same as a documentation ambiguity issue." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are separate model-loading bugs." + "reason": "Tokenizer-loading regression and Llama 3.2 model-loading breakage are different concrete failures." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors and PretrainedConfig type checking changes are different issues." + "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub and the env command regression are different breakages." + "reason": "Missing is_offline_mode import from huggingface_hub is unrelated to the transformers env CLI breakage." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command failure and PretrainedConfig type-checking breakage affect different surfaces." - }, - { - "left": "issue:43576", - "right": "issue:47059", - "accept": false, - "reason": "These are both CLI-related but stem from different dependencies and different failing commands." - }, - { - "left": "issue:31795", - "right": "issue:38617", - "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to the missing layer_type_validation import." - }, - { - "left": "issue:44961", - "right": "issue:45468", - "accept": false, - "reason": "The racoon issue and Gemma-4 audio positional encoding bug are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:44961", - "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the racoon issue." - }, - { - "left": "issue:44315", - "right": "issue:44360", - "accept": false, - "reason": "Liger Kernel application with model_init and the DSA indexer ReLU discussion are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:44961", - "accept": false, - "reason": "Flash Attention support limitation for NemotronH is unrelated to the racoon issue." - }, - { - "left": "issue:44351", - "right": "issue:46617", - "accept": false, - "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/loading problems." + "reason": "CLI/env command breakage is not the same as PretrainedConfig typing changes." } ] }, @@ -18812,34 +18654,35 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ + "issue:31795", "issue:36296", + "issue:38617", "issue:41628", "issue:41669", "issue:42371", "issue:42548", - "issue:42890", "issue:43352", - "issue:43408", "issue:43475", "issue:43525", "issue:43572", "issue:43576", "issue:43673", + "issue:43824", "issue:43867", "issue:43901", "issue:44038", "issue:44222", "issue:44230", - "issue:44246", "issue:44273", "issue:44315", + "issue:44351", "issue:44360", "issue:44393", "issue:44485", "issue:44492", "issue:44556", "issue:44623", - "issue:44908", + "issue:44961", "issue:45003", "issue:45071", "issue:45092", @@ -18847,6 +18690,7 @@ "issue:45230", "issue:45362", "issue:45375", + "issue:45468", "issue:45542", "issue:45753", "issue:45850", @@ -18854,14 +18698,20 @@ "issue:46143", "issue:46144", "issue:46209", - "issue:46218", "issue:46617", "issue:46664", "issue:47059", - "issue:47110", - "issue:47176" + "issue:47110" ], "soft_pairs": [ + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44315|issue:44360", + "issue:43352|issue:44961", + "issue:44351|issue:46617", "issue:36296|issue:43901", "issue:43475|issue:46617", "issue:46143|issue:46144", @@ -18871,8 +18721,8 @@ "issue:43525|issue:47110", "issue:43867|issue:47110", "issue:44315|issue:46209", - "issue:44485|issue:46664", "issue:45362|issue:45850", + "issue:44485|issue:46664", "issue:43673|issue:44492", "issue:44623|issue:45230", "issue:44273|issue:45542", @@ -18889,259 +18739,228 @@ "issue:44556|issue:45092", "issue:44492|issue:45850", "issue:45850|issue:47059", - "issue:42371|issue:44492", - "issue:43408|issue:44315", - "issue:41669|issue:46218", - "issue:44246|issue:44273", - "issue:42890|issue:44908", - "issue:43576|issue:47176", - "issue:43576|issue:44908", - "issue:43352|issue:44393" + "issue:42371|issue:44492" ], - "prepared_review_unit_hash": "eeb435b66339f8973575b0dc1c9a11edc1d397be01890f7aced1bd9226ed46ba", + "prepared_review_unit_hash": "4d0f97613cd71562f70e208b6282d65c4179d5cdbc9558c46fb5a81444e35404", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37451, - "estimated_input_tokens": 9363, - "estimated_eval_tokens": 18982 + "soft_pair_count": 36, + "serialized_chars": 37638, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues with one plausible duplicate pair around v5 checkpoint reload/meta-initialization. The rest are only superficially similar by subsystem or release version.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44273 is the most central open infra regression here, and several other import/lazy-loading complaints are closest to that theme.", + "summary": "This set is mostly a loose collection of Transformers v5 regression reports, import/load failures, and model-specific bugs. Only the RoFormer attention/interface pair looks like a true duplicate; the rest are too different in concrete failure mode or subsystem.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, describing the general v5 regression theme that many of the other issues orbit around.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the best global representative because it is open, concrete, and captures the recurring lazy-loading/import-path failures better than the broader v5 breakage reports.", + "best_issue_reason": "issue:45850 is the best cluster representative because it captures the shared v5 breakage pattern more directly than the narrower, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Different CLI failures: one is the `transformers env` command, the other is a Hugging Face hub completion/group compatibility issue." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about forward arguments vs a concrete ImportError for `layer_type_validation`; unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No shared bug path; one is a placeholder title and the other is a Gemma audio positional encoding issue." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Both involve top-level user-facing breakage, but they are different failures in different symbols/code paths." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Model creation with `model_init` and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron has no relation to the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Both are loading-related, but one is a missing import/export and the other is a cache FileNotFoundError; different bugs." + }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training and pipeline docs about return_all_scores are unrelated problems." + "reason": "Tensor parallel training bug vs documentation mismatch; different problem class." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 video output attribute loss and trust_remote_code cache FileNotFoundError are different code paths." + "reason": "SAM3 vision encoder attribute error vs trust_remote_code cache loading failure; not the same code path." }, { "left": "issue:46143", "right": "issue:46144", - "accept": false, - "reason": "Both concern RoFormer internals, but one is missing kwargs propagation while the other is about attention interface usage; not the same bug." + "accept": true, + "reason": "Both point to the same RoFormer attention path: kwargs are not propagated because the implementation is not using the attention interface." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import failures, but they target different symbols and likely different export failures; too broad to treat as one duplicate." + "reason": "Both are import errors, but for different symbols and likely different export paths." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related only by model family." + "reason": "One is FP8 save_pretrained behavior, the other is FP8 inference support; separate issues." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing config field in Qwen3_5MoeVisionConfig is unrelated to a special_tokens keys error." + "reason": "Different concrete bugs: missing config field vs malformed `special_tokens` structure." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Llama4Config pad_token_id absence and special_tokens list handling are different failures." + "reason": "Llama4Config missing `pad_token_id` is unrelated to the `special_tokens` list/dict error." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State-dict sorting load failure is unrelated to special_tokens structure errors." + "reason": "State-dict loading order problem vs `special_tokens` type error; unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application during model_init and FP8 inference on B200 are separate issues." + "reason": "Liger Kernel/model_init and FP8 inference on B200 are different failures." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + "reason": "The Qwen3.5 chat crash is a specific model issue; 45850 is a broad meta report about many v5 breakages." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "A specific Qwen3.5-35B chat crash is not the same as the broad 'many models break in v5' complaint." + "reason": "Different model subsystems: GLM RoPE vs SmolVLM video processor semantics." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache regression and a cache-strategy typo are not the same underlying problem." + "reason": "Generation cache missing in chunked prefill vs a typo in cache strategy text; not the same bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "A missing processor.save_pretrained artifact bug and a generic bug report are not duplicates." + "reason": "Concrete missing files on save_pretrained vs a generic placeholder bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading problems and a TensorFlow backend package issue are different failure modes." + "reason": "Lazy loading failure vs TensorFlow backend detection when only tensorboard is installed; different root causes." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Generic Qwen3-VL 5.0 bug and missing _tp_plan for tensor parallelism are too different." + "reason": "Same broad family (Qwen/moe/tensor-parallel), but the concrete bugs differ and are not clearly mergeable into one PR." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch loading/import mechanics, but sys.modules access and lazy loading are not clearly the same bug." + "reason": "Lazy loading symptom vs unsafe `sys.modules` access; related area, but not the same underlying bug." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM video frame semantics." + "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM `num_frames` semantics." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/perf and generation cache missing are different issues." + "reason": "Import-star cleanup/perf issue vs generation cache bug; different changes." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output issues and PretrainedConfig type checking are unrelated." + "reason": "Qwen3-VL bbox hallucination is unrelated to `PretrainedConfig` type-checking regressions." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are separate v5 regressions." - }, - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "Both involve Qwen3-VL/Qwen3.5 image behavior, but the bounding-box issue and infinite-loop issue are not clearly the same bug." - }, - { - "left": "issue:43525", - "right": "issue:45850", - "accept": false, - "reason": "A specific missing config attribute is not the same as a broad v5 breakage report." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "FP8 MoE support and deepseekv4 weight conversion are different topics." - }, - { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression and broad v5 breakage are not the same issue." - }, - { - "left": "issue:44556", - "right": "issue:45092", - "accept": true, - "reason": "Both describe v5 checkpoint reload failures for older/remote-code checkpoints, plausibly the same meta-initialization/loading regression." + "reason": "Both are v5 regressions, but one is the `env` CLI and the other is checkpoint reload compatibility; not the same bug." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is unrelated to generic v5 model breakage." + "reason": "A typo in cache strategy docs/code is not the same as a broad report that v5 breaks many models." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad model breakage and a Hugging Face Hub CLI test failure are unrelated." + "reason": "Broad v5 breakage report vs a specific CLI completion/group error tied to huggingface_hub." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and cache strategy typo are unrelated." - }, - { - "left": "issue:43408", - "right": "issue:44315", - "accept": false, - "reason": "SAM3 model-type warning and Liger Kernel/model_init application are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:46218", - "accept": false, - "reason": "Import-star performance issue and Qwen3_5ForCausalLM module import failure are not clearly the same underlying bug." - }, - { - "left": "issue:44246", - "right": "issue:44273", - "accept": false, - "reason": "Slow import and broken lazy loading are related, but not enough to conclude the same concrete defect." - }, - { - "left": "issue:42890", - "right": "issue:44908", - "accept": false, - "reason": "Seed-setting test flakiness and inverse_sqrt scheduler kwargs handling are different issues." - }, - { - "left": "issue:43576", - "right": "issue:47176", - "accept": false, - "reason": "v5 env command breakage and shell allowlist bypass are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:44908", - "accept": false, - "reason": "env command failure and scheduler kwargs loss are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:44393", - "accept": false, - "reason": "Nemotron Flash Attention support and Qwen3-VL bounding-box hallucination are unrelated." + "reason": "TF32 behavior settings and cache-strategy typo are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The representative issue choice is supported by the packet (44273 is open and clearly about lazy loading), and the summary does not overclaim except for one clearly marked plausible duplicate pair. The false soft-edge verdicts are appropriately cautious given the limited evidence in titles/body snippets." + "feedback": "The clustering summary is conservative and grounded in the packet. The broad v5-breakage issue (45850) is a defensible umbrella representative, and the one accepted soft edge (46143/46144) looks like the only clearly mergeable duplicate pair from the titles. The rest of the rejected pairs are reasonably treated as different bugs or subsystems." }, "evaluator_used": true, "retried": false, @@ -19167,16 +18986,17 @@ "issue:34689", "issue:41669", "issue:42371", - "issue:42913", - "issue:43066", + "issue:42890", "issue:43298", "issue:43352", + "issue:43408", "issue:43502", "issue:43519", "issue:43576", "issue:43704", "issue:43976", "issue:44077", + "issue:44246", "issue:44261", "issue:44263", "issue:44273", @@ -19207,11 +19027,17 @@ "issue:46328", "issue:46655", "issue:46894", - "issue:47110", "issue:47176", "issue:47177" ], "soft_pairs": [ + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:43976|issue:44393", @@ -19255,290 +19081,342 @@ "issue:43298|issue:46095", "issue:43519|issue:43704", "issue:43352|issue:46218", - "issue:44351|issue:46218", - "issue:44861|issue:47110", - "issue:42913|issue:43066" + "issue:44351|issue:46218" ], - "prepared_review_unit_hash": "10980529cdc52b3f75bf7edf6432850378d59e7b1e615c2357b0e49d3f3e8aea", + "prepared_review_unit_hash": "bad66c936b18b48c4b931f9f7d51bd61204d90cfe638a3ebc6bfb871caf33be7", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40697, - "estimated_input_tokens": 10175, - "estimated_eval_tokens": 20606 + "soft_pair_count": 51, + "serialized_chars": 42304, + "estimated_input_tokens": 10576, + "estimated_eval_tokens": 21408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports with weak thematic similarity; none of the soft pairs looks like a true duplicate under a strict standard.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45230 is the only obvious hub in the soft-edge graph, but it is very generic and not a strong canonical representative on content alone.", + "summary": "This cluster is a loose mix of unrelated issue reports, with only a weak loading/import theme in a few items. No pull requests are present.", + "confidence": 0.81, + "canonical_issue_reason": "No exact duplicate cluster emerged; issue 44246 is the broadest representative of the loading/import subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the clearest concrete bug report in the set, with a specific, actionable failure mode and better triage value than the generic hub.", + "best_issue_reason": "Issue 44246 is the best issue candidate because it is broad, user-facing, and closest to the recurring load/import complaints in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Different import problems: import-star cleanup vs missing HybridCache symbol." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Unrelated model/type mismatch vs Liger Kernel model_init behavior." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both relate to loading, but one is import slowdown and the other lazy-loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Transformer env command bug is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env-command breakage is not the same as a shell-operator allowlist bypass." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Different model-specific errors: Flash Attention 2 support vs bbox output issue." + }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Different problems: buffer/position_ids access bug vs a generic placeholder bug report." + "reason": "Specific position_ids buffer bug does not match a generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as the generic bug report." + "reason": "Tokenizer save_pretrained mismatch is not the same as a vague bug report." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue vs Qwen3-VL bounding-box output behavior; unrelated." + "reason": "Python version support regression is unrelated to Qwen3-VL bbox errors." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to PretrainedConfig type checking." + "reason": "Scheduler kwargs propagation is unrelated to PretrainedConfig type checking." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor padding performance bug; unrelated." + "reason": "Cache-strategy typo and feature-extractor padding performance are different bugs." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor forwarding kwargs and inverse_sqrt scheduler kwargs are different code paths." + "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler behavior." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance issue is unrelated to HybridCache import failure." + "reason": "Different import failures: package import cleanup vs missing HybridCache export." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import cleanup vs a testing_utils bug; no shared underlying defect." + "reason": "Import-time cleanup issue is unrelated to a testing_utils bug." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support regression is unrelated to a missing Qwen3_5 import." + "reason": "Python support matrix bug is unrelated to missing Qwen3_5ForCausalLM import." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "One is a model API allowance change, the other an AttributeError in tied-weight key handling." + "reason": "Optional post_init policy and tied-weight key crash are different issues." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args vs tokenizer loading regression." + "reason": "Documentation confusion is not the same as a tokenizer-loading regression." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python version support has nothing to do with shell allowlist bypass." + "reason": "Python version compatibility is unrelated to shell command substitution bypass." }, { "left": "issue:44485", - "right": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "RoPE implementation discussion is unrelated to command-substitution bypass security." + "reason": "RoPE implementation discussion is unrelated to tar/zip-slip RCE." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA ReLU discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA ReLU discussion and Gemma-4 audio positional encoding are different code paths." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "CLI/env command breakage and lazy loading problems are different failures." + "reason": "Broken env command and lazy loading failure are not the same bug." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Timestamp calculation in Qwen3VL is unrelated to SmolVLM video padding." + "reason": "Timestamp calculation and video padding calculation are distinct processor bugs." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger kernel application with model_init and flash_attention_3 training degeneration are different issues." + "reason": "Liger Kernel application and flash_attention_3 training degeneration differ." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; not the same bug." + "reason": "Generic bug report is not enough to match a specific Qwen3.5 MoE load error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Lazy loading failure is unrelated to scheduler kwargs propagation." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation issue is unrelated to tar/zip-slip arbitrary file write RCE." + "reason": "Model RoPE implementation is unrelated to a filesystem write/RCE vulnerability." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp math and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different models and symptoms: Gemma-4 positional encoding vs ASR training-loss shift." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is unrelated to tied-weight key AttributeError." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python compatibility issue is unrelated to tar/zip-slip file-write RCE." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp logic and scheduler kwargs are unrelated." + "reason": "Qwen3VL timestamp math is unrelated to scheduler kwargs handling." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Transformers env command breakage is unrelated to Qwen3_5 import failure." + "reason": "Env command breakage is unrelated to a missing model class import." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to VRAM leakage in dataloader threads." + "reason": "Import cleanup and VRAM leak in dataloader threads are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-argument documentation confusion is unrelated to Llama 3.2 model loading regression." + "reason": "Doc confusion around forward args is unrelated to Llama 3.2 model loading breakage." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad v5 breakage complaint is unrelated to shell parsing RCE." + "reason": "Broad regression complaint is not the same as a shell/file-write security issue." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Broad v5 breakage complaint is unrelated to command-allowlist bypass." + "reason": "Broad model-breakage complaint is unrelated to command-substitution allowlist bypass." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are different model issues." + "reason": "Both are model-implementation bugs, but for different models and code paths." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-thread use is unrelated to GLM-5 RoPE implementation." + "reason": "VRAM leak under threads is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Missing Qwen3_5 import is unrelated to archive-based arbitrary file write." + "reason": "Missing model import and tar/zip-slip vulnerability are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating and comb.to(...).transpose(...) are different DeepSeek-V4 bugs." + "reason": "DeepSeek-V4 gating bug and dtype/transpose issue are different code paths." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." + "reason": "local_files_only network leak and processor timestamp calculation are different bugs." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance is unrelated to a VRAM leak in dataloader threads." + "reason": "TF32 API settings and VRAM leak in threads are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General v5 breakage complaint is not the same as a specific Qwen3_5 import error." + "reason": "General breakage report does not match a missing model-class import." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation bug is unrelated to processor.save_pretrained missing files." + "reason": "Timestamp calculation bug and missing save_pretrained files are different issues." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return semantics do not match Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to Gemma-4 audio positional encoding." + "reason": "RMS eps precision mismatch is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio-model support and a DeepSeek-V4 weight conversion question are unrelated." + "reason": "Audio continuous-batching support and DeepSeek-V4 weight conversion are different topics." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation in a processor is unrelated to a VRAM leak." + "reason": "Processor timestamp bug and multi-thread VRAM leak are unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash-Attention-2 support gap for NemotronH and Qwen3_5 import failure are different issues." + "reason": "Flash Attention 2 support issue is unrelated to missing Qwen3_5ForCausalLM import." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 module import failure are distinct missing-symbol problems." - }, - { - "left": "issue:44861", - "right": "issue:47110", - "accept": false, - "reason": "Different attribute/type errors in different code paths; not the same bug." - }, - { - "left": "issue:42913", - "right": "issue:43066", - "accept": false, - "reason": "Both involve tokenizer v5 behavior, but one is broad behavior drift and the other is a specific wrong decoder type; too different to merge." + "reason": "Both are import errors, but for different missing symbols and likely different fixes." } ] }, @@ -19570,7 +19448,9 @@ "issue:36296", "issue:37934", "issue:38617", + "issue:42913", "issue:42936", + "issue:43066", "issue:43240", "issue:43298", "issue:43352", @@ -19591,10 +19471,13 @@ "issue:46018", "issue:46144", "issue:47059", + "issue:47110", "issue:47176", "issue:47177" ], "soft_pairs": [ + "issue:44861|issue:47110", + "issue:42913|issue:43066", "issue:44861|issue:47059", "issue:28348|issue:45250", "issue:44908|issue:44998", @@ -19625,208 +19508,220 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "d2569a628633ddabc6a3358e4c05beff7a54a513081b629e00dc9b154e055d9d", + "prepared_review_unit_hash": "c1e192f2082104578b9cea8e1c279054f8e37547934a80a203ac798dfb238a0b", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993457, - "estimated_input_tokens": 248365, - "estimated_eval_tokens": 496986 + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 }, "budget": { - "node_count": 31, - "item_count": 31, - "soft_pair_count": 29, - "serialized_chars": 26075, - "estimated_input_tokens": 6519, - "estimated_eval_tokens": 13294 + "node_count": 34, + "item_count": 34, + "soft_pair_count": 31, + "serialized_chars": 28326, + "estimated_input_tokens": 7082, + "estimated_eval_tokens": 14420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues linked by superficial text similarity. None of the soft edges look like true duplicates or the same underlying fix, so I would not merge any pair.", + "summary": "This cluster is mostly noisy and spans many unrelated bugs/features (tokenizers, FA2 support, loading speed, security issues, scheduler bugs, etc.). None of the soft pairs are clearly the same underlying change/bug, so I would not merge any of them.", "confidence": 0.95, - "canonical_issue_reason": "issue:47059 is the strongest standalone issue here: it is a concrete, reproducible regression with a specific failing path and external impact, making it the best anchor if one issue must be chosen.", + "canonical_issue_reason": "issue:42913 is the best cluster anchor: it\u2019s the broadest user-facing regression in the set and the closest thing to a tokenizer-v5 subgroup, even though it is still distinct from the paired tokenizer issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47059 has the clearest signal quality among the set: specific error, version context, and inbound references. It is the best representative issue even though the surrounding items are not duplicates.", + "best_issue_reason": "issue:42913 is the most representative concrete regression among a largely unrelated set; it has the clearest user impact and the best chance of subsuming nearby tokenizer-v5 reports conceptually.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Both are AttributeError-style failures, but on different objects/code paths (_tied_weights_keys vs special_tokens); not the same bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is a general v4\u2192v5 regression and the other is a decoder-type mismatch; too different to treat as duplicates." + }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Different code paths: tied-weight helper crash vs CLI completion attribute error." + "reason": "Unrelated failures: tied-weight key handling vs CLI completion breakage from huggingface_hub." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is a generic flash-attention issue." + "reason": "Same broad FA2 theme, but one is GPT2LMHeadModel-specific and the other is a generic topic issue; not the same concrete change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs an unrelated spam/placeholder issue title." + "reason": "Scheduler kwargs bug vs an unrelated spam/non-technical issue." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Unrelated: placeholder title vs tar/zip-slip RCE security bug." + "reason": "Completely unrelated: spam title vs a shell-command security bypass." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Unrelated: placeholder title vs shell-command-substitution allowlist bypass." + "reason": "Completely unrelated: spam title vs tar/zip-slip security issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies is unrelated to the placeholder issue." + "reason": "Typo in cache-strategy docs vs unrelated spam/non-technical issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Placeholder issue vs broad compatibility complaint; not the same bug." + "reason": "Spam/non-technical title vs a broad version-regression complaint; not duplicate bugs." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Helper crash on tied weights vs chat template tool-call crash; different subsystems." + "reason": "Different areas entirely: tied-weight helper crash vs chat-template/tool-call crash." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading is unrelated to an ImportError for layer_type_validation." + "reason": "Slow from_pretrained loading is unrelated to the import error for layer_type_validation." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 model support request vs missing processor save_pretrained files; different problems." + "reason": "FP8 model support request vs processor.save_pretrained missing files; different problems." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Same broad Flash Attention wording, but different models and distinct support gaps." + "reason": "Both mention Flash Attention 2.0 support, but for different models and likely different implementation gaps." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate decoder_attention_mask bug vs slow checkpoint loading; not the same failure." + "reason": "Generation-time decoder_attention_mask crash vs slow checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow loading issue vs tensor-parallel training bug; unrelated." + "reason": "Loading slowdown vs tensor-parallel training bug; different subsystems and symptoms." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow finalization/reporting bug vs slow from_pretrained loading; different code paths." + "reason": "MLflow reporting on failure vs slow from_pretrained loading; no shared underlying bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Performance complaint vs documentation confusion; not duplicate behavior." + "reason": "Loading performance issue vs documentation confusion; not the same change." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request vs from_pretrained error for Qwen3.5 MoE; related model family, but different concrete bug." + "reason": "Different Qwen3.5/MoE-related issues: fp8 support request vs from_pretrained error on transformers>=5.4.0." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model limitation vs FP8 Qwen support; unrelated." + "reason": "Continuous batching audio-model support and FP8 inference support are separate feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba/Mamba-2 init_weights behavior vs RoFormer attention-interface usage; different models and fixes." + "reason": "Mamba init_weights behavior vs RoFormer attention-interface usage are unrelated model-implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value bug vs DeepSeek-V4 shared-expert gating; unrelated." + "reason": "Mask2Former ignore_value handling vs DeepSeek-V4 shared-expert gating; different models and bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT config type-hint issue vs tokenizer regex warning; different topics." + "reason": "Incorrect type hint in config vs tokenizer regex warning regression; not the same issue." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "ignore_value not used in Mask2former vs kwargs not passed to loss calculation; different bug sites." + "reason": "Mask2Former ignore_value bug vs kwargs not passed to loss calculation; different code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs plumbing bug vs attention-interface issue; unrelated." + "reason": "Loss kwargs propagation bug vs RoFormer attention-interface bug; unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former loss parameter bug vs tokenizer regex warning; not the same issue." + "reason": "Mask2Former ignore_value vs tokenizer regex warnings; no shared underlying defect." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former ignore_value bug vs RoFormer attention-interface problem; unrelated." + "reason": "Mask2Former loss handling vs RoFormer attention implementation; different subsystems." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Loss/ignore_value issue vs a typo in orig_conversion.quantization_operation." + "reason": "Mask2Former ignore_value bug vs a typo in quantization_operation text; unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT type hint bug vs a typo fix; unrelated." + "reason": "Incorrect type hint in ModernBERTConfig vs a typo issue; not duplicates." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs plumbing vs config type-hint correctness; different issues." + "reason": "Loss kwargs propagation vs config type-hint correctness; different bugs." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS norm question vs ModernBERT norm_eps type hint; unrelated." + "reason": "Question about Llama4TextL2Norm semantics vs ModernBERT type-hint bug; unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value bug vs ModernBERT config type hint; different code paths." + "reason": "Mask2Former ignore_value bug vs ModernBERT type-hint bug; different models and symptoms." } ] }, @@ -19859,12 +19754,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "3423f12813f36a68b3ff6a21f27443ed0da9e11d410877b1ce108c3e82aa6163", + "prepared_review_unit_hash": "d6ef1101d49eb0e9b906a0508dc032a316bf76bf484a25ead610fca62c934060", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2874, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19872,7 +19767,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2874, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19881,30 +19776,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests/questions in different parts of the library: tokenizer truncation behavior, learning-rate scheduling, and Wav2Vec2 word boundary timestamps. None should be clustered together.", + "summary": "These three issues are not duplicates of one another: one is a tokenizer truncation feature request, one asks for ReduceLROnPlateau-like training scheduler behavior, and one asks for Wav2Vec2 word boundary offsets. The cluster is only loosely text-similar, not the same underlying problem.", "confidence": 0.98, - "canonical_issue_reason": "#10519 is the clearest, most concrete request and reads like a well-scoped product feature rather than a vague question.", + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained feature request in the set; the other two are unrelated topics in different parts of the library.", "canonical_pr_reason": null, - "best_issue_reason": "#10519 is the best representative issue for this cluster only because it is the most explicit and self-contained; however, the cluster itself should not be merged.", + "best_issue_reason": "#10519 is the best representative issue because it has a clear, actionable request and is the only one in the cluster that forms a coherent topic by itself.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", - "right": "issue:11307", + "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation direction and Wav2Vec2 word timestamp offsets are unrelated domains and different code paths." + "reason": "Tokenizer truncation behavior and a ReduceLROnPlateau-like scheduler are unrelated features with no shared code path or concrete bug." }, { "left": "issue:10519", - "right": "issue:11005", + "right": "issue:11307", "accept": false, - "reason": "A truncation-option feature request and ReduceLROnPlateau-like functionality are entirely separate feature areas." + "reason": "One is about truncation direction in tokenization; the other is about retrieving word offsets in Wav2Vec2. Different functionality and different problem domain." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate scheduler functionality and Wav2Vec2 token/word timing are not the same underlying problem." + "reason": "A training-scheduler feature request and Wav2Vec2 offset extraction are unrelated; similar wording is not enough to treat them as the same issue." } ] }, @@ -19936,7 +19831,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "cd216e012c58a9220eb31d5fc4e238e69bc4ba8a4ace69651dc9aa33a9d49f51", + "prepared_review_unit_hash": "6d83753ec85ada70a3c2219aa12a2c2d7477cf9966fe61f1c60d19a5e98c7cc0", "component_budget": { "node_count": 3, "item_count": 3, @@ -19958,8 +19853,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues do not look like one duplicate cluster: one is about TAPAS tokenization parity with TensorFlow, one about an authentication/error-message problem when downloading private models, and one about failing to load bert-base-uncased. The only shared theme is broad model-loading/tokenization language, not the same underlying bug.", - "confidence": 0.94, + "summary": "These issues do not appear to be duplicates: one is about Tapas tokenization mismatching TensorFlow, one is about a bad auth-related error message when downloading a private model, and one is about failing to load bert-base-uncased. They share only broad Hugging Face/transformers context, not the same concrete bug.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19969,13 +19864,13 @@ "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: TAPAS tokenization vs generic model loading for bert-base-uncased. No evidence they refer to the same code path or failure mode." + "reason": "Different problem domains: tokenization parity for Tapas vs model-loading failure for bert-base-uncased. No evidence they describe the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "The first is specifically about a bad auth-related error when downloading a private model; the second is a general load failure for a public model. They do not appear to be the same underlying bug." + "reason": "Both involve model download/loading, but one is specifically a private-model login/error-message issue while the other is a generic inability to load bert-base-uncased. Not the same concrete failure mode." } ] }, @@ -20005,7 +19900,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "3863712dbdf405214ac8de471ee34b4f3249a333440b282bc182ba800e807b32", + "prepared_review_unit_hash": "dc26b8f975e07e7005da766f2fa86d462440cff39e22a30da4ae242ba76eb3be", "component_budget": { "node_count": 2, "item_count": 2, @@ -20027,18 +19922,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are community-contribution feature requests about expanding architecture support, but they target different features: Flash Attention 2 support vs GGUF support. They are related in theme, not the same underlying request, so they should not be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #26350 is the better representative for the cluster because it is the earlier request and has much more discussion activity, but it is not a duplicate of #33260.", + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a similar contribution pattern, but they target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 26350 is the older and more-discussed request, but it is not a duplicate of 33260.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is the most established issue in the set and best fits as the primary reference point if one must be chosen, though it covers a different feature than #33260.", + "best_issue_reason": "Issue 26350 is the better cluster representative by age and discussion activity, though the two issues are distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are broad support-request issues, but one asks for Flash Attention 2 architecture support and the other asks for GGUF architecture support; these are distinct feature requests, not the same bug/change." + "reason": "Both are community contribution requests, but Flash Attention 2 architecture support and GGUF architecture support are different underlying features and should not be merged as the same issue." } ] }, @@ -20102,202 +19997,202 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "7b87c9505a26927822aa4c761cea2dfacfeca78f07ace78f3091b6edaf1a4371", + "prepared_review_unit_hash": "48156fdc96de96fcbe6a2f72a34228c6cbbaa6f128a9042d836824b8328dfc70", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 28, - "serialized_chars": 15551, - "estimated_input_tokens": 3888, - "estimated_eval_tokens": 8032 + "serialized_chars": 15553, + "estimated_input_tokens": 3889, + "estimated_eval_tokens": 8034 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 28, - "serialized_chars": 15551, - "estimated_input_tokens": 3888, - "estimated_eval_tokens": 8032 + "serialized_chars": 15553, + "estimated_input_tokens": 3889, + "estimated_eval_tokens": 8034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a set of i18n doc-translation requests and template-like placeholder issues, but they are not the same underlying task; the similarity is mostly wording/template overlap.", - "confidence": 0.91, - "canonical_issue_reason": "43834 is the closest representative of the generic translation-template issues, but this cluster is heterogeneous and does not contain true duplicates worth collapsing.", + "summary": "This cluster is mostly separate i18n/docs translation-request issues across different languages, plus a few near-identical placeholder/template issues. The high similarity is driven by shared boilerplate, not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "If one issue must represent the cluster, issue 43834 is the cleanest generic translation-template exemplar; however, the cluster does not contain true duplicates because the language-specific requests are distinct.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the best single representative because it is the clearest generic template instance and has broad textual overlap with the other placeholder issues.", + "best_issue_reason": "Issue 43834 is the best representative of the repeated i18n translation template because it is the clearest generic form and is closed, but it still should not be treated as a duplicate of the language-specific requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different i18n request context; 27088 is Turkish-specific while 44370 is a generic placeholder template, not the same issue." + "reason": "Different requested language/context; the overlap is just the shared i18n translation boilerplate." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Only template similarity; the Turkish translation request is distinct from the generic placeholder issue." + "reason": "Different requested language/context; not the same translation task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Same broad translation theme, but one is a concrete Turkish request and the other is a placeholder template issue." + "reason": "Turkish translation request vs a generic placeholder template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target language (Turkish vs Romanian), so these are separate translation requests." + "reason": "Different target language (Turkish vs Romanian); not a duplicate." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target language (Turkish vs Spanish), so not the same underlying issue." + "reason": "Different target language (Turkish vs Spanish); not the same underlying issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request versus generic placeholder; overlap is only in the translation template wording." + "reason": "Spanish translation request vs generic placeholder template; similarity is boilerplate only." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder issue." + "reason": "Spanish translation request vs generic placeholder template; not the same issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Spanish vs Romanian), so these are not duplicates." + "reason": "Different target language (Spanish vs Romanian); distinct requests." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Only template similarity; the actual translation request differs." + "reason": "Spanish translation request vs generic placeholder template; not a duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific request versus generic placeholder template, not the same task." + "reason": "Different target language/context; the match is only on shared template text." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation issue is distinct from the generic placeholder issue." + "reason": "Different target language/context; not the same translation request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Same broad topic, but one is a concrete language request and the other is a template placeholder." + "reason": "Romanian translation request vs generic placeholder template; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "No evidence these two titles refer to the same translation request; only superficial similarity." + "reason": "Different issue text and no evidence they are the same translation request." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are placeholder-like titles, but there is no proof they are the same underlying issue or language request." + "reason": "Both are generic template issues, but there is no evidence they refer to the same concrete language/request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Template wording matches, but this is not enough to treat them as one duplicate issue." + "reason": "Both are generic template issues, but they appear to be separate placeholders rather than one duplicate bug." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different titles and no concrete shared bug/change; reject as duplicate." + "reason": "Placeholder/template similarity only; no shared concrete change or bug." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "No clear same-language or same-request evidence; these look like separate placeholder/localization entries." + "reason": "Template similarity is not enough; the titles differ and there is no clear shared underlying request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Only soft textual similarity; no sign they describe the same underlying request." + "reason": "Template similarity only; the issue texts do not establish the same concrete request." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Identical template style, but not enough evidence of the same underlying issue." + "reason": "Near-identical boilerplate, but no evidence they are the same underlying translation request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "No concrete evidence they are the same request; similarity is too generic." + "reason": "Template similarity only; not enough to merge as duplicates." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Titles do not establish the same underlying translation task." + "reason": "Template similarity only; the titles/body context are not the same request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic similarity only; reject as duplicate." + "reason": "No clear shared concrete issue; only broad i18n boilerplate overlap." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "No clear same-language or same-request match." + "reason": "Template similarity only; not enough evidence of the same underlying issue." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Only broad i18n similarity, not the same issue." + "reason": "Template similarity only; distinct issue text." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Insufficient evidence of the same underlying task; just template-level overlap." + "reason": "No concrete shared bug/change; just similar boilerplate." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "The Thai-text titles are not clearly the same request, and there is no code-path or explicit target linkage." + "reason": "The titles are similar in style, but the actual text differs and there is no clear proof they are duplicates." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "No reliable evidence these two are duplicates; titles are different and nonspecific." + "reason": "Similar-looking non-English text, but not enough evidence of the same underlying request." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "These appear to be separate localized-text issues, not one shared bug/change." + "reason": "Similar-looking non-English text, but no reliable indication they refer to one shared issue." } ] }, @@ -20393,292 +20288,274 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "eb792626aa68725cd32e8f3f8e410adb8b6f0870515a5012a05f6832bebdded9", + "prepared_review_unit_hash": "89c2c6ac1d0a1fd94fa3a6e6cc2ca178f82340106c4c784baa6fb37b44cd7180", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28621, - "estimated_input_tokens": 7156, - "estimated_eval_tokens": 14568 + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28621, - "estimated_input_tokens": 7156, - "estimated_eval_tokens": 14568 + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a noisy overgroup of model-request issues. The titles mostly share a generic \"add model/support\" shape, but they refer to different model families, tasks, and modalities, so they are not duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "issue:42503 is the broadest and most central representative in this set, with many soft-similarity links, but it should be treated as an anchor rather than a true duplicate sink.", + "summary": "This cluster is mostly a pile of model-add/support requests across different architectures and modalities, not a set of true duplicates. None of the soft pairs look like the same concrete change, so I rejected them all. I picked one open, specific model-support request as the closest representative anchor, but the cluster is heterogeneous.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43671 is the cleanest open, concrete model-support request with some discussion, so it works best as a representative anchor for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42503 is the best available issue anchor for this cluster because it is generic enough to represent the pattern, even though the underlying requests are still distinct.", + "best_issue_reason": "issue:43671 is the most actionable representative: open, specific, and clearly scoped, whereas the others are mostly separate model requests that should not be collapsed together.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Both are keypoint-related requests, but RoMa matcher and LoMa detector+matcher are different model families and different concrete additions." + "reason": "Both are keypoint-related, but they target different models and request different additions; not the same concrete change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matching is unrelated to MiniCPM3 architecture support; same request pattern only, not the same change." + "reason": "RoMa keypoint matching and MiniCPM3 architecture support are unrelated model requests." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are different model additions with no shared code-path problem." + "reason": "EuroBert config support and DEIMv2 are different model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support are different model targets and modalities." + "reason": "EuroBert config work and Qwen3-TTS support are different model families and code paths." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model families: EuroBert config vs RF-DETR model support." + "reason": "EuroBert and RF-DETR are unrelated model requests." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are unrelated model requests." + "reason": "EuroBert config support and XiaoMi MiMo are different concrete model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct detection models; similar subsystem, different concrete addition." + "reason": "RF-DETR and DEIMv2 are separate detection-model additions, not the same implementation." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detection and LFM2.5 Audio are different modalities and implementation paths." + "reason": "RF-DETR and LFM2.5 Audio target different model types and code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and a weight-sparse transformer request are unrelated model features." + "reason": "RF-DETR and weight-sparse transformer support are unrelated requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR support are different model types and tasks." + "reason": "RF-DETR vision detection support and Qwen3-ASR audio support are different changes." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR detection and Qwen3-TTS support are different modalities and code paths." + "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR are different model requests with different implementation paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request target different architectures and changes." + "reason": "NeoBERT and weight-sparse transformer support are not the same concrete change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families and tasks." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model additions; same general pattern only." + "reason": "RF-DETR and NeoBERT are separate model-support requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT models are distinct BERT-like model additions, not one concrete duplicate." + "reason": "NeoBERT and ModernVBERT are different model families, so not duplicates." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated models." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture support is not the same change as adding a weight-sparse transformer." + "reason": "MiniCPM3 and weight-sparse transformer support are unrelated requests." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 support and ModernVBERT models are separate model integrations." + "reason": "MiniCPM3 architecture work and ModernVBERT models are separate additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support and Voxtral TTS support are different model tasks." + "reason": "MiniCPM3 and Voxtral TTS support are different model code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 and Qwen3-TTS are distinct model-support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are different model families and modalities." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model families." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are unrelated additions." + "reason": "ModernVBERT models and Qwen3-TTS support are different concrete requests." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models and XiaoMi MiMo are different model requests." + "reason": "ModernVBERT and XiaoMi MiMo are separate model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE overlap only at a broad BERT theme, not at the concrete implementation level." + "reason": "ModernVBERT models and the broader RoPE BERT-like request are different issues." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE support and XiaoMi MiMo are different model families." + "reason": "The RoPE BERT-like request and XiaoMi MiMo are different model concerns." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE and the Mirko Privitera issue are not the same change." + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are unrelated models and tasks." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are different model requests." + "reason": "XiaoMi MiMo and Qwen3-TTS are different model additions." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are distinct model additions." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are not the same technical request." + "reason": "XiaoMi MiMo and Mirko Privitera are not the same underlying change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS support and Qwen3-ASR support are related by vendor and modality, but they are different models and separate changes." + "reason": "Qwen3-TTS and Qwen3-ASR are related by name only; they are separate modality-specific support requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different concrete TTS model integrations." + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations, not one merged change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model additions." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the weight-sparse transformer request are different code-path changes." + "reason": "Qwen3-TTS support and the weight-sparse transformer request are unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR support and LFM2.5 Audio are both audio-related, but they are different models and implementations." + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE are different tasks and model families." + "reason": "Qwen3-ASR and EUPE are different model-support requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and the weight-sparse transformer request are unrelated changes." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are completely different model domains." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "LFM2.5 Audio and SWA+sink for Granite are different model/features, not one bug." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different architectural requests." + "reason": "Qwen3-ASR support and the weight-sparse transformer request are not the same code path." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR support and Voxtral TTS support are different audio model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are separate audio-model integrations." }, { "left": "issue:37015", @@ -20690,25 +20567,25 @@ "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different modalities and code paths." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests, not a single concrete change." + "reason": "EUPE and TIPSv2 are both vision-language related, but they are different model requests with different implementation needs." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and Mirko Privitera are not the same underlying request." + "reason": "ModernVBERT models and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support and Mirko Privitera are not the same underlying change." } ] }, @@ -20738,7 +20615,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "b1af5d5e2128ba2a03c7283cbd877af3cc7572602b04996e95404aa3e01b2490", + "prepared_review_unit_hash": "8228a608162ec20df76d2005292f5286afd89dced5be5b6f1bdc583df608a6ca", "component_budget": { "node_count": 2, "item_count": 2, @@ -20760,18 +20637,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is a documentation request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. The soft similarity signal is too weak to treat them as duplicates or the same underlying work.", + "summary": "The two issues are not duplicates or the same underlying change: one is a closed docs request about adding Pruna as an optimization framework, and the other is an open Vision RoPE refactor. They share only weak topic similarity at best.", "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the two issues describe different kinds of work in different areas, with no shared target or concrete overlap.", + "canonical_issue_reason": "No canonical issue: the titles and scopes are unrelated, so there is no clear duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the better representative issue only because it is a substantive technical change request; #38740 is a standalone docs request and not part of the same problem space.", + "best_issue_reason": "Issue 46443 is the better cluster representative only because it is an active technical issue; 38740 is a closed documentation request and not the same problem domain.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Reject: a docs request for adding Pruna and a Vision RoPE refactor are different underlying problems with no shared code path, filename, or explicit target." + "reason": "Reject: a docs request to add Pruna is not the same underlying bug/change as a Vision RoPE refactor; no shared code path or concrete duplicate target." } ] }, @@ -20801,7 +20678,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "b90d0b0eddd05f0a90ba9c1e76d817c1d439899852289624555a23b27b1f42e8", + "prepared_review_unit_hash": "76d2a6f27fd03b08ad071e8186ea59524f16b01fd34e237abf52efc8d9fabea8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20823,18 +20700,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open issues do not look like duplicates: one is about Set Block Decoding, the other is a request for DeepSeek v3.2 support. The only link is weak topical similarity, not the same underlying bug or change.", - "confidence": 0.97, + "summary": "The two issues are not duplicates: one is a low-level block decoding request, while the other is a model-specific DeepSeek v3.2 support request. They do not appear to describe the same underlying bug or feature.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick the more suitable tracker, #43037 is the clearer, more user-facing feature request; #41084 appears to be a separate lower-level decoding concern.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Weak similarity only; they describe different problems (block decoding behavior vs model/version support) with no explicit shared target or evidence of the same fix." + "reason": "Different topics and scopes: block decoding versus DeepSeek v3.2 support. No evidence they target the same underlying change or bug." } ] }, @@ -20864,40 +20741,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "0a9d1590aadb63dba342c26a75257818776028a037c3f26561af354b59870980", + "prepared_review_unit_hash": "e5455469cd4991420602eabcb10cc8697db581d12b82ab698e12937b0eff4d88", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate feature requests, not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/Liger FLCE, while the other asks to integrate TiledMLP for lower memory use. They target different code paths and different model components.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #41306 is the more concrete, narrowly scoped request around exposing an FLCE/TiledFusedLogitsLoss toggle in `from_pretrained()`.", + "summary": "These two issues are related only at a high level (memory-efficient model changes) but describe different features: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other is about integrating TiledMLP to reduce memory footprint. They do not look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No strong duplicate relation is present. If a single representative is needed, issue #41306 is the more concrete, narrowly scoped API/integration request; #41826 is a separate feature request about a different module.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41306 is the best representative of the cluster because it is specific and actionable; #41826 is a separate feature request about TiledMLP integration and does not overlap materially.", + "best_issue_reason": "#41306 is the better standalone issue because it targets a specific missing `from_pretrained()` flag and has a clearly bounded implementation surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Reject: the issues describe different features and different underlying changes (FLCE/from_pretrained flag vs TiledMLP integration). They are not the same bug or change." + "reason": "Different components and changes: FLCE/TiledFusedLogitsLoss flag support vs. TiledMLP integration. Similar memory-optimization theme is too broad to treat as the same issue." } ] }, @@ -20927,12 +20804,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "763242af1554ed6809a38a2196f81ad6295a227200884ce187844db74eae0857", + "prepared_review_unit_hash": "06bbe7034a9a2af21bb2a41fb07e3387f9bd149f2802d51c98250d044ed5996f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20940,7 +20817,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20949,18 +20826,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only at a very broad level (Trainer customization) but describe different problems: one about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43598 is the clearer canonical issue because it names a specific Trainer behavior (`remove_unused_column`) and a concrete customization problem.", + "summary": "Both issues concern Trainer assumptions that make custom trainers less flexible, but they target different behaviors: column pruning vs FLOPS estimation. They are related in theme, not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue #43598 is the clearer canonical issue if clustering around Trainer customizability, because it is specific about the `remove_unused_column` behavior and frames a concrete customization problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the best issue to anchor the cluster since it is more specific and directly tied to a single code-path concern.", + "best_issue_reason": "issue #43598 is the better representative issue overall because it describes a concrete Trainer customization gap with a specific mechanism, whereas #43600 is a separate FLOPS-estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "These concern different Trainer internals and different user-facing behaviors: input-column pruning vs FLOPS estimation. Shared mention of custom trainers is too broad to treat as the same bug." + "reason": "They share the broad theme of custom trainers, but one is about column removal in Trainer and the other is about FLOPS counting. Different code paths and different fixes, so they should not be merged as duplicates." } ] }, @@ -20990,7 +20867,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "dea46abc96d451ed0ae90d01ee0baac2f5cbcae764ebadb06d38a35445ff901d", + "prepared_review_unit_hash": "bb9df9ed8041ad627b5fd09864e43301d7865f4eaa78e4c10b540b143a3cfe12", "component_budget": { "node_count": 2, "item_count": 2, @@ -21012,18 +20889,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different Qwen model families and different AutoModel entrypoints, so they do not look like duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #43684 is the broader, more general request (AutoModel and AutoModelForConditionalGeneration registration), so it is the better representative issue if one must be chosen.", + "summary": "These are related only at a high level (both concern Qwen model integration), but they request different API support for different model families and tasks. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best overall issue in the set because it describes a wider missing-registration gap and is more central to the cluster than the narrower sequence-classification request.", + "best_issue_reason": "Issue #43684 is the broader anchor if one issue must represent the cluster, but it is about AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while #44405 is a separate AutoModelForSequenceClassification request for Qwen3.5.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They target different model families and different auto classes, so they should not be merged." + "reason": "Different concrete requests and code paths: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. Shared Qwen context is too broad to imply duplication." } ] }, @@ -21060,7 +20937,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "14377564e14c0343e4001699bfe8622df3ca85e8b5f30baf5949fe8aa19209ce", + "prepared_review_unit_hash": "0e4dccb11d3798c92d92e40d2595e4ddbde857f481a51bc1d8250a5dbf3424db", "component_budget": { "node_count": 4, "item_count": 4, @@ -21082,57 +20959,57 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "43845, 43846, and 43859 are the clearest duplicate issue cluster based on the identical title and nearby creation times; 43835 does not have enough matching evidence and looks separate. No PRs are present.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43845 is the earliest issue in the repeated-title cluster and is a reasonable representative for the duplicate set.", + "summary": "Three issues share the exact title \"huggingface \" and are very likely duplicates; \"Fett\" looks unrelated. I\u2019d anchor the duplicate set on the earliest huggingface issue.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43845 is the earliest of the exact-title \"huggingface \" issues, so it is the cleanest representative for that duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest issue anchor because it is the first of the identical-title reports and has no evidence against grouping it with 43846 and 43859.", + "best_issue_reason": "issue:43845 is the best issue representative because it predates the other matching issues and has the same exact title, while 43835 appears unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no concrete evidence that they report the same underlying issue." + "reason": "Different titles and no other evidence tying \"Fett\" to the \"huggingface \" issues." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no shared code-path or body evidence tying them together." + "reason": "Different titles and no supporting body/link evidence; likely unrelated." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and insufficient evidence beyond generic similarity." + "reason": "Different titles and no supporting evidence for the same underlying bug." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same normalized title and very similar issue metadata, which supports a duplicate report." + "reason": "Exact same title, created minutes apart, with no contrary evidence; strong duplicate signal." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same normalized title and close metadata pattern; this is consistent with the same report being filed multiple times." + "reason": "Exact same title and close timing make these look like the same issue report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same normalized title and similar metadata, with no contrary signals." + "reason": "Exact same title with near-identical context; likely duplicates of the same report." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall cluster call is mostly grounded, but one soft-edge justification overstates the packet: saying 43845/43859 have \u201cclosely matching issue shape\u201d is not supported because the packet only shows identical titles plus limited metadata (timestamps/body lengths/discussion counts). The 43835 false negatives are conservative, but the accepted duplicate verdicts should stay closer to the evidence and avoid implying body-content similarity that isn\u2019t available." + "accept": true, + "feedback": "The assessment is grounded in the packet: 43845, 43846, and 43859 share the exact same title, and 43845 is the earliest of that set. The non-match calls involving 43835 are also conservative given the title mismatch and lack of supporting evidence. No soft-edge verdict overstates the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21171,106 +21048,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "db391d55e3d48bbfc477595c3ddab8c8cb96a4c1fb792165b2b1c89778502ef0", + "prepared_review_unit_hash": "2426811570b1f441e831bbaf4b3629a90254cca835e9a853c7a97269849c0ce7", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-information, spam-like issues with generic or promotional titles and no bodies, links, files, or targets tying them to the same underlying bug. I do not see evidence that any pair is a true duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are mostly low-signal or spam-like issues with no clear duplicate relationship. 44418 is the only somewhat substantive item and is the best placeholder canonical issue, but no pair looks like a true same-issue match.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 44418 is the only non-spam, potentially actionable report (\u201cDocumentation Enhancement Suggestion\u201d), so it is the least-bad canonical representative among otherwise weak items.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "44418 is the most plausible issue to keep as the cluster representative because it has an actual request-like title instead of spam text, even though it is still vague.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam placeholders, but there is no substantive content showing the same underlying issue." + "reason": "Both are spam placeholders, not evidence of the same underlying bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but the available metadata gives no shared bug or change to merge." + "reason": "Identical spam-like titles do not establish a shared concrete issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Generic low-content issues only; no body, targets, or code context suggests a duplicate." + "reason": "Spam placeholder versus documentation enhancement suggestion; no same underlying problem." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "No evidence of the same problem; the titles are generic and unrelated beyond being low-effort." + "reason": "Spam placeholder and \u201cCommunity benchmark tip\u201d are unrelated." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Promotional/spam-like title on one side and no supporting details on the other; not a duplicate." + "reason": "Spam placeholder versus a \u201cGoogle LLC\u201d check-out issue; unrelated." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Both are generic, but there is no shared substantive description or target to indicate the same issue." + "reason": "Documentation enhancement request and spam placeholder are not the same issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Low-information issue pair with no concrete overlap beyond superficial similarity." + "reason": "Documentation enhancement request and spam placeholder are not the same issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both titles are just \"\", but there is no body-level evidence they report the same underlying bug." + "reason": "Both are spam placeholders, but there is no evidence they describe the same underlying bug/change." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "No shared explicit targets, files, or behavior; the match is only superficial." + "reason": "Spam placeholder versus benchmark tip; unrelated." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional spam; no sign of the same issue or code path." + "reason": "Spam placeholder versus \u201cGoogle LLC\u201d check-out issue; unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Generic issue titles only, with no evidence of a common problem to deduplicate." + "reason": "Spam placeholder versus benchmark tip; unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The artifacts do not describe the same bug or change; they are just similarly low-quality reports." + "reason": "Spam placeholder versus \u201cGoogle LLC\u201d check-out issue; unrelated." } ] }, @@ -21300,12 +21177,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "90853bedc8031104198eb2d1a35ab511e2bb989530e69f4d83a404ad8f05014a", + "prepared_review_unit_hash": "f01946d7263865a780d57089cff548bf03caf376f60e57a52affc812890efb2a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21313,7 +21190,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21322,24 +21199,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look like likely near-duplicates: they have identical titles, very similar body sizes, and substantial content overlap. #45145 is the slightly better canonical issue because it has the only inbound reference, but that is only a modest signal rather than proof it is the main thread.", - "confidence": 0.87, - "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151, comparable body content, and the only inbound reference, which gives it a slight edge as the more established thread.", + "summary": "The two closed issues share the same title and very similar body size/metadata, with no distinguishing links or files, so they are very likely duplicates of the same report. The evidence is stronger for deduplication than for treating them as separate issues, but it is still mostly metadata-based.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the slightly more central deduplication target.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep as the representative duplicate target because it is the closest match and has the only inbound reference, though the evidence is still mostly soft similarity.", + "best_issue_reason": "Issue #45145 is the best representative issue for the cluster because it is the earliest item and has the only inbound reference, so it is the most natural anchor for the duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and very similar issue content make these look like the same underlying proposal, so this is acceptable as a likely duplicate pair, though the evidence is not definitive." + "reason": "Same title, very similar body length, and no distinguishing issue links, files, or targets; this is consistent with the same underlying issue report." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pair is supported only by soft similarity: identical titles, similar body sizes, and Jaccard ~0.63. That is enough to call them likely related, but not enough to state they are a definite/true duplicate pair with 0.97 confidence. The canonical-issue justification is also a bit too strong: an inbound reference suggests prominence, but not clearly that it is the main thread. Please soften the wording and lower confidence." + "feedback": "The duplicate-issue judgment is plausible from the packet, but the summary overstates the evidence by calling them \"duplicate reports of the same proposal/article rather than distinct bugs\"\u2014the packet only supports same title, similar body size, and soft similarity. Please keep the conclusion more conservative and avoid inferring the content type. The canonical/best-issue rationale is otherwise grounded." }, "evaluator_used": true, "retried": true, @@ -21420,40 +21297,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "bd63839ac21aa3f2f2451235bfedf59d44c4fc628180dd8110b8c923043a2d94", + "prepared_review_unit_hash": "4ddcf4df629887270680893783b89a464b709492e0abe0413bfdf7201d64c267", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "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": "These two closed issues are just different personal-name/date entries with no body, links, or shared evidence of the same underlying bug. The soft similarity is too weak to treat them as duplicates.", + "summary": "These are two unrelated low-signal issues with only superficial name/date similarity; there is no clear duplicate relationship or actionable bug report here.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one must be chosen, issue 45762 is only marginally preferable because it was created first; otherwise neither issue is a meaningful canonical representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Titles reference different people and different dates; with empty bodies and no shared targets/files, there is no evidence they describe the same issue." + "reason": "The titles are just different personal names with dates and do not describe the same bug, request, or code path; this looks like superficial similarity only." } ] }, @@ -21483,7 +21360,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "ad57ca3fa58eb9d8d2ddd7c64ebd3a8317124352d59d92c3b88283487e564f79", + "prepared_review_unit_hash": "01ad44ff6293d00274e262c845c768a65d037a28510ffd4fa3e3377902586413", "component_budget": { "node_count": 2, "item_count": 2, @@ -21505,18 +21382,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items look like unrelated, likely spam/personal-name issues with no shared topic or technical content, so they should not be clustered together.", - "confidence": 0.99, - "canonical_issue_reason": "Neither issue contains a substantive bug report or project topic; there is no evidence they describe the same underlying issue.", - "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good canonical representative because both are equally non-technical and unrelated.", - "best_pr_reason": null, + "summary": "The cluster contains two unrelated closed issues with only title-level similarity; they do not appear to describe the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the two issues have different names and dates in their titles, no body content, and no shared links or context.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "Neither issue is a strong global representative; both are title-only and appear unrelated/spam-like rather than describing a reusable bug report.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are different personal names and dates with no shared technical context, filenames, targets, or discussion indicating the same underlying issue." + "reason": "Reject: the issues mention different people and dates, with no evidence they refer to the same underlying problem." } ] }, @@ -21546,12 +21423,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "029e97fd06955f865e88638af332346b9abe0807c46c379f8f31cf16d1f6ae1b", + "prepared_review_unit_hash": "0e55603996fb4968450bad7a000f0d896e4a71ea161aecfe157e67b44b643e2c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21559,7 +21436,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21568,18 +21445,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class for value modeling, while the other asks for FP8 training support. They target different features and code paths.", + "summary": "These two issues are unrelated: one requests a new token-classification model class for value modeling, while the other asks for FP8 training support. No duplicate or same-change signal beyond a weak soft similarity.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the requests are about unrelated enhancements in different areas of the stack (model class addition vs FP8 training support).", + "canonical_issue_reason": "Issue 45810 is the more concrete feature request, asking for a specific new class (`Qwen3_5ForTokenClassification`) with a clear intended use. Issue 46295 is a broader training-capability request and does not appear to target the same code path.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a clear global representative of this cluster because there is no shared underlying problem; if forced, the FP8 request is broader platform work, but it is still unrelated to the model-class request.", + "best_issue_reason": "Issue 45810 is better suited as a canonical issue because it names the exact missing API and use case, making it easier to track and implement than the general FP8 training support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests with no shared concrete bug or change; they do not appear mergeable into one issue/PR." + "reason": "Reject: the requests concern different features and code paths. Adding a token-classification model head for value modeling is not the same as implementing FP8 training support, and they would not plausibly be merged as one fix." } ] }, @@ -21619,91 +21496,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "d4c267da6ba03394f1c179ed7b66a444cc5fe1e81bbdcec50c1ff6148b0b22a9", + "prepared_review_unit_hash": "8ba93d7cc91bf65a88ddbac8f22d9469144569c712ca6978c32c9696c97e5505", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5722, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5722, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The items split into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate financial dataset listing and does not look like the same underlying request as the example/service issues.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole set because there are two distinct duplicate topics. If one representative must be chosen, 45870 is the best first-pair anchor since it is an exact duplicate and the earliest of that pair.", + "summary": "This cluster looks like two separate near-identical issue pairs\u201445870/45871 and 45872/45873\u2014plus one loosely related finance dataset promo (45869). The evidence supports deduping each pair, but not collapsing all five into one set.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it contains two separate near-identical issue pairs, so a cluster-wide canonical would overcollapse distinct requests.", "canonical_pr_reason": null, - "best_issue_reason": "Overall, 45870 is a reasonable kept issue for its duplicate pair, but the cluster is not one unified issue cluster; 45872 would be equally valid for its own pair.", + "best_issue_reason": "45870 is a clean representative for the 'Example: Financial time series prediction with DataForge' pair because it is one of the near-identical duplicates and is the earlier issue in that pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifacts: a dataset bundle listing versus an example about financial time-series prediction with DataForge." + "reason": "Both are finance-related, but one is a dataset bundle promo and the other is a DataForge example request; only topical overlap." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifacts: a dataset bundle listing versus an example about financial time-series prediction with DataForge." + "reason": "Different intent and artifact type: dataset listing versus example/use-case request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact title/body duplicate; same example issue." + "reason": "Near-identical issues: same title and matching body length, with strong soft-similarity; safe to treat as the same request, though not enough to prove the same thread." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related DataForge/financial theme, but one is an example issue and the other is a scraping-service plus time-series request; not the same underlying issue." + "reason": "Related DataForge/financial theme, but one is a prediction example and the other adds a scraping-service component; distinct request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related DataForge/financial theme, but one is an example issue and the other is a scraping-service plus time-series request; not the same underlying issue." + "reason": "Same as 45870/45872: broad theme overlap only, not the same underlying request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related DataForge/financial theme, but these describe different requests and code paths." + "reason": "Only broad finance/DataForge overlap; the prediction example and scraping-service request are different." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related DataForge/financial theme, but these describe different requests and code paths." + "reason": "Topical overlap only; the scraping-service request is distinct from the prediction example." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact title/body duplicate; same service/time-series issue." + "reason": "Near-identical issues: same title and matching body length, with strong soft-similarity; safe to treat as the same request, though not enough to prove the same thread." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: 45870/45871 are identical, 45872/45873 are identical, and 45869 is clearly a separate dataset-bundle issue rather than part of either duplicate pair. The soft-edge verdicts are conservative and consistent with the evidence." + "accept": false, + "feedback": "The cluster read is a bit too strong for the evidence available. The packet shows same titles and matching body lengths, plus high soft-similarity, but it does not prove the pairs are exact duplicates or the same thread. In particular, calling 45870/45871 and 45872/45873 \"exact duplicate issues\" overstates what is grounded here. A more conservative summary would describe them as near-identical / highly similar pairs, with 45869 only loosely related." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21727,7 +21604,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "a78bd13ed3ed099f618a355defe119e72a0b67076d1ce3fa972d396364d1b7bf", + "prepared_review_unit_hash": "f0ef64593e13e37027d3ac6025ac4ed62344ad03d6a2944d268e61666f4cef7e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21749,24 +21626,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related in theme (static-cache/linear-attention failures), but the evidence only shows soft similarity. The titles point to different symptom patterns\u2014shape corruption/runtime error versus a Qwen3.5 `KeyError`\u2014so they should not be treated as the same underlying bug based on this packet alone.", - "confidence": 0.48, - "canonical_issue_reason": "issue:46439 is the better canonical issue only because it is the more general description of the static-cache/linear-attention failure mode, but the packet does not establish that it shares the same root cause as issue:46441.", + "summary": "These are related static-cache/linear-attention reports, but the evidence is too thin to treat them as the same defect. With only titles and soft similarity, the `RuntimeError` and `KeyError` look like possibly adjacent symptoms, not a confident duplicate pair.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 46439 is the better anchor because it states the broader failure mode more directly (`early_initialization` corrupting linear-attention shapes) and gives the clearer root-cause framing among the two reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46439 is the strongest representative for the cluster because it names the broader failure path without being model-specific, even though the linkage to issue:46441 is not strong enough to confirm duplication.", + "best_issue_reason": "46439 is the most useful representative for this small cluster: it is broader, more diagnostic, and reads like the cleaner summary of the underlying static-cache/linear-attention problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject: the packet provides only soft similarity, and the titles suggest related symptoms rather than a clearly shared root cause. Shape-corruption RuntimeError and Qwen3.5 `KeyError: 'linear_attention'` are not enough to conclude the same bug." + "reason": "Reject: we only have titles and a soft-similarity signal, with no body text, shared targets, or shared files to confirm the same bug. A shape-corruption `RuntimeError` and a `KeyError: 'linear_attention'` may be related, but not enough to merge as one issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is a bit too strong for the packet. The only evidence linking the issues is soft similarity, and the titles suggest related symptoms rather than a clearly shared root cause: one is an early_initialization shape-corruption RuntimeError, the other is a Qwen3.5 KeyError for `linear_attention` under static cache. That is not enough to confidently say they are the same underlying bug, so the soft-edge accept should be rejected as non-conservative." + "feedback": "The clustering is a bit too strong for the packet. We only have titles and a soft-similarity signal here; there\u2019s no body text or shared targets/files to confirm the two reports are the same defect. Treating the `RuntimeError` and `KeyError` as manifestations of one underlying bug goes beyond the available evidence. A more conservative read would be that they are related static-cache/linear-attention reports, but not confidently the same issue." }, "evaluator_used": true, "retried": true, @@ -21793,12 +21670,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "2e38c4f58e8878b49c66b16c94cc393d22d5d9c6854248ebf68fe7938a4a0c40", + "prepared_review_unit_hash": "babd1d246e98909cc8c9c86be163dd6b20d5914a86329c9ab631a2d46cfd7c3a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21806,7 +21683,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21815,24 +21692,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token regression; issue #46552 is the better canonical issue because it is open and has more discussion activity/references.", + "summary": "The two items are near-perfect duplicates: same title, same described Wav2Vec2CTCTokenizer v5 bug, and identical content. The open issue is the better canonical record.", "confidence": 0.99, - "canonical_issue_reason": "#46552 is the open report with inbound references and discussion, so it is the best live tracking issue for this bug.", + "canonical_issue_reason": "Issue 46552 is the better canonical issue because it is the active/open report and already has inbound references, while 46551 is the closed duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 best represents the underlying bug report and is the one to keep active for tracking and updates.", + "best_issue_reason": "46552 is the best issue choice: same bug report, currently open, and likely the one to track for follow-up and fixes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same described tokenizer regression; these are clearly the same underlying issue." + "reason": "Same title and same underlying tokenizer bug; this is a direct duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the two issues have identical titles and body lengths, and #46552 is open with inbound references and more discussion activity, so treating it as the canonical live tracker is reasonable. The duplicate verdict is conservative and supported by the strong similarity evidence." + "feedback": "The assessment is well grounded in the packet: both issues have the same title and equal body length, with soft similarity/jaccard=1.0 supporting a duplicate relationship. Choosing the open issue 46552 as the canonical record is conservative and consistent with its inbound references. The soft-edge duplicate verdict is also appropriately cautious; no overstatement is needed." }, "evaluator_used": true, "retried": false, @@ -21859,7 +21736,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "ed6d44532b51d9042678700e1b16a9d5972d4d5529780dbfe256d0930c312f99", + "prepared_review_unit_hash": "1b0a03cc9e045a013d2767480fd60f7131769f20116a2a800dfe71254d95494c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21881,18 +21758,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports out-of-memory errors after several epochs in RT-DETR v2 training.", + "summary": "The two issues do not look like duplicates: one reports a tensor shape mismatch during object detection training, while the other reports GPU OOM after several epochs in RT-DETR v2 training. They affect different failure modes and likely different code paths.", "confidence": 0.96, - "canonical_issue_reason": "issue:46657 is the clearer concrete bug report: a specific tensor-size mismatch during training. It is more likely to serve as the primary issue for this cluster than the broader OOM report.", + "canonical_issue_reason": "Issue #46657 is the better canonical candidate only if a shape-mismatch defect cluster is being tracked, because it describes a concrete, reproducible tensor-size error rather than a resource exhaustion symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46657 is the best single issue to anchor the cluster because it describes a precise failure mode and is more actionable than issue:46692.", + "best_issue_reason": "#46657 is more specific and actionable, with a clear code-path symptom (tensor size mismatch) that is easier to canonicalize than a broad OOM report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Reject: the symptoms differ materially. A tensor shape mismatch and an out-of-memory failure after epochs are not the same underlying bug and would not be merged as one issue." + "reason": "Reject: these are different classes of training failures. A tensor shape mismatch and an out-of-memory condition are not the same underlying bug, and the titles suggest different root causes." } ] }, @@ -21922,7 +21799,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "0bd780f83e34d3e61e37fb492d2a976189fed91fc976015142e9bf90e1192fc2", + "prepared_review_unit_hash": "93993774720cc8ae905401b60e6e1e2816628eef8ae6396ffdba9a31fa3262d2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21944,18 +21821,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only loosely similar at the model-loading/device-placement level, but they describe different bugs in different code paths: ZeRO-3 zero.Init partitioning causing OOM versus 4-bit + device_map='auto' incorrectly dispatching to CPU and raising ValueError.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 46822 is the clearer canonical bug report: it names the specific ZeRO-3 zero.Init failure mode, the affected composite submodule, and the concrete symptom (multi-GPU load OOM).", + "summary": "These look like two distinct model-loading bugs that only share a broad theme of memory/device placement. One is about ZeRO-3 zero.Init failing to partition a composite submodule, the other about 4-bit quantized loading with device_map='auto' and max_memory incorrectly offloading to CPU.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more representative cluster anchor because it describes a concrete ZeRO-3 partitioning failure with a clear OOM symptom and a specific composite submodule path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the better representative issue because it is more specific about the failing mechanism and appears to be the more substantive unresolved bug.", + "best_issue_reason": "Issue 46822 is the best issue candidate overall because it is a direct, focused bug report about a single code path and reads like the core underlying problem rather than a broader loading symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Reject: both concern model loading, but the underlying problems differ materially. 46822 is about ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM; 46823 is about 4-bit load_in_4bit with device_map='auto' and max_memory still sending modules to CPU and raising ValueError. Different subsystems, symptoms, and fixes." + "reason": "Reject: these are different bugs. 46822 is a ZeRO-3 zero.Init partitioning failure for a composite submodule, while 46823 is a 4-bit quantized device_map/max_memory dispatch bug that wrongly sends modules to CPU." } ] }, @@ -21977,7 +21854,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-15", + "cluster_id": "cluster-46906-16", "nodes": [ "issue:46906", "issue:46940", @@ -21993,7 +21870,8 @@ "issue:47120", "issue:47182", "issue:47227", - "issue:47256" + "issue:47256", + "issue:47265" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -22032,329 +21910,354 @@ "issue:47049|issue:47102", "issue:47120|issue:47182", "issue:47120|issue:47256", + "issue:47120|issue:47265", "issue:47102|issue:47120", "issue:47120|issue:47227", - "issue:47053|issue:47120", "issue:47182|issue:47256", + "issue:47182|issue:47265", "issue:47182|issue:47227", "issue:47102|issue:47182", - "issue:47053|issue:47182", "issue:47227|issue:47256", + "issue:47227|issue:47265", "issue:47102|issue:47227", - "issue:47037|issue:47227", + "issue:47256|issue:47265", "issue:47102|issue:47256", - "issue:47091|issue:47256" + "issue:47102|issue:47265" ], - "prepared_review_unit_hash": "5d32e98ec28e1cd40f7675ab300328a43ce9de1b1f7c952b827317c25efa763a", + "prepared_review_unit_hash": "8c205d3e8bf4505646e879f00268ced6f2ce551eb7113c6d0bc7798dbbcdf5e0", "component_budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 48, - "serialized_chars": 25658, - "estimated_input_tokens": 6415, - "estimated_eval_tokens": 13086 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 49, + "serialized_chars": 26577, + "estimated_input_tokens": 6645, + "estimated_eval_tokens": 13546 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 48, - "serialized_chars": 25658, - "estimated_input_tokens": 6415, - "estimated_eval_tokens": 13086 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 49, + "serialized_chars": 26577, + "estimated_input_tokens": 6645, + "estimated_eval_tokens": 13546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are date-stamped daily triage issues for the same integration-failure workflow, not duplicates of one underlying bug. The high similarity is coming from a repeated template; I would not merge any pair. issue:47120 is the most connected thread, so it is the best representative if one must pick a hub.", - "confidence": 0.92, - "canonical_issue_reason": "issue:47120 has the strongest linkage footprint (highest inbound references/discussion), so it is the best representative hub among otherwise separate daily triage threads.", + "summary": "These are recurring date-stamped Serge integration failure triage issues, not clear duplicates of one underlying bug. They look like separate daily reports in the same triage series, and there are no PRs in the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "issue:47120 is the most central triage ticket in the series, with the highest inbound reference count and discussion activity among these issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47120 is the most central issue in the set; however, the date-stamped titles suggest these are separate daily triage instances rather than duplicates.", + "best_issue_reason": "issue:47265 is the latest open triage report, so it is the most useful live tracker for the ongoing integration failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but different dates indicate separate daily incidents rather than the same issue." + "reason": "Same triage template, but different dates suggest separate daily failures rather than one duplicate bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Repeated template text only; the date-stamped titles point to distinct daily triage threads." + "reason": "Date-stamped triage reports for different days; not the same underlying incident." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These are adjacent daily triage reports, not one underlying bug report." + "reason": "These are separate daily integration triage entries, not one shared bug report." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Title similarity is explained by the template; the dates show separate issue instances." + "reason": "Different report dates; likely separate runs/failures, so do not merge." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same integration-triage series, but each date corresponds to a different run/incident." + "reason": "Recurring triage thread, but each issue appears to cover a different day\u2019s failure." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same templated triage wording; different dates make them separate issues." + "reason": "Same series, but the date progression indicates distinct incidents." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "No evidence of one shared bug, just recurring daily triage posts." + "reason": "They are daily triage snapshots, not duplicate records of one bug." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "The overlap is only in the template; these are distinct date-specific threads." + "reason": "Separate triage days; no evidence they describe the same failure instance." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Daily triage issues with the same format, but not the same incident." + "reason": "Same template/subsystem, but different dates mean different underlying runs." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same recurring triage pattern; the date stamps indicate separate issues." + "reason": "The issues look parallel, not duplicate; each is tied to a different day." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "These look like consecutive daily reports, not duplicates of one bug." + "reason": "Different triage dates indicate separate incidents." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Similar wording is from the template; the underlying triage date differs." + "reason": "No sign of the same concrete failure; these are day-specific reports." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Different daily triage entries, not a single duplicate bug." + "reason": "Both are integration triage issues, but for different dates/runs." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same title pattern, but each issue is date-specific and separate." + "reason": "Separate daily triage entries rather than one underlying bug." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "No shared concrete failure shown; only the recurring triage series matches." + "reason": "Different report dates and likely different CI runs; do not combine." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same recurring triage pattern, but not the same incident." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "The similarity is templated; the dates imply different triage events." + "reason": "The date-stamped titles indicate distinct failures, not duplicates." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "These are separate daily integration-failure triage issues." + "reason": "Separate daily integration triage reports." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Same recurring issue template, but different date and likely different failure set." + "reason": "These appear to be different days\u2019 triage notes, not one bug." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Date-stamped triage posts are not the same underlying bug." + "reason": "Same broad tracker, but not the same concrete failure instance." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "No concrete shared defect; just the same daily triage format." + "reason": "Different dates imply separate incidents." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "These appear to be separate day-by-day triage threads." + "reason": "Recurring triage series, but no evidence of one shared underlying bug." }, { - "left": "issue:46985", - "right": "issue:46998", + "left": "issue:47037", + "right": "issue:47049", "accept": false, - "reason": "Same triage series, but different day and likely different integration failures." + "reason": "Adjacent daily triage tickets, but still distinct reports." }, { "left": "issue:47037", - "right": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "The titles are near-identical due to the template, not because they are duplicates." + "reason": "Different day/run; not a duplicate merge candidate." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Different daily integration-failure triage issues; no evidence of one bug." + "reason": "Same template, separate incident dates." }, { "left": "issue:47037", - "right": "issue:47053", + "right": "issue:47102", "accept": false, - "reason": "Same recurring triage pattern, but each issue is a separate date-specific instance." + "reason": "No indication these describe the exact same failure." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "This is just the same daily triage series, not one duplicate defect." + "reason": "Different triage dates; likely separate CI failures." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Different dates and no shared concrete failure details mean no dedupe." + "reason": "Day-specific reports, not one underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring series, but distinct incidents." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Templated similarity only; these are separate triage runs." + "reason": "Separate daily integration triage entries." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "The date-stamped titles imply different incidents, not one issue." + "reason": "Different dates/runs; not the same concrete problem." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Same recurring triage template, but distinct daily issue threads." + "reason": "Both are triage reports, but for different days." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Date-separated triage issues; no sign of a shared underlying bug." + "reason": "The reports are date-specific and do not look like duplicate bug filings." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "These are separate daily integration-failure reports, despite the matching template." + "reason": "Recurring triage thread only; separate underlying incidents." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Different day, different triage thread; similarity is superficial." + "reason": "Different integration runs are being tracked here." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "The overlap is in the recurring title only, not in a shared defect." + "reason": "These are not the same failure instance; just the same triage pattern." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Both are daily triage threads; the date stamps indicate separate issues." + "reason": "Same integration-triage template, but different dates indicate separate reports." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Same triage series, but not the same underlying bug or change." + "reason": "Different day\u2019s triage issue; not enough to treat as a duplicate." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Latest report in the series, but still a distinct daily triage ticket." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "Adjacent daily integration-triage issues, not duplicates." + "reason": "Adjacent dates, but still separate triage reports for different runs." }, { "left": "issue:47120", "right": "issue:47227", "accept": false, - "reason": "The matching template does not imply a shared concrete failure." + "reason": "Date-stamped daily triage items, not one shared bug." }, { - "left": "issue:47053", - "right": "issue:47120", + "left": "issue:47182", + "right": "issue:47256", "accept": false, - "reason": "These are separate date-specific triage entries in the same series." + "reason": "Separate daily integration failure reports." }, { "left": "issue:47182", - "right": "issue:47256", + "right": "issue:47265", "accept": false, - "reason": "Same recurring triage workflow, but different days and likely different failures." + "reason": "Different dates and likely different CI runs; do not merge." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "No evidence they describe one bug; only the template is shared." + "reason": "Same tracker pattern, but distinct incidents." }, { "left": "issue:47102", "right": "issue:47182", "accept": false, - "reason": "Different daily triage issues, not one deduplicable report." + "reason": "These are day-by-day triage reports, not duplicates." }, { - "left": "issue:47053", - "right": "issue:47182", + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Different date-specific triage tickets." + }, + { + "left": "issue:47227", + "right": "issue:47265", "accept": false, - "reason": "Templated similarity only; these are separate incidents." + "reason": "Same series, but each issue appears to cover a different day\u2019s failure." }, { "left": "issue:47102", "right": "issue:47227", "accept": false, - "reason": "Date-stamped triage posts should not be merged as duplicates." + "reason": "No evidence these are the same underlying bug/change." }, { - "left": "issue:47037", - "right": "issue:47227", + "left": "issue:47256", + "right": "issue:47265", "accept": false, - "reason": "Same recurring title pattern, but each issue is a distinct daily report." + "reason": "Different daily triage entries; not the same incident." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "Separate daily triage threads; no shared underlying defect is shown." + "reason": "Recurring integration triage, but separate underlying runs." }, { - "left": "issue:47091", - "right": "issue:47256", + "left": "issue:47102", + "right": "issue:47265", "accept": false, - "reason": "The similarity is only from the repeated triage template, not from the same bug." + "reason": "Distinct date-stamped reports rather than duplicate issues." } ] }, @@ -22384,7 +22287,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "a420a7131585aff9871dfb79af051a1e88ba9593b3e07390adf5a9f502dbb938", + "prepared_review_unit_hash": "fb408613fa9ec098d16a12539618fdb613bb32380f9b40e82512b58a4881a958", "component_budget": { "node_count": 2, "item_count": 2, @@ -22406,27 +22309,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are likely duplicate issue reports for the same feature request, \"Add RWKV7 model support.\" The titles match exactly, and the packet provides a strong soft-similarity signal (Jaccard 0.837), though it does not include direct body-text comparison.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #46983 is the earlier report and a reasonable canonical representative for this likely duplicate pair.", + "summary": "The two closed issues are near-identical duplicates: same title, similar body length, and both request RWKV7 model support. Issue 46984 has slightly more discussion and is the better canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46984 is the better canonical issue because it has the same request but slightly more discussion activity, suggesting it captured the thread more fully.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46983 is as suitable as #46984 to represent the cluster, but it is earlier and therefore the better canonical choice for the duplicate request.", + "best_issue_reason": "Issue 46984 is the strongest issue candidate overall because it is the same underlying request and appears to be the more engaged duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Exact title match plus a strong similarity signal indicates the same underlying feature request, so this is a likely duplicate pair." + "reason": "Same title and same requested feature (RWKV7 model support); these look like duplicate issues for the same underlying request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call is plausible, but the analyst overstates certainty. The packet only provides exact title match plus a soft-similarity signal (Jaccard 0.837), not direct body text comparison, so phrases like \"near-certain\" and \"highly similar bodies\" should be softened to something like \"likely duplicate\" based on the available evidence." + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the same title, have highly similar bodies, and the only activity difference is that issue 46984 has discussion activity while 46983 does not. The duplicate verdict is conservative and supported by the soft-similarity evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22450,7 +22353,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "bd492cfae9e1e7332ce2b1fb22dcc425f1ff7231bb01cc9e58e4065a0962185f", + "prepared_review_unit_hash": "03fef2c6987461cb2c7cdb2cb9f0ac1edeb2a3b639467e53fa75956519882df2", "component_budget": { "node_count": 2, "item_count": 2, @@ -22472,18 +22375,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed issues about AI-assisted vulnerability discovery, but they read as distinct discussion/article-style topics rather than the same underlying bug report or change request. The similarity is thematic, not duplicate-level.", - "confidence": 0.78, - "canonical_issue_reason": "issue #47015 is the broader, more representative framing of the topic; #47007 reads as a narrower \u201clessons learned\u201d variant.", + "summary": "The two issues are thematically similar but read like distinct writeups/proposals rather than the same concrete bug or change. I would not merge them as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "47015 is the broader, more generic title; 47007 is a narrower 'lessons from using' variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue #47015 is the best single representative of the cluster because its title most directly captures the shared subject matter without the extra retrospective framing.", + "best_issue_reason": "47015 is the most representative umbrella issue for the shared AI-vulnerability-discovery topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "High topical overlap, but the titles and descriptions suggest two separate writeups/discussions about AI-driven vulnerability discovery rather than one duplicate issue about the same concrete problem." + "reason": "High-level topic overlap, but the titles frame different content: one is a lessons/experience piece and the other is a novel-application proposal. No evidence they describe the same underlying issue." } ] }, @@ -22513,7 +22416,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "8ddabb09d22f6a66bc9f87942f86d436fe486bff07c4b33c256b5c67d0c6ca8e", + "prepared_review_unit_hash": "4d82c8ffd110de12127bbc56cfd8c363e4a6086e73a054c7adec7f71975df795", "component_budget": { "node_count": 2, "item_count": 2, @@ -22535,27 +22438,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are effectively duplicates: they have the same title and appear to describe the same transformer chat routing bug under /v1.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 47139 is the better canonical choice because it already has inbound references, suggesting it is the more established thread for the same bug.", + "summary": "The two issues are very likely duplicates: they have identical titles, identical body lengths, and are only minutes apart. Since we do not have the full bodies, this should be treated as a strong similarity/likely duplicate call rather than a confirmed same-report statement.", + "confidence": 0.9, + "canonical_issue_reason": "issue:47138 is the earlier report, so it is the cleanest canonical target for a likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47139 is the strongest issue candidate overall for the same reason: it has more existing attention and is identical in title/content to 47138.", + "best_issue_reason": "issue:47139 is the better hub because it already has inbound references, so it is more likely to be the discussion anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title and evidently the same underlying bug report; no distinguishing evidence suggests separate issues." + "reason": "Identical title and very close metadata make this a likely duplicate pair, even though the full issue bodies are not shown." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues have identical titles, identical body length, and no distinguishing metadata beyond inbound references (which supports choosing 47139 as canonical). The soft-edge accept is conservative enough here because the evidence for duplication is strong and there is no contrary signal." + "accept": false, + "feedback": "The clustering is plausible, but the writeup is a bit too strong for the packet. We can support the identical titles and the earlier/later ordering, and issue:47139 having inbound references makes it a reasonable hub. However, the packet does not show the issue bodies, so claims like \"same reported problem\" and \"no distinguishing content beyond metadata\" are overstated. The soft-edge verdict should be framed more conservatively as a likely duplicate based on identical title/strong similarity, not a confirmed same report." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22663,268 +22566,244 @@ "pull_request:47239|pull_request:47255", "pull_request:47078|pull_request:47239" ], - "prepared_review_unit_hash": "e4b87c7c2a9d1e62fcb8c88cad476a45030f69a22d9ef1102a90a39105edddde", + "prepared_review_unit_hash": "e448b05e6aff857c11567ae84714443b6f5f20d11d12612f9c86eae6d985f69f", "component_budget": { "node_count": 71, "item_count": 71, "soft_pair_count": 203, - "serialized_chars": 254145, - "estimated_input_tokens": 63537, - "estimated_eval_tokens": 127330 + "serialized_chars": 254135, + "estimated_input_tokens": 63534, + "estimated_eval_tokens": 127324 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 127241, - "estimated_input_tokens": 31811, - "estimated_eval_tokens": 63878 + "serialized_chars": 127235, + "estimated_input_tokens": 31809, + "estimated_eval_tokens": 63874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and should not be collapsed as one duplicate set. The only clear soft-duplicate groups are the MPS sinusoidal-position-embedding fixes, the TimesFM 2.5 method-name fixes, and the CohereASR training-loss double-shift fixes; the rest are unrelated changes or only loosely adjacent test/doc work.", - "confidence": 0.88, + "summary": "This cluster is mostly heterogeneous, with a few true duplicate subclusters around the same bug fix; most pairs are unrelated model additions, docs, tests, or separate infra changes.", + "confidence": 0.67, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR stands out: the items split across several unrelated topics, with only a few genuine duplicate-looking subclusters.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the clearest single representative bug fix in the set: it has an explicit issue link, a narrow scope, and direct test coverage for the CohereASR double-shift loss bug.", + "best_pr_reason": "No single best PR for the whole cluster; the strongest candidates are only canonical within their own small subclusters, not across the full set.", "soft_edge_verdicts": [ { "left": "pull_request:46174", "right": "pull_request:46780", "accept": true, - "reason": "Same MPS float64 crash in build_2d_sinusoidal_position_embedding; the later PR is just a refined version of the same fix on the same code path." + "reason": "Same MPS crash in build_2d_sinusoidal_position_embedding across the same model family and issue target." }, { "left": "pull_request:46780", "right": "pull_request:47234", "accept": true, - "reason": "Both fix the same Apple Silicon/MPS sinusoidal-position-embedding crash by making the arithmetic device/dtype-safe in the same helper." + "reason": "Same helper, same Apple Silicon/MPS failure mode, and both are alternative fixes for the same bug." }, { "left": "pull_request:46174", "right": "pull_request:47234", "accept": true, - "reason": "Same underlying MPS float64 bug in the shared positional-embedding helper; only the exact dtype strategy differs." + "reason": "Same underlying positional-embedding MPS crash in the RT-DETR/ViT-MAE helper path." }, { "left": "pull_request:46834", "right": "pull_request:47223", "accept": true, - "reason": "Both fix the same TimesFM 2.5 window_size moving-average method-name bug in the preprocessing path." + "reason": "Both address the TimesFM 2.5 window_size/moving-average bug and look like complementary fixes for the same code path." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Both address the same CohereASR training-loss double-shift bug in the forward loss path; the implementation differs, but the concrete fix target is the same." + "reason": "Same CohereASR double-shift training-loss bug in the decoder loss path." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift loss bug and same forward path; one uses an explicit CrossEntropyLoss instead of the helper, but it is the same underlying change." + "reason": "Same CohereASR training-loss double-shift problem; these are alternative implementations for the same defect." }, { "left": "pull_request:47218", "right": "pull_request:47260", - "accept": false, - "reason": "Both touch image-loading tests, but 47218 is a broad helper refactor while 47260 is a separate COCO fixture standardization; not the same bug/change." + "accept": true, + "reason": "Both standardize test image loading to the same shared COCO fixture helper across the same test surface." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "One fixes CohereASR loss shifting, the other fixes a MusicGen generate typo; unrelated code paths and failures." + "reason": "Different problems: CohereASR training loss vs a Musicgen generate typo." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest-v9 fp32-module handling vs CohereASR training-loss logic; unrelated changes." + "reason": "Pytest v9 fp32-module keeplist cleanup is unrelated to CohereASR loss shifting." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "One removes a docker image builder workflow, the other adds exporter dependencies to torch-light; different maintenance tasks." + "reason": "One deletes a docker-image workflow; the other adds exporter test dependencies to torch-light." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Chat-template JSON enum parsing vs AqlmConfig error-message text; unrelated bugs." + "reason": "Chat-schema enum parsing and AqlmConfig type error messages are unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder comment cleanup vs docker image-builder deletion; not the same underlying change." + "reason": "Doc-builder pin comment cleanup is unrelated to the docker builder removal." }, { "left": "pull_request:47072", "right": "pull_request:47263", "accept": false, - "reason": "Chat schema parsing crash vs auto-mapping registration regression test; unrelated." + "reason": "Chat schema parsing and auto.register regression coverage are different issues." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47229", + "accept": false, + "reason": "JSON schema parsing and TimesFM preprocessing are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but one is a translation add and the other is wording polish; not a duplicate bug or change." + "reason": "Both touch Japanese docs, but they are different documentation changes, not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Exporter dependency setup in torch-light vs Executorch exporter code fixes; different layers of the export stack." + "reason": "Dockerfile dependency additions are unrelated to Executorch exporter code fixes." }, { "left": "pull_request:47072", - "right": "pull_request:47229", - "accept": false, - "reason": "Chat-template schema parsing vs TimesFM method-name fix; unrelated." - }, - { - "left": "pull_request:47234", "right": "pull_request:47241", "accept": false, - "reason": "Both are sine-position-embedding related, but they fix different concrete failures in different model families and code paths." + "reason": "Chat template JSON-schema parsing and DETR sine-embedding compile fixes are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO conversion/modernization work vs finegrained FP8 generation optimization; unrelated." + "reason": "Different subsystems: model modernization/conversion mapping vs finegrained FP8 generation optimization." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "VITS test re-enable vs RT-DETR converter key updates; unrelated." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47212", - "accept": false, - "reason": "Japanese docs translation vs quantized-cache docs update; different documentation workstreams." - }, - { - "left": "pull_request:47173", - "right": "pull_request:47184", - "accept": false, - "reason": "Both are test-only PRs, but they target different models and different compatibility issues; not the same fix." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47232", - "accept": false, - "reason": "Audio feature/proc requirements cleanup vs T5Stack error-message behavior; unrelated." + "reason": "VITS test re-enable and RT-DETRv2 converter key updates are unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47173", + "left": "pull_request:46395", + "right": "pull_request:47181", "accept": false, - "reason": "Quantization test extension vs XPU expectation fixes; similar test maintenance, but different concrete changes." + "reason": "Param2MoE support and Cosmos3 Edge support are separate model additions." }, { - "left": "pull_request:46376", - "right": "pull_request:47202", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "Continuous batching multimodal support vs docker builder workflow deletion; unrelated." + "reason": "SDPA dispatch support for audio models and packed-row varlen attention routing are different features." }, { - "left": "pull_request:47202", - "right": "pull_request:47241", + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "Docker workflow removal vs DETR sine-position compile fix; unrelated." + "reason": "Flash linear attention availability on MLU and XPU paged-attention test coverage are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47082", + "left": "pull_request:47069", + "right": "pull_request:47089", "accept": false, - "reason": "Qwen3 TTS model addition vs RoMa keypoint matcher addition; different models entirely." + "reason": "num_labels returning None and AqlmConfig error-message wording are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47202", + "left": "pull_request:47239", + "right": "pull_request:47255", "accept": false, - "reason": "SDPA dispatch for audio models vs docker builder deletion; unrelated." + "reason": "Tokenizer docs and Gemma4 docstring example updates are different documentation changes." }, { - "left": "pull_request:46912", - "right": "pull_request:47179", + "left": "pull_request:47078", + "right": "pull_request:47239", "accept": false, - "reason": "RoPE test expansion vs Granite SWA model support; different features and code paths." + "reason": "Japanese wording cleanup and extra_special_tokens docs are unrelated." }, { - "left": "pull_request:46395", - "right": "pull_request:47181", + "left": "pull_request:47003", + "right": "pull_request:47204", "accept": false, - "reason": "Param2MoE model support vs Cosmos3 Edge model support; separate model additions." + "reason": "OpenVINO exporter work and docker exporter-test dependencies are different layers of the stack." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:47173", + "right": "pull_request:47184", "accept": false, - "reason": "OpenVINO exporter implementation vs torch-light exporter test deps; not the same change." + "reason": "XPU expectation test updates for different model families are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47173", + "left": "pull_request:47113", + "right": "pull_request:47232", "accept": false, - "reason": "Paged-attention XPU test coverage vs XPU expectation fixes; related hardware area, but different test problems." + "reason": "Audio feature/proc requirements cleanup and T5Stack error-message fixes are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47210", + "left": "pull_request:47166", + "right": "pull_request:47173", "accept": false, - "reason": "Audio SDPA dispatch support vs packed varlen attention routing; adjacent attention work, but different code paths and goals." + "reason": "Quantization test expansion and XPU expectation fixes are unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:46376", + "right": "pull_request:47202", "accept": false, - "reason": "Flash linear-attention availability on MLU vs paged-attention XPU tests; unrelated." + "reason": "Multimodal continuous batching and docker image builder removal are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47089", + "left": "pull_request:47202", + "right": "pull_request:47241", "accept": false, - "reason": "num_labels return-type/docs fix vs AqlmConfig error-message text; unrelated." + "reason": "Docker image tooling and DETR-family sine-embedding compile fixes are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47260", + "left": "pull_request:44517", + "right": "pull_request:47082", "accept": false, - "reason": "Multimodal continuous batching support vs image-loading helper refactor in tests; not the same underlying issue." + "reason": "Qwen3-TTS support and RoMa keypoint matcher support are separate model additions." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "SDPA audio dispatch support vs flash-linear-attention backend availability; different integration concerns." + "reason": "SDPA attention support and flash linear attention availability are different features." }, { "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "AqlmConfig validation-message wording vs audio feature/proc requirement fixes; unrelated." - }, - { - "left": "pull_request:47239", - "right": "pull_request:47255", - "accept": false, - "reason": "Tokenizer docs clarification vs Gemma4 docstring example update; unrelated documentation edits." + "reason": "AqlmConfig validation messages and audio requirements fixes are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47239", + "left": "pull_request:46376", + "right": "pull_request:47260", "accept": false, - "reason": "Japanese docs wording polish vs tokenizer docs clarification; different doc areas and purposes." + "reason": "Continuous batching multimodal support and test image fixture refactoring are unrelated." } ] }, @@ -23003,33 +22882,33 @@ "pull_request:44775|pull_request:47077", "pull_request:46376|pull_request:46995", "pull_request:46912|pull_request:47173", - "pull_request:46267|pull_request:47181", "pull_request:46995|pull_request:47181", + "pull_request:46267|pull_request:47181", "pull_request:47093|pull_request:47181", - "pull_request:44517|pull_request:46376", "pull_request:47089|pull_request:47229", + "pull_request:44517|pull_request:46376", "pull_request:44775|pull_request:47181", "pull_request:47207|pull_request:47218", "pull_request:47204|pull_request:47207", "pull_request:47093|pull_request:47143", "pull_request:46995|pull_request:47143", "pull_request:47184|pull_request:47260", - "pull_request:46266|pull_request:47216", "pull_request:47082|pull_request:47108", + "pull_request:46266|pull_request:47216", "pull_request:47093|pull_request:47163", "pull_request:47204|pull_request:47231", "pull_request:47179|pull_request:47210", "pull_request:46196|pull_request:47179", "pull_request:47077|pull_request:47210", - "pull_request:47231|pull_request:47255", "pull_request:47175|pull_request:47179", + "pull_request:47231|pull_request:47255", "pull_request:47166|pull_request:47260", "pull_request:44775|pull_request:46836", "pull_request:47082|pull_request:47210", "pull_request:47163|pull_request:47179", "pull_request:47163|pull_request:47260", - "pull_request:47175|pull_request:47263", "pull_request:47229|pull_request:47231", + "pull_request:47175|pull_request:47263", "pull_request:46376|pull_request:47218", "pull_request:46836|pull_request:47218", "pull_request:46957|pull_request:47216", @@ -23061,8 +22940,8 @@ "pull_request:46376|pull_request:47198", "pull_request:47078|pull_request:47243", "pull_request:47069|pull_request:47113", - "pull_request:43451|pull_request:46266", "pull_request:47069|pull_request:47082", + "pull_request:43451|pull_request:46266", "pull_request:43451|pull_request:44517", "pull_request:47034|pull_request:47108", "pull_request:47207|pull_request:47255", @@ -23071,388 +22950,418 @@ "pull_request:47105|pull_request:47255", "pull_request:47003|pull_request:47178" ], - "prepared_review_unit_hash": "d375337bd4dacfdfd6c1f8c8376cca24f530517c5e55fc17afb84b994e898537", + "prepared_review_unit_hash": "d2373df5a05a15e0af10d7bbfe38bec5c7a0c60de8418404fb82f1c25e12752d", "component_budget": { "node_count": 71, "item_count": 71, "soft_pair_count": 203, - "serialized_chars": 254145, - "estimated_input_tokens": 63537, - "estimated_eval_tokens": 127330 + "serialized_chars": 254135, + "estimated_input_tokens": 63534, + "estimated_eval_tokens": 127324 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 72, - "serialized_chars": 137693, - "estimated_input_tokens": 34424, - "estimated_eval_tokens": 69104 + "serialized_chars": 137705, + "estimated_input_tokens": 34427, + "estimated_eval_tokens": 69110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: model additions, documentation updates, test-only changes, and a few targeted bug fixes. The soft edges mostly share only broad subsystem names, not the same concrete code-path or change, so they should stay separate.", - "confidence": 0.98, + "summary": "This cluster is a heterogeneous mix of unrelated PRs, mostly new model additions, docs tweaks, and a few isolated bug/test fixes. The soft-similarity edges are all superficial and should be rejected; none of the paired PRs appear to fix the same concrete code-path problem.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are unrelated across models, docs, tests, and infra, with no evidence of one underlying change set.", + "canonical_pr_reason": "No shared underlying issue is evident across the cluster. If one PR must stand in as a representative exemplar, #47181 is the strongest end-to-end model-support PR (docs, auto-mappings, implementation, tests) and has the highest activity, but it is not a duplicate target for the others.", "best_issue_reason": null, - "best_pr_reason": "No strong global best PR for deduping; if forced, the most self-contained bug fix would be a narrow fix PR, but the cluster is not duplicate-aligned.", + "best_pr_reason": "#47181 is the best single representative of the cluster because it is a complete, well-reviewed model-support change rather than a narrow doc/test tweak. It should be treated as representative only, not as a merge target for the rest.", "soft_edge_verdicts": [ { "left": "pull_request:47093", "right": "pull_request:47255", "accept": false, - "reason": "Different model features: OpenPangu-V2 implementation vs a Gemma4 docstring example tweak." + "reason": "Different model-support work: OpenPangu-V2 addition vs a Gemma4 docstring example update." }, { "left": "pull_request:47089", "right": "pull_request:47231", "accept": false, - "reason": "Unrelated fixes: AqlmConfig error messages vs MoonshineStreaming sliding-window context logic." + "reason": "Unrelated fixes: AqlmConfig error-message cleanup vs MoonshineStreaming sliding-window logic." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Different documentation changes: N-D parallelism docs vs DistilBERT Japanese translation updates." + "reason": "Both are docs, but one is N-D parallelism docs and the other is Japanese DistilBERT translation; not the same change." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Different scopes: multimodal continuous batching work vs MLU support for flash linear attention availability." + "reason": "Different areas: multimodal continuous batching vs MLU availability for flash linear attention." }, { "left": "pull_request:46912", "right": "pull_request:47173", "accept": false, - "reason": "RoPE test expansion across models vs XPU expectation updates in unrelated test suites." + "reason": "Both touch tests, but they target different models and different failures." }, { - "left": "pull_request:46267", + "left": "pull_request:46995", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing refactor vs Cosmos3 Edge model support; no shared code path." + "reason": "Hardware availability helper vs a full Cosmos3 Edge model-support PR; unrelated changes." }, { - "left": "pull_request:46995", + "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "Backend availability check vs adding a new multimodal model; unrelated changes." + "reason": "Serve chat parsing refactor is unrelated to adding Cosmos3 Edge model support." }, { "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "OpenPangu-V2 model support and Cosmos3 Edge support are separate model additions." + "reason": "Two separate model additions for different models; not the same bug/change." }, { - "left": "pull_request:44517", - "right": "pull_request:46376", + "left": "pull_request:47089", + "right": "pull_request:47229", "accept": false, - "reason": "Qwen3 TTS model support is unrelated to continuous batching multimodal support." + "reason": "AqlmConfig messaging fix and TimesFM preprocessing bug are unrelated." }, { - "left": "pull_request:47089", - "right": "pull_request:47229", + "left": "pull_request:44517", + "right": "pull_request:46376", "accept": false, - "reason": "Error-message wording fix vs TimesFM 2.5 method-name bug fix are unrelated." + "reason": "Qwen3-TTS model support vs continuous batching multimodal support are different feature areas." }, { "left": "pull_request:44775", "right": "pull_request:47181", "accept": false, - "reason": "Docs-only parallelism changes do not duplicate a model implementation PR." + "reason": "Generic docs cleanup vs Cosmos3 Edge model support; no shared underlying change." }, { "left": "pull_request:47207", "right": "pull_request:47218", "accept": false, - "reason": "Different test fixes: Swin2SR padding bug vs image-loading refactor." + "reason": "Swin2SR padding bugfix vs test-image loading refactor; different code paths." }, { "left": "pull_request:47204", "right": "pull_request:47207", "accept": false, - "reason": "Docker test-image setup vs Swin2SR over-padding fix are unrelated." + "reason": "Docker image dependency changes are unrelated to Swin2SR padding logic." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "New OpenPangu-V2 model support vs NeuCodec model support are separate additions." + "reason": "OpenPangu-V2 model support and NeuCodec model support are separate additions." }, { "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "Availability check fix vs NeuCodec model implementation; no shared bug." + "reason": "Hardware availability helper vs new NeuCodec model support; no overlap in underlying bug." }, { "left": "pull_request:47184", "right": "pull_request:47260", "accept": false, - "reason": "Test decorator rename for accelerator support vs centralized COCO image fixture loading." + "reason": "Qwen3-Next multi-accelerator test update vs COCO image fixture refactor; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:47082", + "right": "pull_request:47108", "accept": false, - "reason": "DINO conversion/modernization vs compressed-tensors fp8 support are different subsystems." + "reason": "RoMa model support vs a doc-builder pin comment tweak; not the same change." }, { - "left": "pull_request:47082", - "right": "pull_request:47108", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "RoMa model support is unrelated to doc-builder pin-comment formatting." + "reason": "DINO modernization work and compressed-tensors exporter work are different subsystems." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "Model addition vs paged-attention XPU test coverage; different change types." + "reason": "OpenPangu-V2 model support vs XPU paged-attention test additions; unrelated." }, { "left": "pull_request:47204", "right": "pull_request:47231", "accept": false, - "reason": "Docker exporter-test dependencies vs MoonshineStreaming streaming-window bug fix." + "reason": "Dockerfile dependency changes and MoonshineStreaming logic are unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite SWA model support is unrelated to SDPA packed-sequence routing." + "reason": "Granite-SWA model support vs packed SDPA routing; different features and code paths." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "SDPA support for audio models vs new Granite SWA model family; not the same bug." + "reason": "wav2vec2 SDPA dispatch support is unrelated to Granite-SWA model support." }, { "left": "pull_request:47077", "right": "pull_request:47210", "accept": false, - "reason": "Japanese docs wording/translation changes do not overlap with packed SDPA implementation." + "reason": "Japanese docs translation vs SDPA packed-sequence kernel routing; not duplicates." }, { - "left": "pull_request:47231", - "right": "pull_request:47255", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "MoonshineStreaming bug fix vs Gemma4 docstring example; different artifacts entirely." + "reason": "Olmo3 CI expectation updates and Granite-SWA support are unrelated." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:47231", + "right": "pull_request:47255", "accept": false, - "reason": "CI expectation updates for Olmo3 vs Granite SWA model support are unrelated." + "reason": "MoonshineStreaming window bugfix vs Gemma4 docstring example update; no shared bug." }, { "left": "pull_request:47166", "right": "pull_request:47260", "accept": false, - "reason": "Quantization test extensions vs shared image-fixture refactor; not the same underlying change." + "reason": "Quantization test expectation updates vs COCO image-loading refactor are different test concerns." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Unrelated docs PRs: parallelism docs vs Unlimited OCR model docs and code." + "reason": "Docs-only parallelism update is unrelated to adding Unlimited OCR support." }, { "left": "pull_request:47082", "right": "pull_request:47210", "accept": false, - "reason": "Model support addition vs packed-attention kernel routing; different code paths." + "reason": "RoMa model addition and SDPA varlen routing address different functionality." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "Paged-attention test coverage for XPU vs Granite SWA model support." + "reason": "Paged-attention XPU tests and Granite-SWA model support are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47260", "accept": false, - "reason": "Paged-attention XPU tests vs image loading refactor; no duplicate signal." + "reason": "Paged-attention tests for XPU vs shared image-loading helper refactor; different test scopes." }, { - "left": "pull_request:47175", - "right": "pull_request:47239", + "left": "pull_request:47229", + "right": "pull_request:47231", "accept": false, - "reason": "Olmo3 CI expectation updates vs tokenizer documentation clarification." + "reason": "TimesFM 2.5 preprocessing method fix is unrelated to MoonshineStreaming sliding-window context." }, { - "left": "pull_request:47229", - "right": "pull_request:47231", + "left": "pull_request:47175", + "right": "pull_request:47263", "accept": false, - "reason": "TimesFM preprocessing method fix vs MoonshineStreaming sliding-window fix." + "reason": "Olmo3 CI expectation updates vs auto.register string-key regression test; different problems." }, { "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Continuous batching multimodal support and image-loading test refactor are unrelated." + "reason": "Continuous batching multimodal support is unrelated to test image-loading standardization." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model support vs test image-loading helper refactor." + "reason": "Unlimited OCR model support vs test fixture-loading refactor; no common underlying bug." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 decode optimization vs compressed-tensors fp8 support are different features." + "reason": "Finegrained FP8 kernel tuning vs compressed-tensors exporter/docs work; not the same change." }, { "left": "pull_request:47082", "right": "pull_request:47181", "accept": false, - "reason": "RoMa keypoint matcher and Cosmos3 Edge model support are different model additions." + "reason": "RoMa keypoint matcher support and Cosmos3 Edge support are separate model additions." }, { "left": "pull_request:47108", "right": "pull_request:47216", "accept": false, - "reason": "Doc-builder pin comment cleanup vs compressed-tensors quantization support." + "reason": "Doc-builder comment cleanup is unrelated to compressed-tensors exporter changes." }, { "left": "pull_request:46912", "right": "pull_request:47082", "accept": false, - "reason": "RoPE test coverage vs RoMa model addition; only superficial similarity in test/model work." + "reason": "RoPE test updates vs RoMa model support; different targets and failures." }, { "left": "pull_request:47239", "right": "pull_request:47243", "accept": false, - "reason": "Tokenizer docs clarification vs ExecuTorch exporter fixes; unrelated areas." + "reason": "Tokenizer documentation clarification is unrelated to Executorch exporter fixes." }, { "left": "pull_request:43451", "right": "pull_request:44775", "accept": false, - "reason": "Molmo2 model support vs docs-only parallelism changes; not the same change." + "reason": "Molmo2 model support and N-D parallelism docs are unrelated PRs." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46376", + "accept": false, + "reason": "Parallelism docs and continuous batching multimodal support do not share a concrete bug/change." }, { "left": "pull_request:47077", "right": "pull_request:47239", "accept": false, - "reason": "Japanese translation updates vs tokenizer docs clarification are separate documentation edits." + "reason": "Japanese DistilBERT docs translation vs tokenizer extra_special_tokens docs; different documentation changes." }, { "left": "pull_request:46836", "right": "pull_request:47178", "accept": false, - "reason": "Unlimited OCR model support vs SigLIP checkpoint-path fix; unrelated." + "reason": "Unlimited OCR support vs SigLIP hardcoded path fixes are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE tests vs Japanese wording changes; different domains." + "reason": "RoPE test changes vs Japanese wording-only docs edits; not duplicates." }, { "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Doc-builder comment change vs CPU exporter-test dependency setup." + "reason": "Doc-builder comment tweak and torch-light exporter dependencies are unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47218", "accept": false, - "reason": "Quantization test updates vs shared image-loading helper refactor." + "reason": "Quantization test updates vs COCO image fixture loading refactor; different test mechanics." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47239", + "accept": false, + "reason": "Olmo3 CI and tokenizer docs clarify different areas and cannot be merged as one change." }, { "left": "pull_request:46266", "right": "pull_request:46376", "accept": false, - "reason": "DINO modernization/conversion mapping vs continuous batching multimodal support; broad subsystem overlap only." + "reason": "DINO modernization and continuous batching multimodal support are different subsystems." }, { - "left": "pull_request:47198", + "left": "pull_request:47243", "right": "pull_request:47253", "accept": false, - "reason": "GPTNeoX/GPTBigCode backend compatibility vs tensor-parallel head-sharding validation." + "reason": "Executorch exporter fixes vs tensor-parallel lm_head planning; unrelated code paths." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47207", + "accept": false, + "reason": "CohereASR training-loss fix and Swin2SR padding fix are unrelated bugs in different models." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "DINO modernization work and Neuron SFT experiment scripts/training args are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47173", + "accept": false, + "reason": "Continuous batching multimodal support vs XPU test expectation fixes; different code paths." }, { "left": "pull_request:46196", - "right": "pull_request:47223", + "right": "pull_request:46376", "accept": false, - "reason": "Audio-model SDPA support vs TimesFM window_size AttributeError fix; unrelated." + "reason": "wav2vec2 SDPA dispatch and continuous batching multimodal support are unrelated features." }, { - "left": "pull_request:47034", + "left": "pull_request:47198", "right": "pull_request:47253", "accept": false, - "reason": "Neuron finetuning experiment scripts vs tensor-parallel validation logic are different changes." + "reason": "GPTNeoX/GPTBigCode backend fixes vs tensor-parallel LM-head planning; separate infrastructure changes." }, { - "left": "pull_request:47181", - "right": "pull_request:47263", + "left": "pull_request:46196", + "right": "pull_request:47223", "accept": false, - "reason": "Cosmos3 Edge model support vs auto-mapping registration regression test." + "reason": "wav2vec2 SDPA support and TimesFM window_size fix are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47204", + "left": "pull_request:47034", + "right": "pull_request:47253", "accept": false, - "reason": "Qwen3 TTS model support vs exporter-test Docker dependencies; unrelated." + "reason": "Neuron SFT experiment code is unrelated to tensor-parallel planning changes." }, { - "left": "pull_request:47198", - "right": "pull_request:47243", + "left": "pull_request:47181", + "right": "pull_request:47263", "accept": false, - "reason": "vLLM backend support changes vs Executorch exporter fixes; different code paths." + "reason": "Cosmos3 Edge model support and auto.register string-key regression test are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47243", + "left": "pull_request:44517", + "right": "pull_request:47264", "accept": false, - "reason": "Japanese docs wording vs exporter implementation fixes." + "reason": "Qwen3-TTS model support vs DAB-DETR/Grounding DINO dtype fix; different models and bug classes." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:47077", + "right": "pull_request:47216", "accept": false, - "reason": "Config property typing change vs audio-feature/proc requirements fixes; unrelated." + "reason": "Japanese DistilBERT docs translation vs compressed-tensors exporter updates; no shared underlying change." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:44517", + "right": "pull_request:47181", "accept": false, - "reason": "Molmo2 model support and DINO modernization are distinct model workstreams." + "reason": "Qwen3-TTS and Cosmos3 Edge are distinct model additions, not the same PR." }, { - "left": "pull_request:47034", - "right": "pull_request:47108", + "left": "pull_request:46376", + "right": "pull_request:47198", "accept": false, - "reason": "AWS Neuron finetuning scripts vs doc-builder pin comment cleanup; unrelated." + "reason": "Continuous batching multimodal support and GPTNeoX/GPTBigCode backend fixes are unrelated." }, { - "left": "pull_request:47207", - "right": "pull_request:47255", + "left": "pull_request:47078", + "right": "pull_request:47243", "accept": false, - "reason": "Swin2SR padding fix vs Gemma4 docstring example; no shared bug or code path." + "reason": "Japanese wording-only docs edits vs Executorch exporter fixes are unrelated." }, { - "left": "pull_request:47105", - "right": "pull_request:47255", + "left": "pull_request:47069", + "right": "pull_request:47113", "accept": false, - "reason": "VITS test re-enable vs Gemma4 docstring update are unrelated." + "reason": "num_labels property typing change vs audio feature/proc requirements fixes; different concerns." }, { - "left": "pull_request:47003", - "right": "pull_request:47178", + "left": "pull_request:47069", + "right": "pull_request:47082", "accept": false, - "reason": "OpenVINO exporter support vs SigLIP hardcoded-path fix; separate concerns." + "reason": "num_labels returning None and RoMa model support are unrelated changes." } ] }, @@ -23532,9 +23441,9 @@ "pull_request:47069|pull_request:47175", "pull_request:47223|pull_request:47243", "pull_request:46376|pull_request:47184", + "pull_request:46912|pull_request:47253", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", - "pull_request:46912|pull_request:47253", "pull_request:47223|pull_request:47239", "pull_request:46957|pull_request:47003", "pull_request:47069|pull_request:47223", @@ -23554,8 +23463,8 @@ "pull_request:46912|pull_request:47175", "pull_request:47241|pull_request:47264", "pull_request:46658|pull_request:46836", - "pull_request:47163|pull_request:47184", "pull_request:47163|pull_request:47166", + "pull_request:47163|pull_request:47184", "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47143", "pull_request:46509|pull_request:47181", @@ -23594,340 +23503,376 @@ "pull_request:47181|pull_request:47255", "pull_request:43451|pull_request:47096" ], - "prepared_review_unit_hash": "68042d2248d2070473e04a2bbd24253e6b95514f01f52397630fb390d1604cf4", + "prepared_review_unit_hash": "0a09a0cebd4122239180df6503973e6b13c733cfcf1c12760d7e1ca8596b72d5", "component_budget": { "node_count": 71, "item_count": 71, "soft_pair_count": 203, - "serialized_chars": 254145, - "estimated_input_tokens": 63537, - "estimated_eval_tokens": 127330 + "serialized_chars": 254135, + "estimated_input_tokens": 63534, + "estimated_eval_tokens": 127324 }, "budget": { "node_count": 43, "item_count": 43, "soft_pair_count": 72, - "serialized_chars": 129684, - "estimated_input_tokens": 32421, - "estimated_eval_tokens": 65098 + "serialized_chars": 129680, + "estimated_input_tokens": 32420, + "estimated_eval_tokens": 65096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated PRs, with a few true duplicate clusters: MoonshineStreaming off-by-one fixes, CohereASR double-shift loss fixes, and TimesFM 2.5 window_size fixes. Most of the remaining soft edges are false positives across different models or doc/test-only changes.", - "confidence": 0.86, + "summary": "This cluster is mostly heterogeneous. The only true duplicate/fix threads are MoonshineStreaming right-window off-by-one, CohereASR training-loss double-shift, and TimesFM2.5 window_size method-name fixes; the rest are unrelated model additions, docs, tests, or broad subsystem work and should be kept separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the cleanest canonical representative: it directly fixes the CohereASR double-shift training-loss bug, explicitly ties to the tracking issue, and preserves the shared loss path instead of bypassing framework loss handling.", + "canonical_pr_reason": "No single cluster-wide canonical exists because the items split into unrelated subclusters; among the coherent duplicate threads, pull_request:47090 is the strongest anchor for the CohereASR loss-shift fixes because it has the explicit issue target and the clearest, most correct handling of the double-shift bug.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest global merge target among the candidates because it is narrowly scoped, issue-linked, and implements the bug fix in the safest way.", + "best_pr_reason": "pull_request:47090 is the best overall PR anchor within this mixed cluster: it targets a real duplicate thread, has a precise problem statement, and the fix is semantically cleaner than the nearby CohereASR variants.", "soft_edge_verdicts": [ { "left": "pull_request:47143", "right": "pull_request:47263", "accept": false, - "reason": "Unrelated: NeuCodec model support vs an auto-mapping regression test." + "reason": "Unrelated changes: NeuCodec model support vs an auto-mapping regression test; same broad area, not the same bug/change." }, { "left": "pull_request:46895", "right": "pull_request:47255", "accept": false, - "reason": "Different changes: CohereASR loss bug fix vs Gemma4 docstring example update." + "reason": "Different work: CohereASR training-loss fix vs a Gemma4 docstring example update." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Different model additions/docs: Molmo2 support vs Japanese wording cleanup." + "reason": "Different docs/model changes: Molmo2 support vs Japanese wording cleanup." }, { "left": "pull_request:47077", "right": "pull_request:47198", "accept": false, - "reason": "Unrelated doc translation vs GPTBigCode/GPTNeoX backend support." + "reason": "Unrelated: Japanese DistilBERT docs translation vs GPTBigCode/GPTNeoX backend support." }, { "left": "pull_request:46912", "right": "pull_request:47113", "accept": false, - "reason": "Different bugs in different model families; RoPE test coverage is not the same as audio feature requirements." + "reason": "Different areas: RoPE test coverage vs audio feature/processor requirement annotations." }, { "left": "pull_request:47113", "right": "pull_request:47241", "accept": false, - "reason": "Audio feature/processing requirements vs DETR-family compile issue are unrelated." + "reason": "Unrelated fixes: audio requirements vs DETR-family dtype/compile crash." }, { "left": "pull_request:47113", "right": "pull_request:47175", "accept": false, - "reason": "Different areas: audio requirements vs OLMo3 CI expectation updates." + "reason": "Different changes: audio requirements vs OLMo3 CI expectation updates." }, { "left": "pull_request:47175", "right": "pull_request:47207", "accept": false, - "reason": "Unrelated CI expectation tweak vs Swin2SR padding fix." + "reason": "Unrelated: OLMo3 test updates vs Swin2SR over-padding fix." }, { "left": "pull_request:47069", "right": "pull_request:47175", "accept": false, - "reason": "Config typing change is unrelated to OLMo3 CI test value updates." + "reason": "Different concerns: num_labels None typing fix vs OLMo3 CI expectation changes." }, { "left": "pull_request:47223", "right": "pull_request:47243", "accept": false, - "reason": "TimesFM preprocessing/config cleanup is unrelated to Executorch exporter fixes." + "reason": "Unrelated: TimesFM2.5 config/test cleanup vs Executorch exporter fixes." }, { "left": "pull_request:46376", "right": "pull_request:47184", "accept": false, - "reason": "Continuous batching multimodal support vs test decorator rename are unrelated." + "reason": "Different work: continuous batching multimodal support vs Qwen3-Next/VideOMT test-coverage adjustments." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47253", + "accept": false, + "reason": "Unrelated: RoPE testing changes vs tensor-parallel validation plumbing." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Different model additions: Molmo2 vs finegrained FP8 kernel work." + "reason": "Different model additions: Molmo2 vs finegrained FP8/vLLM-related generation changes." }, { "left": "pull_request:46957", - "right": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "Finegrained FP8 optimization and OpenVINO exporter support are different features." + "reason": "Different exporters/perf work: finegrained FP8 v4 vs exportable Kimi." }, { - "left": "pull_request:46912", - "right": "pull_request:47253", + "left": "pull_request:47223", + "right": "pull_request:47239", "accept": false, - "reason": "RoPE tests and tensor-parallel validation are unrelated changes." + "reason": "Unrelated: TimesFM2.5 config cleanup/test vs tokenizer documentation wording." }, { - "left": "pull_request:47223", - "right": "pull_request:47239", + "left": "pull_request:46957", + "right": "pull_request:47003", "accept": false, - "reason": "TimesFM window_size fix vs tokenizer docs clarification are unrelated." + "reason": "Different exporter/model work: finegrained FP8 v4 vs OpenVINO exporter introduction." }, { "left": "pull_request:47069", "right": "pull_request:47223", "accept": false, - "reason": "Config property return type change is unrelated to TimesFM preprocessing fixes." + "reason": "Unrelated: num_labels typing vs TimesFM2.5 AttributeError cleanup." }, { "left": "pull_request:47175", "right": "pull_request:47223", "accept": false, - "reason": "OLMo3 CI expectations and TimesFM window_size bug are unrelated." + "reason": "Different changes: OLMo3 CI expectations vs TimesFM2.5 window-size cleanup." }, { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same MoonshineStreaming sliding-window right-edge off-by-one bug; 47162 is a broader variant of the same fix." + "reason": "Same underlying MoonshineStreaming bug: the right-window sliding mask is off by one; 47162 broadens the same fix but does not change the core issue." }, { "left": "pull_request:47162", "right": "pull_request:47231", "accept": true, - "reason": "Both patch the same MoonshineStreaming right-window off-by-one in the same code path." + "reason": "Same MoonshineStreaming sliding-window right-context off-by-one fix, with 47231 adding the same bug fix path in a later variant." }, { "left": "pull_request:46310", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming sliding-window bug, just different PR scope." + "reason": "Same concrete MoonshineStreaming right-window off-by-one bug; both PRs patch the same mask logic." }, { "left": "pull_request:46895", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR double-shift training-loss bug; both change the same loss computation path." + "reason": "Same CohereASR training-loss double-shift bug in the forward/loss path; same issue target and same underlying fix." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug and same model files." + "reason": "Same CohereASR double-shift loss bug; both modify the same loss computation path." }, { "left": "pull_request:47090", "right": "pull_request:47235", "accept": true, - "reason": "Same underlying CohereASR loss-shift issue in the same forward path." + "reason": "Same CohereASR loss-shift bug in the training path; these are variants of the same fix." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss bug; different implementation, same code path." + "reason": "Same CohereASR double-shift training-loss bug; different implementation, same concrete code-path problem." }, { "left": "pull_request:46958", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR double-shift fix target." - }, - { - "left": "pull_request:46895", - "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR loss-shift bug and same files." + "reason": "Same CohereASR training-loss double-shift issue; same affected forward/loss logic." }, { "left": "pull_request:46834", "right": "pull_request:47229", "accept": true, - "reason": "Same TimesFM 2.5 window_size preprocessing bug in the same model code." - }, - { - "left": "pull_request:47223", - "right": "pull_request:47229", - "accept": true, - "reason": "Both address TimesFM 2.5 window_size failures in the same feature path." + "reason": "Same TimesFM2.5 window_size preprocessing typo: both fix the wrong helper method call in the moving-average path." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Quantization test updates vs test decorator rename are unrelated." + "reason": "Unrelated test updates: quantization test expectations vs multi-accelerator model tests." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE test coverage and OLMo3 CI expectation updates are unrelated." + "reason": "Different test-only changes in separate model areas; not the same bug or fix." }, { "left": "pull_request:47241", "right": "pull_request:47264", "accept": false, - "reason": "Both mention dtype/compile issues, but they are different DETR-family fixes with different mechanisms and model sets." + "reason": "Unrelated: DETR-family dtype/compile fix vs DAB-DETR/Grounding DINO dtype mismatch work." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step3.7 flash conversion/build tooling vs Unlimited OCR model support are unrelated additions." + "reason": "Different model bring-up work: Step-3.7 Flash vs Unlimited OCR." }, { "left": "pull_request:47163", - "right": "pull_request:47184", + "right": "pull_request:47166", "accept": false, - "reason": "Paged attention XPU tests vs Qwen3Next/Videomt accelerator test rename are not the same change." + "reason": "Unrelated tests: XPU paged-attention coverage vs quantization test updates." }, { "left": "pull_request:47163", - "right": "pull_request:47166", + "right": "pull_request:47184", "accept": false, - "reason": "Different test suites and different purposes." + "reason": "Different test changes for unrelated models and hardware paths." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter support is unrelated to Executorch exporter fixes." + "reason": "Different exporter features: OpenVINO exporter vs Executorch exporter fixes." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Nemotron Omni model support vs NeuCodec model support are distinct additions." + "reason": "Different model support additions: Nemotron Omni vs NeuCodec." }, { "left": "pull_request:46509", "right": "pull_request:47181", "accept": false, - "reason": "Different model introductions, only a broad auto-mapping overlap." + "reason": "Different model additions: Nemotron Omni vs Cosmos3 Edge." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Different work: Nemotron Omni model support vs paged-attention XPU tests." }, { "left": "pull_request:46376", "right": "pull_request:46509", "accept": false, - "reason": "Continuous batching work is unrelated to Nemotron Omni model support." + "reason": "Different features in the generation stack vs a model bring-up PR; not the same change." }, { - "left": "pull_request:46509", + "left": "pull_request:46376", + "right": "pull_request:47181", + "accept": false, + "reason": "Unrelated: continuous batching support vs Cosmos3 Edge model support." + }, + { + "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Different model additions with no shared bug/change." + "reason": "Different model additions: Molmo2 vs Unlimited OCR." }, { - "left": "pull_request:46836", - "right": "pull_request:47143", + "left": "pull_request:47143", + "right": "pull_request:47181", "accept": false, - "reason": "Unlimited OCR and NeuCodec are unrelated model support PRs." + "reason": "Different model bring-up PRs: NeuCodec vs Cosmos3 Edge." }, { - "left": "pull_request:46836", + "left": "pull_request:46376", "right": "pull_request:47163", "accept": false, - "reason": "Unlimited OCR model support vs paged-attention test work are unrelated." + "reason": "Different features: continuous batching support vs XPU paged-attention test coverage." }, { "left": "pull_request:43451", - "right": "pull_request:46509", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 and Nemotron Omni are separate model additions." + "reason": "Different work: Molmo2 support vs exportable Kimi changes." }, { - "left": "pull_request:47163", - "right": "pull_request:47181", + "left": "pull_request:47181", + "right": "pull_request:47255", "accept": false, - "reason": "Paged-attention tests and Cosmos3 Edge model support are unrelated." + "reason": "Unrelated: Cosmos3 Edge model support vs Gemma4 docstring example update." }, { - "left": "pull_request:46376", - "right": "pull_request:47163", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching changes do not match paged-attention test updates." + "reason": "Different model additions: Molmo2 vs NeuCodec." }, { - "left": "pull_request:47181", - "right": "pull_request:47198", + "left": "pull_request:47163", + "right": "pull_request:47210", "accept": false, - "reason": "Cosmos3 Edge model support vs GPT backend/vLLM support are unrelated." + "reason": "Unrelated: XPU test coverage vs packed-SDPA varlen routing." }, { "left": "pull_request:43451", "right": "pull_request:47216", "accept": false, - "reason": "Molmo2 model addition vs compressed-tensors quantization support are unrelated." + "reason": "Different features: Molmo2 model support vs compressed-tensors exporter/quantization docs and code." }, { "left": "pull_request:43451", "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model support vs Executorch exporter fixes are unrelated." + "reason": "Different work: Molmo2 model bring-up vs Executorch exporter fixes." }, { "left": "pull_request:47096", "right": "pull_request:47243", "accept": false, - "reason": "Exportable Kimi support and Executorch exporter fixes are different export-related changes, not the same bug." + "reason": "Different exporter/model features: exportable Kimi vs Executorch exporter fixes." }, { "left": "pull_request:43451", "right": "pull_request:47198", "accept": false, - "reason": "Molmo2 model support vs GPTBigCode/GPTNeoX backend work are unrelated." + "reason": "Different domains: Molmo2 model support vs GPTBigCode/GPTNeoX backend compatibility." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice model implementation vs Molmo2 model implementation are separate additions." + "reason": "Different model additions: VibeVoice vs Molmo2." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Unrelated: Molmo2 model support vs OLMo3 CI expectations." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Different areas: exportable Kimi vs OLMo3 test expectation updates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Different features: Molmo2 model support vs Step-3.7 Flash bring-up." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Different work: Molmo2 support vs XPU paged-attention test coverage." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47255", + "accept": false, + "reason": "Unrelated: Cosmos3 Edge model support vs Gemma4 docstring example update." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model support vs exportable Kimi support are unrelated." + "reason": "Different changes: Molmo2 model support vs exportable Kimi." } ] }, @@ -23987,154 +23932,148 @@ "pull_request:47143|pull_request:47264", "pull_request:46509|pull_request:47096" ], - "prepared_review_unit_hash": "746f4b724ba7582554d1e6003b3551efb0cd26b53f256f6ef1e8a50dbb37b83a", + "prepared_review_unit_hash": "6d66c2b8d29d56d0ce34299200c80e5f9263c4016340dc53643cfeb0805d3403", "component_budget": { "node_count": 71, "item_count": 71, "soft_pair_count": 203, - "serialized_chars": 254145, - "estimated_input_tokens": 63537, - "estimated_eval_tokens": 127330 + "serialized_chars": 254135, + "estimated_input_tokens": 63534, + "estimated_eval_tokens": 127324 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 20, - "serialized_chars": 38266, - "estimated_input_tokens": 9567, - "estimated_eval_tokens": 19390 + "serialized_chars": 38254, + "estimated_input_tokens": 9564, + "estimated_eval_tokens": 19384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous similarity cluster: model-addition PRs, exporter/integration work, training/test tweaks, and two separate precision bugfixes. The overlaps are superficial, so I would not merge any of the soft edges as duplicates.", - "confidence": 0.97, + "summary": "This is a heterogeneous set of unrelated pull requests. The apparent similarities are mostly superficial (new-model scaffolding, exporter work, or test edits), not the same bug or change. No soft edge looks like a true duplicate pair.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR emerges because the items are not one duplicate set; if forced to pick a representative, 47003 is the most central infrastructure PR, but it still does not match the rest as the same change.", + "canonical_pr_reason": "No true duplicate canonical exists here; if one PR must anchor the cluster, 47096 is the most central overlap hub, but it is still a distinct export-related change, not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "47003 is the least-bad global representative only because it sits at the center of the exporter-related overlaps; however, the cluster is too mixed for any PR to be a strong canonical duplicate anchor.", + "best_pr_reason": "47096 is the best representative anchor only because it is the most connected substantive code PR in the set; however, it should not be treated as a duplicate of the other items.", "soft_edge_verdicts": [ { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support/docs vs OpenVINO exporter infrastructure; different goals and code paths." + "reason": "Molmo2 model support vs OpenVINO exporter work; different feature areas and no shared underlying fix." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter backend work vs Kimi exportability/model changes; related area, but not the same underlying change." + "reason": "OpenVINO exporter changes vs Kimi exportability changes; related subsystem, but not the same concrete code-path problem." }, { "left": "pull_request:43451", "right": "pull_request:47255", "accept": false, - "reason": "Molmo2 support vs Gemma4 docstring example update; not a duplicate bug/change." + "reason": "New model support vs a Gemma4 docstring example update; unrelated change types." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 support vs Neuron LoRA finetuning/training-script changes; unrelated." + "reason": "Molmo2 model addition vs Neuron SFT finetuning script; different artifacts and purposes." }, { "left": "pull_request:43451", "right": "pull_request:47241", "accept": false, - "reason": "Molmo2 support vs DETR-family half-precision compile bugfix; unrelated work." + "reason": "Molmo2 model addition vs DETR-family half-precision compile fix; unrelated code paths." }, { "left": "pull_request:47034", "right": "pull_request:47096", "accept": false, - "reason": "Neuron finetuning/trainer changes vs Kimi exportability; no shared concrete code-path problem." + "reason": "Neuron training script vs exporter/model exportability change; no shared bug or merged fix." }, { "left": "pull_request:47096", "right": "pull_request:47241", "accept": false, - "reason": "Kimi exportability vs DETR-family precision bugfix; different model families and failures." + "reason": "Kimi exportability/exporter changes vs DETR sine-position embedding compile fix; different underlying issues." }, { "left": "pull_request:43451", "right": "pull_request:47264", "accept": false, - "reason": "Molmo2 support vs DAB-DETR/Grounding DINO dtype fix; unrelated." + "reason": "Molmo2 model addition vs dtype mismatch fixes in DAB-DETR/Grounding DINO; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47264", "accept": false, - "reason": "Kimi exportability vs detection-model dtype mismatch fix; not the same underlying issue." + "reason": "Exporter/model exportability change vs dtype mismatch fix in detector models; not the same change." }, { "left": "pull_request:43451", "right": "pull_request:47166", "accept": false, - "reason": "Molmo2 support vs quantization test updates; clearly different changes." + "reason": "Model support addition vs quantization test extensions; test-only work in a different area." }, { "left": "pull_request:47096", "right": "pull_request:47166", "accept": false, - "reason": "Kimi exportability vs GPTQ/MXFP4 test extension; not a duplicate." + "reason": "Kimi exportability work vs GPTQ/MXFP4 test updates; no duplicate bug or change." }, { "left": "pull_request:43451", "right": "pull_request:47253", "accept": false, - "reason": "Molmo2 support vs tensor-parallel lm_head validation; unrelated." + "reason": "Model addition vs tensor-parallel validation change; unrelated functionality." }, { "left": "pull_request:43451", "right": "pull_request:47181", "accept": false, - "reason": "Different new models: Molmo2 vs Cosmos3 Edge; same pattern, not the same artifact." + "reason": "Both are new model support PRs, but for different models (Molmo2 vs Cosmos3 Edge) and different codebases." }, { "left": "pull_request:47003", "right": "pull_request:47241", "accept": false, - "reason": "OpenVINO exporter work vs DETR-family half-precision bugfix; unrelated." + "reason": "OpenVINO exporter work vs DETR compile crash fix; unrelated subsystems." }, { "left": "pull_request:47003", "right": "pull_request:47264", "accept": false, - "reason": "Exporter backend changes vs detection dtype fix; different code paths." + "reason": "Exporter documentation/code vs detector dtype fix; not the same underlying issue." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability vs NeuCodec model support; different model families and scopes." + "reason": "Exportability changes for Kimi vs NeuCodec model support; different targets and fixes." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter work vs NeuCodec support; no shared bug/change." + "reason": "OpenVINO exporter PR vs NeuCodec model support PR; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi exportability vs XPU paged-attention test coverage; tests for a different subsystem." - }, - { - "left": "pull_request:47143", - "right": "pull_request:47264", - "accept": false, - "reason": "NeuCodec support vs DAB-DETR/Grounding DINO dtype bugfix; unrelated." + "reason": "Exportability PR vs XPU paged-attention test additions; test coverage only, no shared fix." }, { "left": "pull_request:46509", "right": "pull_request:47096", "accept": false, - "reason": "Nemotron Omni support vs Kimi exportability; separate model-support PRs, not duplicates." + "reason": "Nemotron Omni support vs Kimi exportability work; different models and different changes." } ] }, @@ -24164,12 +24103,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "1d6e097d06cfdd1ff3075b1ad6a07e61885f5cf6e9ab14e5de44318d801b5b71", + "prepared_review_unit_hash": "60eb08303da660972d530ae4211c205afb0df1309b3658182f232f90ff4e13c3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24177,7 +24116,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24186,18 +24125,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds covariate-based forecasting to TimesFM, the other adds image-classification support for DINOv3ViT. They do not fix the same code-path problem and should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "These two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3ViT image-classification support. They touch different models, code paths, and documentation, so they should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41224 is the better canonical PR choice because it is a focused, concrete feature addition with clear model-specific code, docs, and test updates.", + "canonical_pr_reason": "No canonical PR for deduplication: PR 40755 targets TimesFM forecasting with covariates, while PR 41224 targets DINOv3ViT image-classification support; they are different features for different model families.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the strongest standalone PR in this set: it adds a specific image-classification capability for DINOv3ViT and appears more self-contained and directly actionable.", + "best_pr_reason": "Neither PR is a good canonical duplicate target because they are not the same change. If forced to pick a representative PR, 41224 is more review-mature, but it is still unrelated to 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features in different model families: TimesFM covariate forecasting versus DINOv3 image classification. No shared code path or mergeable overlap beyond general transformer support." + "reason": "Different model families and unrelated functionality: TimesFM covariate forecasting vs. DINOv3ViT image classification. They do not fix the same code-path problem and could not be merged into one PR." } ] }, @@ -24316,142 +24255,142 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "64b6b545802cafa536abd1227e3c5050749a62de9f013c9c7a9ebaf59fe986c3", + "prepared_review_unit_hash": "55aeb855a1f8379c606aa08f3998fe5266ba535e2813bb0d439f3c3efaeb1500", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31598, - "estimated_input_tokens": 7900, - "estimated_eval_tokens": 16056 + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31598, - "estimated_input_tokens": 7900, - "estimated_eval_tokens": 16056 + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs spanning different models, utilities, and tests. The only true duplicate-looking pair is the two fixed_cross_entropy patches (43251/43254).", - "confidence": 0.96, + "summary": "This cluster is mostly heterogeneous. The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs, which both patch the same function in the same file for the same kwargs passthrough bug. The other PRs touch unrelated models, tooling, tests, or cleanup changes and should not be merged together.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the strongest representative of the cross-entropy kwargs fix: it contains the full implementation, keeps the helper signature explicit, and directly links to issue 43240. PR 43254 is a smaller variant of the same change.", + "canonical_pr_reason": "PR 43251 is the better canonical representative of the duplicate pair: it directly targets issue 43240, keeps the fix scoped to `fixed_cross_entropy`, and presents the more explicit implementation of the same kwargs pass-through change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best global representative because it is the most complete version of the only clear duplicate pair and has the clearest issue linkage.", + "best_pr_reason": "PR 43251 is the strongest single PR in the cluster to keep: it is a concrete, self-contained bug fix with an explicit issue target, while the other PRs are unrelated or too broad to serve as a cluster canonical.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions and executorch dynamic-shape export tests are different changes in different code paths." + "reason": "Different features: Mistral tokenizer methods vs. executorch dynamic-shape export tests. No shared code path or mergeable single fix." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method additions are unrelated to adding the MobileLLM model package." + "reason": "Unrelated areas: tokenizer API additions vs. adding a new MobileLLM model. Similarity is only superficial." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness for multimodal models is unrelated to introducing a new MobileLLM model." + "reason": "Both involve processors/auto-loading, but they address different models and different problems. Not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs forwarding is a different bug fix from a new model addition." + "reason": "`fixed_cross_entropy` kwargs support is unrelated to adding MobileLLM model files and configs." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper kwargs support does not match the Mistral4 test/model fixes in any concrete code path." + "reason": "Cross-entropy kwargs fix is unrelated to Mistral4 test/model changes; different code paths and goals." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test coverage and Mistral4 fixes are unrelated changes." + "reason": "Executorch export tests and Mistral4 fixes are different subsystems and not the same bug/change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export tests are unrelated to MobileLLM model scaffolding." + "reason": "Dynamic-shape export testing is unrelated to model addition work." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM is unrelated to fixing config resolution order in modeling_utils." + "reason": "New MobileLLM model support and `cls.config` resolution order fix are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition and Falcon output-collection refactoring are different features." + "reason": "Adding MobileLLM is unrelated to Falcon output-interface refactoring." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Model addition is unrelated to the model-creation skill/docs automation PR." + "reason": "Falcon refactor and model-creation skill are different concerns with no shared code path." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon interface refactoring is unrelated to Mistral4 test and auto-mapping changes." + "reason": "Falcon standardized-output refactor is unrelated to Mistral4 test fixes." }, { - "left": "pull_request:43995", - "right": "pull_request:45213", + "left": "pull_request:44827", + "right": "pull_request:45170", "accept": false, - "reason": "Falcon refactor and model-creation skill content do not share the same underlying change." + "reason": "Mistral4 test fixes and `layrnorm` renaming in CLIP-like models are different model families and problems." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model fixes and the layrnorm-to-layernorm rename are separate bugs in different subsystems." + "reason": "Mistral4 test work is unrelated to adding the TDT loss kernel integration." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." + "reason": "Mistral4 test fixes do not share the same code path as the `cls.config` resolution order bug." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel integration affect different models and code paths." + "reason": "Mistral4 fixes and model-creation skill content are not the same underlying change." }, { - "left": "pull_request:44827", - "right": "pull_request:45655", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model work is unrelated to the config-resolution order fix." + "reason": "Model addition and skill/documentation scaffolding are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same fixed_cross_entropy helper to forward supported cross-entropy kwargs; they touch the same function and could be merged into one patch." + "reason": "Both PRs change `src/transformers/loss/loss_utils.py` to pass supported kwargs into `nn.functional.cross_entropy` for the same issue (43240). They fix the same concrete bug and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the only accepted pair, 43251/43254, is clearly the same fixed_cross_entropy helper change with the same issue target (43240). The remaining pairs are reasonably rejected as different models, utilities, or test/code-path changes, and nothing is overstated as a duplicate or mergeable bugfix." + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is a conservative, mergeable same-file/same-issue bugfix pair (`fixed_cross_entropy` in `loss_utils.py` for issue 43240). The other pairwise rejections are appropriately cautious and do not overstate shared code paths or mergeability." }, "evaluator_used": true, "retried": false, @@ -24478,12 +24417,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "265588fdb627618f5fdb3e2adea1d53bde55489825382aa2c4d710203446a47a", + "prepared_review_unit_hash": "45e03bb53a8cab40697a6d9785d90da2e98486b6a4008939b5e69cd8dd693f6a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24491,7 +24430,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24500,18 +24439,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both bulk-upgrade GitHub Actions in workflow files, but they target different action families and maintenance goals: one is explicitly for Node 24 compatibility, the other is a general latest-version bump. They should not be treated as duplicates.", - "confidence": 0.91, + "summary": "These are both broad GitHub Actions maintenance PRs, but they target different upgrade sets and different concrete actions. They overlap in workflow files, yet they are not the same underlying change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical representative because it has the clearer, more specific intent (Node 24 compatibility) and spans a broad set of workflow action upgrades.", + "canonical_pr_reason": "No canonical PR duplicate: PR 42975 is a Node 24 compatibility sweep for several GitHub Actions, while PR 42976 is a separate latest-version bump centered on docker/build-push-action and related workflows.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the strongest standalone PR to anchor the cluster since it describes the concrete compatibility problem and covers the larger workflow surface.", + "best_pr_reason": "PR 42975 is the more specific and clearly scoped maintenance change, but it is not a duplicate of PR 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: these are separate maintenance changes. #42975 updates core GitHub actions for Node 24 compatibility, while #42976 bumps a different set of actions (notably docker/build-push-action) to newer releases. They do not appear to fix the same underlying code-path problem." + "reason": "Reject: both touch workflow automation, but 42975 upgrades actions for Node 24 compatibility (checkout/cache/upload-artifact), while 42976 bumps a different set of actions, notably docker/build-push-action v6. Same broad subsystem, different concrete changes and not plausibly one merged PR." } ] }, @@ -24546,7 +24485,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "a5afe046aa6fab2486f5ebfe7b193dccf24ada256f172271600394ab9cf1e6c6", + "prepared_review_unit_hash": "8face31083729b1d157482cd7f43e7a33d76bdcba1c5d2b42c5d8b6d38350a3d", "component_budget": { "node_count": 4, "item_count": 4, @@ -24568,36 +24507,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). The overlap is limited to shared Transformers scaffolding like docs, auto-mapping, and test boilerplate, so none look like duplicates.", + "summary": "All four PRs are separate model-integration additions (ViT NEPA, Molmo, CTSM, Step3p7) that share Transformers boilerplate but target different models and code paths. They are not duplicates and should not be merged.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each submission targets a different model and code path, so they should not be collapsed together.", + "canonical_pr_reason": "No canonical PR: each pull request introduces a different model integration with distinct configuration/modeling/processing code and different docs/tests.", "best_issue_reason": null, - "best_pr_reason": "46562 is the strongest standalone PR here in terms of completeness and activity, but it is not a duplicate of the others.", + "best_pr_reason": "No best PR for deduplication purposes; none of these PRs subsumes the others or fixes the same concrete problem.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and implementations (ViT NEPA vs Molmo). Shared docs/auto files are generic scaffolding, not the same underlying change." + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only shared Transformers registration/docs boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions with distinct configs, modeling, and tests; the overlap is only boilerplate in shared Transformers files." + "reason": "Different model additions (ViT NEPA vs CTSM) with separate model code and tests; shared auto/doc files are generic integration scaffolding." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are different model integrations; shared filenames reflect common repository plumbing, not one code-path fix." + "reason": "Molmo and CTSM are unrelated model integrations; same repo touchpoints do not indicate the same underlying bug or feature." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are separate model PRs with different architectures and files; they are not plausibly mergeable as one duplicate change." + "reason": "CTSM and Step3p7 are distinct model additions; despite heavier overlap in auto/utility files, they implement different models and cannot plausibly be one PR." } ] }, @@ -24646,130 +24585,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "da8bd6e2d3ed7c3bb7c99d74a0ff5c3168e2ef64b648529f6366a7c5186a3822", + "prepared_review_unit_hash": "479b9a4552ab327529f1a3a9a28b43dac2bf642fd9d371b52eea1c072195f8ae", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two YOLOS PRs look like the same underlying bug fix; the rest are soft-similarity matches but clearly cover different models, CI, or unrelated test changes.", - "confidence": 0.91, + "summary": "This cluster is mostly a set of unrelated PRs spanning Whisper tests, CLIP/ViT test placeholders, FP8 dequantization, generation watermarking, Phimoe CI, and YOLOS. The only credible duplicate/overlap is the pair of YOLOS fixes (#46886 and #46922), which target the same device-mismatch problem in the same file.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best canonical PR: it directly addresses the YOLOS device-mismatch path, includes the concrete forward-pass fix, and also carries the no-split-module change from 46886.", + "canonical_pr_reason": "#46886 is the best canonical PR: it has the clearest title, an explicit issue target, and a focused fix for the YOLOS device-mismatch bug. #46922 looks like a smaller follow-up/variant of the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest representative because it is the more complete YOLOS fix and subsumes the earlier partial device_map-only change in 46886.", + "best_pr_reason": "#46886 is the strongest representative of the actual bug fix in this cluster because it is the most specific, issue-linked YOLOS repair and best captures the shared underlying problem.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different problems: Whisper tokenizer/test fix vs CLIP/ViT test edits." + "reason": "Different models and different changes: Whisper tokenization/test updates vs CLIP/ViT test-only edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/test changes are unrelated to FP8 dequant/loading fixes." + "reason": "Whisper decode logic is unrelated to FP8 dequant/loading fixes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Both touch Whisper-related files but address different code paths: tokenizer decode vs generation watermarking/validation." + "reason": "Whisper batch/timestamp decoding is unrelated to generation watermarking/config validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer tests and YOLOS device-mismatch are unrelated model bugs." + "reason": "Whisper tokenizer changes and YOLOS device-placement changes are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Generic model test edits are unrelated to the CI memory/device-map integration test fix." + "reason": "CLIP/ViT test placeholders are unrelated to the Phimoe CI/device-map test fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and bugs: vision-model test scaffolding vs FP8 quantization/loading." + "reason": "Test-only edits in CLIP/ViT do not match the FP8 quantization bug fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "No shared concrete bug; CLIP/ViT test changes are unrelated to generation/Whisper validation logic." + "reason": "Unrelated test placeholders versus generation/watermarking validation changes." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Test-only edits for CLIP/ViT do not match the YOLOS runtime device-placement bug." + "reason": "No shared bug or code path between CLIP/ViT test edits and YOLOS runtime fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading logic is unrelated to CI memory-limit and integration test infrastructure." + "reason": "FP8 dequantization/loading logic is unrelated to Phimoe CI memory patching." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different concerns: FP8 kernel/model-loading changes vs generation config/Whisper fixes." + "reason": "Different subsystems and different concrete failures: FP8 quantization vs generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 quantization path and YOLOS device mismatch are not the same underlying issue." + "reason": "FP8 tensor-kernel padding/loading changes are unrelated to YOLOS device mismatch." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation/Whisper validation changes are unrelated to Phimoe CI memory patching." + "reason": "Generation watermarking/config validation and Phimoe CI infrastructure changes do not fix the same bug." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Shared Whisper filenames are incidental; the actual bugs are different (generation validation vs YOLOS device placement)." + "reason": "Generation configuration validation is unrelated to YOLOS model-device placement." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI runner memory handling and YOLOS model placement are unrelated." + "reason": "Phimoe integration-test CI changes are unrelated to YOLOS runtime device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device-mismatch problem on the same file and code path; 46922 extends the earlier partial fix with the forward tensor device alignment." + "reason": "Both PRs address the same YOLOS device-mismatch issue in the same file and target, and they could plausibly be combined into one merged fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The only positive soft-edge is the YOLOS pair, which is mergeable as a single bugfix: both hit the same file and issue target, and 46922 adds the forward-device fix on top of 46886\u2019s no-split-module change. The other rejections are conservative and consistent with the diffs, filenames, and issue targets." + "feedback": "Grounded overall: the summary matches the packet, and the non-YOLOS pairs are conservatively rejected based on clearly different files/subsystems. The only accepted overlap, #46886 with #46922, is supported by the shared YOLOS file and issue target and looks plausibly mergeable into one bugfix PR." }, "evaluator_used": true, "retried": false, @@ -24799,52 +24738,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "7f1be297b581df5c498e045e3663741dbc5bd634c1cf4a3182c44afe2daf207e", + "prepared_review_unit_hash": "42a29558c5a491f51859bf6aa990d7052460892e3da4052def7305c5e3daec71", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated intentional test/validation PRs marked '[don't merge]'; they overlap only at a broad 'repo bot / CI / test plumbing' level and do not appear to fix the same underlying code-path problem.", - "confidence": 0.83, + "summary": "All three PRs are unrelated repo-maintenance/test-infra changes with different targets and purposes; they should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the best representative of the cluster because it is the broadest 'show diff' validation PR and touches multiple CI/test plumbing files, making it the most central of the three despite not being a true duplicate of the others.", + "canonical_pr_reason": "No canonical PR: the three PRs touch different files and address different changes (setup/test dependency spoofing, workflow diff display, and workflow security gating).", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the most informative exemplar for the cluster, but none of the three PRs are good duplicate targets because each changes a different area: packaging/versioning, workflow behavior, or security-gate workflow.", + "best_pr_reason": "No single PR is a good global representative because there is no shared underlying bug or feature change across the set.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Superficially similar only because both are test/don't-merge PRs; one changes setup/version/dependency files, the other changes a CI security-gate workflow. Different concrete changes and no shared bug." + "reason": "Different code paths and goals: one edits packaging/version/dependency files and vitest test code, the other changes a CI security-gate workflow trigger. Same broad repo area only." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both touch a vit test file, but the actual changes are unrelated: packaging/version/dependency updates versus workflow/self-comment CI and testing-utils changes. Not the same underlying fix." + "reason": "43488 is about setup/version/dependency tweaks and a Vitest-related test file; 43532 rewrites several workflows and testing utilities to show diffs. Not the same concrete fix." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "These modify different CI workflows and different behavior paths; they are only loosely related by being repo automation changes, not the same code-path problem." + "reason": "Both touch workflows, but 43532 is a multi-workflow/testing-utils diff-display change while 46747 narrowly flips a security-gate workflow from pull_request_target to pull_request. Too different to merge as one PR." } ] }, @@ -24874,12 +24813,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "44efa6898ecc1f92a65f15f0140ace50ce42edf703cb55327629ed07b96e68e6", + "prepared_review_unit_hash": "2b419239b2ed5e2caa48df0b57b565928e0aa6c94a065b5802fe180fa17f900d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24887,7 +24826,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24896,18 +24835,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct PRs: one adds a promptable concept segmentation pipeline, the other adds a promptable visual segmentation pipeline. They share scaffolding, but they target different underlying tasks, model integrations, and test sets, so they should not be merged as duplicates.", - "confidence": 0.93, + "summary": "These are related but distinct PRs: both add new segmentation pipelines and share docs/registration scaffolding, but one targets promptable concept segmentation and the other promptable visual segmentation with different model integrations. They should not be triaged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader, more self-contained representative of the cluster: it introduces a complete visual segmentation pipeline with multiple model/test/docs updates and is easier to use as the cluster anchor.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best standalone PR in this cluster because it has the wider implementation surface and clearer end-to-end pipeline integration.", + "best_pr_reason": "PR 43613 is the broader implementation, covering more backend integrations and tests, so it is the stronger representative of the two\u2014but it is still not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete changes: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation. They overlap in framework boilerplate, but the target task, docs, model hooks, and tests are not the same underlying feature." + "reason": "Different user-facing features and code paths: concept segmentation vs visual segmentation. Shared pipeline/documentation plumbing is not enough to treat them as the same change." } ] }, @@ -24937,7 +24876,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "0107880c56ad5ab44167635256d2c313c0132de2f2a11f9a7269484966573c92", + "prepared_review_unit_hash": "12a79c3961a66a91f5c69d15e4b3175a4dcd6e4adf40177b7b5cf65796c5fd4b", "component_budget": { "node_count": 2, "item_count": 2, @@ -24959,18 +24898,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs only share `trainer.py` and a general Trainer-extension theme, but they target different code paths: one changes gradient-accumulation loss scaling, the other exposes a hook for signature-column filtering. They are not the same underlying change or bug.", - "confidence": 0.97, + "summary": "These two PRs both touch `trainer.py` and add override hooks for custom trainers, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are related at a high level, not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR as a duplicate representative: PR #43651 changes loss scaling in `training_step`, while PR #43663 refactors model signature column filtering into an overrideable helper; they solve different problems.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more central Trainer behavior change: it modifies training-step loss normalization and adds an explicit hook for custom trainers. PR #43663 is a narrower refactor around data-column filtering. Neither is a duplicate of the other, so this is only a loose thematic grouping.", + "best_pr_reason": "PR #43651 is the stronger representative only if one must be chosen, because it modifies the concrete training-step loss-scaling behavior directly and is more self-contained than the helper extraction in PR #43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch `src/transformers/trainer.py`, but they address different mechanisms: #43651 changes loss scaling during gradient accumulation, while #43663 adds `_get_signature_columns` to customize column filtering. They do not fix the same bug and would not plausibly be merged as one PR." + "reason": "Different code paths and different behaviors: one controls gradient-accumulation loss scaling, the other customizes dataset column filtering from model signatures. Shared file/subsystem is not enough to treat them as the same change." } ] }, @@ -25000,12 +24939,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "41037fab155f1fb1333a0eaeb0262e509e3eed7b964823eea18022573ac84a54", + "prepared_review_unit_hash": "99cb4c75895f949ee49779aaab5ba38c7c96e72b52d40b334b66c7b318909057", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -25013,7 +24952,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -25022,24 +24961,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI module and both involve TypeAdapter typing/runtime issues, but they appear to fix different concrete failures: one is a broader future-annotations/type-hint cleanup, the other a narrower missing-pydantic import/type-checking fix.", - "confidence": 0.81, + "summary": "The PRs share the same file and a typing-related area, but they do not look like the same concrete bugfix. PR 43842 directly targets the TypeAdapter NameError when pydantic is absent; PR 43656 is a broader annotation/future-import cleanup without clear evidence it fixes that same failure, so the soft edge should be rejected.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader and more representative TypeAdapter CLI fix, with more discussion/review activity and a wider annotations-related scope.", + "canonical_pr_reason": "PR 43842 is the clearest canonical PR because it explicitly fixes the TypeAdapter NameError in the CLI serve path and has the most direct, narrowly scoped change to the failing code path.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the best representative PR for this cluster because it addresses the central CLI TypeAdapter error more broadly than the narrower follow-up in 43842.", + "best_pr_reason": "PR 43842 is the best overall fit because it is specific and directly tied to the runtime NameError, whereas PR 43656 is broader typing cleanup without a clearly demonstrated shared bug.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: although both change src/transformers/cli/serve.py and mention TypeAdapter, 43656 is a broader annotations/future-annotations cleanup while 43842 specifically handles the pydantic-optional import/type-checking case; they do not look like the same concrete bug or a single mergeable PR." + "reason": "The overlap is too weak: both touch src/transformers/cli/serve.py and typing annotations, but 43656 mainly adds __future__ annotations and cleans up types, while 43842 explicitly fixes the TypeAdapter NameError when pydantic is missing. That is not enough to treat them as the same underlying bugfix." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The pair is too weakly grounded to call the same bugfix. PR 43842 explicitly addresses a TypeAdapter NameError by changing the annotation/import path, but PR 43656\u2019s shown diff is mainly about adding `from __future__ import annotations` and cleaning up other annotations; the packet does not explicitly tie it to the same TypeAdapter failure. Because the evidence only shows a shared file and broad typing-related changes, the soft-edge claim is a bit overstated." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -25166,8 +25108,8 @@ "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:44086|pull_request:44722", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44018|pull_request:44116", @@ -25193,8 +25135,8 @@ "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -25205,7 +25147,6 @@ "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", - "pull_request:44018|pull_request:44161", "pull_request:44010|pull_request:44071", "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", @@ -25224,399 +25165,358 @@ "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154", - "pull_request:44024|pull_request:44076" + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "a7de6db41d0ea111c487be3e90ae54360c0230f71e8ebe11a7e053952ff9d470", + "prepared_review_unit_hash": "59120792617361a812007b76cbed445d4281688f7e145257db4d3cc6513ad9af", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84504, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "soft_pair_count": 76, + "serialized_chars": 84120, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76937, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a broad output-tracing migration across unrelated model families. The convincing duplicate-like pockets are GPT-Neo and GPT-J/CodeGen; the ResNet/RegNet and other cross-family pairs are only loosely related by the shared initiative.", - "confidence": 0.82, + "summary": "This is mostly a loose campaign of model-by-model output-tracing refactors under the same umbrella issue, not one single duplicated change. Only the GPT-J and GPT-Neo revision pairs look like true duplicates; the rest are separate model-specific migrations and should stay distinct.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the clearest representative of the GPT-J/CodeGen output-tracing pocket: it touches both gptj and codegen with the same decorator-based migration and reads as the most complete/latest version of that concrete change.", + "canonical_pr_reason": "PR 44722 is the broadest and most mature representative of the shared GPT-J output-tracing refactor set, and it also covers the copied CodeGen path, making it the best single anchor for the cluster.", "best_issue_reason": null, - "best_pr_reason": "If one PR must stand in for the true duplicate-like subset, 44722 is the strongest pick because it covers the shared GPT-J/CodeGen code path and supersedes the narrower GPT-J-only variants.", + "best_pr_reason": "PR 44722 is the clearest overall example of the standardized output-tracing migration: explicit issue linkage, broader scope than the earlier GPT-J drafts, and concrete changes on the shared GPT-J/CodeGen code path.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families/code paths; sharing the output-tracing theme or issue target is too broad." + "reason": "Different model families and different code paths; same umbrella issue is not enough to treat them as duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families/code paths; both are tracing migrations, but not the same concrete change." + "reason": "FNet/CVT refactors and DeBERTa refactors are separate model-specific migrations, not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same code path; 44085 looks like a narrower variant of the same change." + "reason": "Both are GPT-J output-tracing refactors on the same file/code path, and one is a plausible revision of the other." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations and files; only the general standardized-output initiative matches." + "reason": "RegNet and EfficientNet are different models; these are parallel refactors, not the same bug or change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different concrete model code paths; EfficientNet is unrelated to the GPT-J/CodeGen refactor." + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model-specific refactors; same initiative, not the same bug or change." + "reason": "GPT-J and EfficientNet do not share the same concrete code path or change set." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model families/code paths; the shared output-tracing pattern is not enough." + "reason": "MobileNetV2 and DeBERTa are unrelated refactors despite similar standardized-output wording." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model implementations." + "reason": "GPT-J and MGP-STR are different implementations; these are separate migrations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different concrete code paths." + "reason": "GPT-J and MPT output-tracing changes are distinct model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model file; 44068 looks like a later overlapping variant with tests." + "reason": "Both target GPT-Neo output tracing on the same model/file family; this looks like a later revision of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." + "reason": "GPT-J and GPT-Neo are different model families, so this is not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific changes." + "reason": "GPT-Neo and GPT-J are separate model refactors even if they share the same umbrella issue." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are different code paths." + "reason": "ResNet and GPT-J output tracing are unrelated code paths and should not be merged as duplicates." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + "reason": "ResNet and GPT-J are unrelated model-specific changes." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are different concrete model code paths." + "reason": "MGP-STR and GPT-J refactors are separate model migrations, not one concrete fix." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model refactors." + "reason": "GPT-Neo and ResNet are different models; shared theme alone is insufficient." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different concrete changes." + "reason": "ResNet and MPT are unrelated output-tracing refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model-specific refactors." + "reason": "GPT-Neo and Flaubert are different model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." + "reason": "GPT-Neo and GPT-J refactors target different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated concrete changes." + "reason": "GPT-Neo and Flaubert are unrelated migrations." }, { "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are separate model implementations with distinct output-handling code." + }, + { + "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are different implementations." + "reason": "GPT-Neo and GPT-J are different model families, so they are not duplicates." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model code paths." + "reason": "GPT-Neo and MGP-STR are unrelated refactors." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model refactors." + "reason": "GPT-Neo and MGP-STR are different model-specific migrations." }, { - "left": "pull_request:44059", + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different concrete changes." + "reason": "MPT and MGP-STR do not share the same concrete code path or fix." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "Segformer and LongT5 are different model implementations." + "reason": "These are different model families; the similarity is only in the standardized-output theme." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "Segformer and VisualBert are different code paths." + "reason": "GPT-2 and MGP-STR are unrelated model refactors." }, { - "left": "pull_request:44017", + "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated model changes." + "reason": "GPT-2 output tracing is a separate code path from GPT-J/CodeGen." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "Segformer and LongT5 are unrelated implementations and cannot be merged as one PR." }, { - "left": "pull_request:43997", + "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are different concrete model refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are different code paths." + "reason": "Segformer and VisualBert are separate model-specific refactors." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and MPT are unrelated model migrations." + "reason": "Segformer and GPT-J target different code paths and are not duplicates." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different model-specific changes." + "reason": "RegNet and VisualBert are different model families." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "Flaubert/XLM and LongT5 are different model implementations." + "reason": "RegNet and MPNet are separate model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different concrete code paths." + "reason": "RegNet and GPT-Neo do not fix the same underlying code path." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different model-specific migrations." + "reason": "RegNet and LongT5 are unrelated output-tracing migrations." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "MPT and ImageGPT are unrelated changes." + "reason": "RegNet and TextNet are different model implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model implementations." + "reason": "TextNet and Flaubert/XLM are distinct model-specific refactors." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are unrelated model refactors." + "reason": "MPNet and LongT5 are unrelated changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and LongT5 are different model-specific changes." + "reason": "FNet/CVT and Segformer are separate model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different concrete code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model refactors." + "reason": "SqueezeBert and MPT are unrelated model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are different code paths." + "reason": "SqueezeBert and VisualBert are different model-specific migrations." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model-specific changes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet and SpeechT5 are unrelated concrete changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are different model implementations." + "reason": "SqueezeBert and GPT-Neo are separate changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated model-specific migrations." + "reason": "SqueezeBert and DeBERTa are unrelated refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "Different model families; only the output-tracing initiative is shared." + "reason": "DeBERTa and TextNet are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are different concrete code paths." + "reason": "DeBERTa and SpeechT5 are separate model-specific output changes." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and TextNet are unrelated model refactors." + "reason": "DeBERTa and Vits are unrelated code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different code paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen refactor in the same concrete code path; 44722 is the broader/latest variant." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing change; 44722 looks like the superset/latest follow-up." + "reason": "FocalNet and ImageGPT are different model implementations; similar refactor style does not make them duplicates." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44073", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "VisualBert and TextNet are separate model-specific changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different code paths/files." + "reason": "ViLT and Flaubert/XLM are unrelated refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-2 and GPT-Neo are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44059", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are different implementations." + "reason": "MPNet and GPT-2 are separate model-specific changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa-v2 and VITS are different model-specific changes." + "reason": "TextNet and Flaubert/XLM are unrelated model refactors." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair verdicts are mostly conservative, but the summary overstates the evidence: the packet does not support treating the ResNet/RegNet family as a true duplicate cluster. In fact, the ResNet/RegNet-related pairs in the packet were explicitly marked reject, because they are different code paths/files. Keep the summary narrower: the strongest duplicate-like cases are GPT-Neo and GPT-J/CodeGen, while the rest are only loosely related by the shared output-tracing initiative." + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats this as a set of model-specific output-tracing refactors under one umbrella issue, and it only elevates the same-model GPT-J/GPT-Neo revision pairs as likely duplicates. The accepted soft edges are conservative and appear mergeable as single bugfix PR revisions; the rejected edges are also appropriately limited to unrelated model families/code paths." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -25642,70 +25542,63 @@ "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": "065c3176e85c8a590c2f4b3cae06d3e57e858f2c41e213e1eecd0d336ec285a7", + "prepared_review_unit_hash": "0f330add28609dfbd1155eef89a370ee489180f8885e7a9d6a32da4fc1dc5373", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84504, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "soft_pair_count": 76, + "serialized_chars": 84120, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 }, "budget": { "node_count": 6, "item_count": 6, - "soft_pair_count": 5, - "serialized_chars": 13067, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are related by theme (standardized output tracing / capture_outputs), but they are model-specific refactors in different files and code paths, so they are not duplicates of one underlying PR.", - "confidence": 0.96, + "summary": "A cluster of model-specific PRs all refactoring output tracing to the standardized capture_outputs/can_return_tuple pattern. They are highly similar in intent and wording, but each targets a different model implementation, so they are not duplicates of the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each item targets a different model implementation (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5), so they are separate refactors rather than one mergeable change.", + "canonical_pr_reason": "Best representative is PR #44129 because it is the most clearly anchored by an explicit issue target and shows the same output-tracing refactor pattern in a self-contained model file.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone PR candidate because it has an explicit issue target and a concrete, model-specific output-tracing refactor, but it still does not subsume the other PRs.", + "best_pr_reason": "PR #44129 is the strongest representative of the cluster\u2019s theme: it has an explicit linked issue, a focused refactor, and the same standardized output-capture migration pattern as the others.", "soft_edge_verdicts": [ - { - "left": "pull_request:44073", - "right": "pull_request:44074", - "accept": false, - "reason": "Same refactor theme, but different models and different forward paths; not the same underlying change." - }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both adjust output tracing, but MPNet and VisualBert are separate model implementations with distinct code paths." + "reason": "Both are standardized output-tracing migrations, but they modify different model code paths (MPNet vs VisualBert). Similar refactor pattern is not enough to treat them as the same change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model files and model-specific tracing logic; too broad to treat as one duplicate PR." + "reason": "These are separate model-specific refactors in different files and architectures. They share a migration template, not a single underlying bug or mergeable code change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Both are output-decorator refactors, but RegNet and SqueezeBert changes are unrelated model-level implementations." + "reason": "RegNet and SqueezeBert are unrelated model implementations. The PRs are analogous output-tracing migrations, but not the same concrete fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Shared refactor wording only; SqueezeBert and SpeechT5 touch different architectures and concrete code paths." + "reason": "Both update output handling, but one is SqueezeBert and the other is SpeechT5 with a linked issue. Different code paths and different refactor scopes make them non-duplicates." } ] }, @@ -25785,268 +25678,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "b00841921359b168247466ca9ac0c57b5ea769eb89dffce442899a27fe131156", + "prepared_review_unit_hash": "44e49a18e36e891990bcaa2ac62d98b0fd11c1cf2c5b9ec0e7029465ab029957", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate model-specific output-tracing refactors across unrelated codepaths; they share a theme but not the same underlying change or bug.", - "confidence": 0.96, + "summary": "These PRs are all variations of the same broad output-tracing refactor pattern, but they target different model implementations and code paths. I would not deduplicate them together; they look like separate model-specific changes rather than one shared bugfix or mergeable PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative of the refactor pattern because it spans both Falcon Mamba and Mamba, but it is still distinct from the other model-specific changes.", + "canonical_pr_reason": "No issue is present. Among the PRs, #44025 is a good representative because it is a self-contained output-tracing refactor across a tightly related pair of files (Depth Anything and Prompt Depth Anything) and clearly reflects the common pattern in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative of the cluster: it shows the full output-tracing conversion pattern and covers two closely related implementations.", + "best_pr_reason": "#44025 is the best single representative PR for the cluster: it is focused, self-contained, and clearly shows the core can_return_tuple/output-tracing refactor without spanning unrelated model families.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and codepaths: timm_backbone vs UperNet. Same refactor theme, not the same change." + "reason": "Same refactor theme, but different model families (timm_backbone vs upernet) and different forward signatures; not the same concrete code-path change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures: timm_backbone and vision_text_dual_encoder. Only the tracing refactor pattern overlaps." + "reason": "Both are output-tracing refactors, but they apply to unrelated model implementations and different forward behavior; not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model families: timm_backbone vs UnivNet. Not one concrete bug fix or merged change." + "reason": "Different model code paths (timm_backbone vs univnet); similar cleanup pattern is not enough to treat them as duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both touch output tracing, but one is timm_backbone and the other is Mamba/FalconMamba; distinct implementations." + "reason": "These touch different subsystems/models and one spans two model files; they are not the same underlying bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone and RWKV are unrelated model paths; shared refactor wording is not enough for duplication." + "reason": "Different architectures and code paths; only the refactor pattern is shared." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 vs UnivNet are separate models with separate output-tracing refactors." + "reason": "MobileNetV1 and UnivNet are unrelated implementations; similar tracing refactor does not make them duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 and UperNet are different codepaths; not the same underlying change." + "reason": "Different model families and forward APIs; not the same concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and DepthAnything are unrelated model implementations, despite similar refactor intent." + "reason": "Both are refactors, but they affect unrelated models and cannot plausibly be merged into one PR as the same change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs VisionEncoderDecoder: different concrete forward methods and output contracts." + "reason": "MobileNetV1 vs VisionEncoderDecoder are distinct code paths; shared output-tracing pattern is too broad." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are separate models; no shared bug or fix." + "reason": "Different model subsystems and API surfaces; not a duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "VisionTextDualEncoder and UnivNet are unrelated subsystems; same refactor theme only." + "reason": "Vision-text dual encoder and UnivNet are unrelated; same refactor label does not imply same bug or mergeable PR." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "VisionTextDualEncoder and UperNet change different forward paths and outputs." + "reason": "These are separate model-specific refactors with different outputs and signatures; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families: vision-text dual encoder vs Mamba/FalconMamba." + "reason": "Different model families and different code paths; only a generic tracing cleanup pattern is shared." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and output types; not one fixable PR." + "reason": "Both are output-tracing refactors, but they target unrelated models and would not be merged as one code-path fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are distinct models with separate refactors." + "reason": "UnivNet and UperNet are unrelated model implementations; this is not the same bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs Mamba/FalconMamba are unrelated codepaths." + "reason": "Different architecture families and different forward semantics; too broad to deduplicate." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and DepthAnything do not share the same concrete issue." + "reason": "Separate model families with different tracing adjustments; not one concrete change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different architectures and different forward contracts." + "reason": "UperNet and RWKV are unrelated; shared refactor language is not enough." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Mamba/FalconMamba are unrelated implementations." + "reason": "Distinct model families and different affected files; not the same underlying fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba vs SuperPoint: different models, different output tracing changes." + "reason": "Falcon/Mamba work vs SuperPoint are unrelated code paths; no duplicate evidence beyond similar tracing cleanup." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba and CodeGen are separate codepaths; not one concrete change." + "reason": "These touch different model implementations and different forward contracts; not the same concrete bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated models; similarity is only at the refactor level." + "reason": "TimmBackbone and CodeGen are unrelated subsystems; the similarity is only at the refactor pattern level." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated implementations with different output semantics." + "reason": "UnivNet and CodeGen are unrelated model code paths; not mergeable as one PR." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated subsystems." + "reason": "Different models and outputs; same general cleanup theme is insufficient." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are separate code paths and different abstractions." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model families and different outputs." + "reason": "Depth Anything and VisionEncoderDecoder are different model families; not the same underlying bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and SpeechEncoderDecoder are separate model codepaths." + "reason": "Depth Anything and SpeechEncoderDecoder are unrelated; shared output-tracing refactor is too broad." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are unrelated vision models with distinct forward logic." + "reason": "Different models and different forward behavior; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV are unrelated architectures." + "reason": "Depth Anything and RWKV are unrelated model paths; these are separate refactors." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR modify different model classes and output behavior." + "reason": "Depth Anything and DPR are different subsystems with distinct API changes; not the same concrete fix." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are different model families with different codepaths." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are sibling subsystems but still distinct code paths and PRs; not one mergeable fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrapper models, not the same change." + "reason": "Different model families and files; only the generic tracing refactor overlaps." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are unrelated forward implementations." + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations; no duplicate bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are different models and output contracts." + "reason": "Different model code paths and forward contracts; not the same underlying issue." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated and not plausibly one PR." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different architectures and refactors." + "reason": "Different architectures and output semantics; shared refactor theme is insufficient." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR do not share the same underlying fix." + "reason": "SpeechEncoderDecoder and DPR are distinct code paths with different outputs; not duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models with separate tracing changes." + "reason": "SuperPoint and RWKV are unrelated model implementations; not the same change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are distinct codepaths and output types." + "reason": "SuperPoint and DPR are different subsystems and API surfaces." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model families; the refactor theme is too broad to merge." + "reason": "RWKV and DPR are unrelated model paths; the commonality is only generic output-tracing cleanup." } ] }, @@ -26076,7 +25975,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "29bb64d9cd869e5da1267a7dc1544f999126340f1ef580a05e388db9ed4d54e1", + "prepared_review_unit_hash": "e06d212edaf8de4c9e6fab6e7588c9b11b789c4485f3b280b03f662d97a3ab17", "component_budget": { "node_count": 2, "item_count": 2, @@ -26098,18 +25997,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). They share some Transformers integration plumbing, but they do not target the same bug or change set, so they should not be deduplicated.", + "summary": "These are two unrelated model-addition PRs that only overlap on Transformers boilerplate and registration files. PenguinVL and Voxtral TTS are different models with different implementation/code paths, so this is not a duplicate pair.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue here; if a single PR must represent the cluster, 45401 is slightly more canonical because it is explicitly tied to issue #45027 and is focused on one concrete model release.", + "canonical_pr_reason": "PR #45401 is the clearer representative because it is explicitly tied to an issue and is scoped to a specific Voxtral TTS integration; PR #44662 is a separate PenguinVL implementation.", "best_issue_reason": null, - "best_pr_reason": "45401 is the better representative because it has an explicit tracking issue, a narrower feature scope, and a more directly stated user-facing goal. 44662 is also a full model implementation, but for a different model family.", + "best_pr_reason": "PR #45401 is the best single PR to keep as the representative artifact in this cluster because it is issue-linked and narrowly scoped; the other PR is an independent model addition.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Both add new model support, but for different models and code paths. Shared auto-registration/docs changes are generic integration plumbing, not evidence of the same underlying change." + "reason": "They add different models (PenguinVL vs Voxtral TTS) with different implementation and test files; the shared files are generic auto-registry/docs boilerplate, not evidence of the same underlying change." } ] }, @@ -26139,7 +26038,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "f8beaa9c96f99f3d9ee4cceea9873ffde20728e9aed161da0ace51e65b3c0b46", + "prepared_review_unit_hash": "a3e3bbf1269b461bb460324521ad591e732052fb4a65269f7d03ddf2a84c1f93", "component_budget": { "node_count": 2, "item_count": 2, @@ -26161,18 +26060,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related feature work around module/kernel fusion, but they are not the same change: #44979 adds a generic Module Fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration and an example. They touch different code paths and solve different layers of the problem, so they should not be merged as duplicates.", - "confidence": 0.96, + "summary": "These are related fusion features but not the same change: one adds a general Module Fusion API, the other adds n-to-1 kernel fusion via KernelConfig and integration plumbing. I would not triage them as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the better canonical representative because it introduces the foundational fusion API; #45363 is a separate higher-level integration built on top of that idea.", + "canonical_pr_reason": "No duplicate PR pair here; if one must be treated as the representative, #45363 is the more concrete end-to-end feature implementation with broader integration changes.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best standalone PR to represent this cluster since it is the core, self-contained API addition rather than an application-specific fusion integration.", + "best_pr_reason": "#45363 is the stronger standalone PR to keep as the representative because it defines a specific user-facing fusion workflow and touches the main integration path, whereas #44979 is a lower-level API scaffold.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both are fusion-related, but #44979 defines a generic module fusion API while #45363 implements KernelConfig-driven n-to-1 fusion plumbing and an example. Different abstraction levels, different files, and not the same concrete change." + "reason": "Both concern fusion, but they implement different layers and different concrete behavior: #44979 introduces a general Module Fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integration code. They do not look like the same underlying bug/change and would not naturally collapse into one PR." } ] }, @@ -26202,7 +26101,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "7b3a50af4d47125ba82775d71b45ad2cd3c2e876adb4f03d0cc2480c84e227c8", + "prepared_review_unit_hash": "c062f4613e3aeb6acecc67730bb44b1f96c7d82756e8dcfe26e3317d7fa3f05a", "component_budget": { "node_count": 2, "item_count": 2, @@ -26224,18 +26123,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR is the more complete fix because it includes tests.", - "confidence": 0.97, + "summary": "Both pull requests fix the same Mistral regex AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it makes the same code-path fix as #45086 and adds test coverage, making it the more complete representative of the change.", + "canonical_pr_reason": "45317 is the better canonical PR because it addresses the same bug as 45086 but is more complete: same code fix plus test coverage, making it the stronger representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best PR candidate because it fixes the same concrete bug as #45086 and includes additional validation in tests.", + "best_pr_reason": "45317 is the best PR candidate since it contains the same fix as 45086 and also includes tests, so it is the most complete implementation of the underlying bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug in `_patch_mistral_regex`, same file, same code change, and the later PR adds tests; these could plausibly be merged as one PR." + "reason": "Same underlying AttributeError fix in the same function and file; 45317 is essentially the tested follow-up of 45086, so they look like one change set." } ] }, @@ -26265,12 +26164,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2a1ed41c2c6660b2f390949d4a8a820e9520f39adf5a7cce6b9dd4529ca40e2e", + "prepared_review_unit_hash": "4d137b5f1657f70b7517a38b6120b21cb68db6ef3f17a7a4dd3c1e91521583e4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26278,7 +26177,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26287,18 +26186,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to NemotronH support but they implement different changes: one refactors NemotronH to inherit GraniteMoeHybrid-like code paths, while the other splits NemotronH into dense/sparse model variants and adds documentation/model registration. They are not the same underlying change, so the soft edge should be rejected.", - "confidence": 0.91, + "summary": "Two open PRs both touch NemotronH, but they address different layers of the work: #45115 is a conversion-mapping/refactor PR for NemotronH compatibility, while #45569 is a broader model-family split adding NemotronHDense/NemotronHSparse plus docs and auto-mapping updates.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete model-architecture update: it introduces the dense/sparse split, updates docs, auto-mappings, and tests, whereas #45115 is a narrower refactor around conversion and inheritance.", + "canonical_pr_reason": "#45569 is the better canonical PR because it represents the broader, user-facing architecture change for NemotronH by introducing the dense/sparse model split and updating docs/auto mappings.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 best represents the primary end-state change for NemotronH support. It changes the public model structure and surrounding registration/docs, making it the more suitable representative artifact than the smaller refactor in #45115.", + "best_pr_reason": "#45569 is the best representative PR for the cluster; #45115 is narrower and mainly implements conversion-name remapping/refactor details that fit under the larger model-structure change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different concrete changes: #45115 focuses on conversion mapping and refactoring NemotronH to inherit GraniteMoeHybrid-compatible internals, while #45569 splits NemotronH into dense/sparse variants and updates docs, auto mappings, and tests. They overlap on model files but are not the same fix/change and would not plausibly merge as one PR." + "reason": "Related NemotronH work, but not the same underlying change. #45115 is focused on checkpoint conversion/key renaming and inheritance wiring, while #45569 adds new dense/sparse model variants and documentation. They would not plausibly be merged as one PR without mixing distinct scopes." } ] }, @@ -26328,7 +26227,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "18648714368de3924f413237c164efc12beb9e4432eb21e329c7f9fcfe357e49", + "prepared_review_unit_hash": "00e126d0f8cd96b9965d7397dba4e4c933ef61601268a15679e19bfdf5936525", "component_budget": { "node_count": 2, "item_count": 2, @@ -26350,18 +26249,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep with config updates, while #45425 adds focused typing helpers/protocols for PEFT/modeling_utils compatibility.", - "confidence": 0.95, + "summary": "These PRs are both typing-related, but they address different scopes: 45415 is a broad type-checking sweep across many `src/transformers/*` files plus `pyproject.toml`, while 45425 adds specific typing helper protocols and integrations around `_typing`, `modeling_utils`, and PEFT-related code. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "45425 is the more focused, self-contained typing refactor; 45415 is a broad repo-wide type-checking sweep with config changes.", "best_issue_reason": null, - "best_pr_reason": "#45415 is the better representative PR for the cluster because it is the broad type-checking rollout and touches the wider set of files, whereas #45425 is a narrower compatibility/typing-helper change.", + "best_pr_reason": "45425 is the stronger standalone PR to represent this cluster because it has a concrete, narrowly scoped typing change and clearer code-path impact than the large type-checking pass in 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different concrete changes and code paths: one is a large type-checking enablement sweep, the other adds specific typing protocols/helpers for PEFT/modeling_utils; they are adjacent but not mergeable as one PR." + "reason": "Reject: 45415 is a broad typing-enablement sweep, while 45425 is a targeted typing-API/protocol update. Shared filenames are incidental; they do not look like the same underlying fix and would not be merged as one PR." } ] }, @@ -26391,7 +26290,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "ee9ae130532ccf4b68b5266457a8efd992cc0332bfcf54bc2535e9ab7f7556cd", + "prepared_review_unit_hash": "2e0e32806414eb238208687d79a08e4528a968a9902a4f13fbab1c13848088ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -26413,18 +26312,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading, but they fix different failure modes: one is Accelerate/DeepSpeed ZeRO-3 config handling, the other is FSDP2 rank-0 broadcast overwriting expert weights.", - "confidence": 0.96, + "summary": "These are related in theme (expert parallelism loading), but they fix different code paths and failure modes: one preserves distributed_config/EP state during model serialization and loading, the other prevents expert tensors from being overwritten during sharded parameter assignment. I would not merge them as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the more substantial representative: it fixes a concrete overwrite bug in the loading path and spans the relevant runtime modules, while 45548 is a separate config-serialization/ZeRO-3 loading fix.", + "canonical_pr_reason": "PR 45662 is the better representative PR: it targets a concrete loading bug in parameter assignment/sharding, has a clear failure mode (expert weights overwritten), and the fix is localized and specific.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest PR in this cluster because it targets a specific expert-overwrite failure mode with broader code impact; 45548 addresses a different loading issue.", + "best_pr_reason": "PR 45662 is the strongest standalone PR in this cluster because it addresses a precise bug in the core loading path rather than broader configuration plumbing, making it the more canonical change candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related EP loading area, but different concrete bugs and code paths: distributed_config serialization/Accelerate+ZeRO-3 versus FSDP2 rank-0 broadcast overwriting experts." + "reason": "Different underlying bugs and code paths. 45548 adds config serialization/state handling for EP + ZeRO-3 loading; 45662 changes parameter materialization to avoid rank-0 broadcast overwriting experts. Same subsystem, but not the same fix." } ] }, @@ -26454,12 +26353,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "16936b59a9f6a986d4f1ebc7600d7160f810ff2755ebeb95db12d47024f960eb", + "prepared_review_unit_hash": "9fe373e977cf35aafbcce70d4237c17bfe65a4742c1be1cced32f69444625cc6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, + "serialized_chars": 4671, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -26467,7 +26366,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, + "serialized_chars": 4671, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -26476,18 +26375,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist collision around captured_info artifacts; PR 45645 is the more complete fix because it includes the safe per-worker logging change plus CI handling for multiple output files.", - "confidence": 0.93, + "summary": "Both PRs target the same xdist captured_info logging collision. PR #45645 is the more complete fix because it updates both the test utility and the CI workflow to handle per-worker log files, while #45639 covers only the utility-side change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present in the cluster. PR 45645 is the best canonical PR because it contains the core bug fix and the supporting workflow update needed to read all worker-generated logs.", + "canonical_pr_reason": "#45645 is the better canonical PR because it subsumes the core xdist-safe logging change from #45639 and also includes the workflow update needed to consume multiple captured_info files in CI.", "best_issue_reason": null, - "best_pr_reason": "45645 is the strongest representative of the change set: it fixes the xdist-safe file path and preserves debug log collection in CI.", + "best_pr_reason": "#45645 is the strongest overall representative of the fix: it addresses the same captured_info artifact collision and additionally preserves CI debug log collection after the xdist-safe change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying xdist-safe captured_info logging problem and could plausibly be merged into one PR; 45645 is just the broader version of the same fix." + "reason": "Both PRs fix the same underlying captured_info xdist collision in the testing debug-log path; #45645 is a broader superset with the CI workflow adjustment, so they are sufficiently the same change for duplicate triage." } ] }, @@ -26583,12 +26482,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "274a4152369cee6cda19e64ab9f0434d144b562feb0d97d5ca9a72e210ec9624", + "prepared_review_unit_hash": "77c8bd71894062e709f83865303a87a751b2c0e1ab6a261d1ade6889f47e0e62", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26596,7 +26495,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26605,18 +26504,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not the same change. PR #46126 is a focused EP/Trainer integration feature around router parallelism, while PR #46269 is a broad distributed branch/base PR touching many unrelated distributed subsystems. The overlap in a few filenames is not enough to treat them as duplicates.", - "confidence": 0.94, + "summary": "Two open PRs in the same distributed/EP area, but they are not duplicates: one is a focused EP + Trainer integration change, the other is a broad distributed branch base touching many unrelated components. The overlap in filenames reflects shared subsystem churn, not the same underlying fix/change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more canonical, self-contained change: it targets a specific EP/router-parallel code path and trainer integration. PR #46269 is too broad and reads like an integration/base branch with many unrelated edits, so it is a poor duplicate anchor.", + "canonical_pr_reason": "PR #46126 is the more canonical representative because it has a narrow, concrete scope: EP + Trainer integration with targeted changes in tensor parallel, config, and trainer code. PR #46269 is too broad and infrastructure-heavy to serve as the canonical change.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of a concrete bug/change cluster because it has a narrow technical scope and a clear functional objective. PR #46269 is not suitable as the global representative due to its wide, mixed distributed refactor surface.", + "best_pr_reason": "PR #46126 is the best representative of the cluster because it is the most specific and self-contained change, making it easier to understand than the broad distributed branch base PR #46269.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames do not indicate the same underlying change. #46126 is about EP router-parallel behavior and trainer integration; #46269 is a broad distributed branch base spanning many unrelated areas, so they should not be merged as duplicates." + "reason": "Reject: they share distributed filenames, but #46126 is a focused EP/Trainer feature PR while #46269 is a broad base branch with many unrelated edits; not the same concrete bug/change and not plausibly merged as one PR." } ] }, @@ -26684,220 +26583,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "00186affd0558c27e201bd0f89bd157c94be91f66806a333b0b5eb6824af68e3", + "prepared_review_unit_hash": "4b5673433f9d43ef6af4788a465e0bf0e1d283f60020e33e8f4e20e90bbe2a62", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26685, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26685, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are workflow-maintenance PRs, but the similarities are mostly superficial (same repo area, similar chore titles, or the same filename). The concrete changes address different workflows and different behaviors, so none of the soft edges should be merged as duplicates.", - "confidence": 0.96, + "summary": "These are a set of related but distinct workflow-hardening PRs, mostly one-file chore updates. They share a security/CI theme, but they do not fix the same concrete bug or change, so they should not be deduplicated as PRs.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46554 is the strongest representative because it makes the most substantive security-gate change by adding real checks and a checkout step, rather than just adjusting permissions, comments, or trigger conditions.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive standalone change in the set, but it is still not a duplicate of the others; the cluster is too heterogeneous for a true canonical PR.", + "best_pr_reason": "PR 46554 is the best standalone PR representative: it introduces the actual security-check logic and is the most concrete change in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and problems: stdin handling for self-comment CI vs PR security-gate checkout and file-change checks." + "reason": "Different workflow files and different changes; only a broad CI-maintenance similarity." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow fixes; one changes comment parsing, the other changes PR CI permissions and approval gating." + "reason": "Unrelated workflow edits in different files; not the same bug or fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Same broad area, but different concrete behavior in the security-gate workflow; not the same bug or change." + "reason": "Different workflow file and different change intent." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow code paths and different behavior: comment piping vs secrets handling in PR security gate." + "reason": "Different workflow file and unrelated update." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both use printf, but in different workflows and for different commands; not the same underlying fix." + "reason": "Different workflow file and different CI behavior." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different files and concerns: SSH-runner hardening vs benchmark workflow trigger logic." + "reason": "Different workflow files; both are chore updates but not the same change." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow targets and distinct fixes; no shared concrete bug." + "reason": "Same general maintenance theme, but the workflow changes are distinct." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and code paths; runner hardening is unrelated to reviewer-assignment checkout ref changes." + "reason": "Different workflow files and different operational changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both are security-related, but they fix different workflows and different risks; not one mergeable PR." + "reason": "Different workflow files; no shared concrete fix." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different hardening changes in separate workflows; no single underlying change." + "reason": "Different workflow files and unrelated updates." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but they touch different files and implement different behavior." + "reason": "Both are workflow chores, but they change different files and behavior." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and fixes; anti-slop permission change is unrelated to reviewer checkout behavior." + "reason": "Same general maintenance context, but not the same code-path problem." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different shell fixes; not the same code-path problem." + "reason": "Different workflow files and different functionality." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow and problem domain; only superficial similarity from being workflow YAML." + "reason": "Distinct workflow changes; not mergeable as one duplicate fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and distinct behavior changes." + "reason": "Different workflow files and different trigger/checkout behavior." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different commands in different workflows; no shared underlying bug." + "reason": "Different workflow files and unrelated edits." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow and code path; not the same fix." + "reason": "No shared concrete bug; only broad CI workflow maintenance." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different CI workflows: benchmark dispatch logic vs build-image command parsing." + "reason": "Different workflow files and different logic changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Distinct workflows and functions; no duplicate underlying change." + "reason": "Broad CI theme only; the fixes are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both involve shell safety, but they fix different commands in different workflows and would not merge into one PR." + "reason": "Different workflow files and different change scopes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different files and fixes; command quoting is unrelated to PR CI permission changes." + "reason": "Different workflow files and unrelated CI changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different changes: one adds security checks, the other changes permissions and approval flow." + "reason": "Same file, but different concrete hardening changes: actual checks vs permissions/approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different edits: workflow-security logic vs explanatory comments." + "reason": "Same file, but one adds checks while the other only documents/references the reusable workflow safety." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different behavior: security checks vs replacing inherited secrets with an empty map." + "reason": "Same file, but different security-related edits: checks vs secrets handling." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but one changes job permissions and the other adds comments; not the same concrete fix." + "reason": "Same workflow file, but the edits address different concerns." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different hardening edits with different behavior and purpose." + "reason": "Permissions/approval logic is not the same change as removing inherited secrets." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but comments-only guidance vs secret inheritance behavior are not the same change." + "reason": "Different workflow security tweaks; not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Different workflow files and different CI behavior." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different files and distinct security-related edits; not one concrete bug." + "reason": "Different workflow files; only superficial similarity." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different concerns: shell quoting vs secrets handling." + "reason": "Different workflow files and unrelated updates." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and threat models; unrelated changes." + "reason": "Different workflow files and different change goals." } ] }, @@ -26927,12 +26826,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "60fedf78186c9c5f74f47fed9dda6b84c9155ef00f5ad9d67b32c02282b48edc", + "prepared_review_unit_hash": "5c0b9ac26ca10d577a910792f4e04cd87ee52379a968459defe0526460eb31ea", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26940,7 +26839,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26949,18 +26848,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs address different tokenizer problems in different code paths: CodeLlama decode-space stripping vs. DeepSeek checkpoint-to-tokenizer routing. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These two PRs are unrelated tokenizer fixes: one corrects CodeLlama decode behavior, the other fixes DeepSeek checkpoint-to-tokenizer-class routing in AutoTokenizer.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR clearly represents a duplicate cluster here; both are standalone fixes for different model families and different failure modes.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs and fixes: one changes CodeLlama decoder initialization to preserve leading spaces, the other adds checkpoint-prefix exceptions in auto tokenizer selection for DeepSeek models. They are not mergeable as one PR." + "reason": "Reject: 46574 fixes CodeLlama leading-space stripping on decode by moving decoder setup after tokenizer init, while 46580 fixes DeepSeek-Coder/DeepSeek-LLM loading to the wrong tokenizer class via AutoTokenizer routing. Different models, different code paths, and not mergeable as one PR." } ] }, @@ -26990,7 +26889,7 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "a755f848b540bc0b46d6ddaacffbeedadfecb1c7de96f16337d802633b436765", + "prepared_review_unit_hash": "e09c4c95c6d6ec50d2c5deb7dfaa94d0f86fcbcd50d11ef2147cd16518e2ebc6", "component_budget": { "node_count": 2, "item_count": 2, @@ -27012,18 +26911,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to the same FA2 long-context performance regression, but they fix different concrete code paths: one changes flash-attention kwargs handling during tracing/eager decode, while the other changes unpadding/max-seqlen handling and adds broader test/support updates. I would not merge them as duplicates.", - "confidence": 0.84, + "summary": "Both PRs are about FlashAttention2 long-context performance, but they are not the same concrete change: #46696 fixes an inverted tracing guard in `_process_flash_attention_kwargs`, while #47215 is a broader follow-up that changes unpadding/`item()` sync behavior and touches additional files. They are related, but not close enough to merge as duplicates.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47215 is the stronger canonical representative: it appears broader and more complete, with the main FA2 perf fix plus accompanying tests and related cleanup.", + "canonical_pr_reason": "#47215 is the more complete representative of the FA2 long-context perf work: it addresses the hot path more broadly, includes tests, and appears to supersede the narrower earlier fix in #46696.", "best_issue_reason": null, - "best_pr_reason": "PR #47215 is the best overall candidate because it addresses the regression more comprehensively and includes validation coverage, whereas #46696 is a narrower fix to a different part of the same subsystem.", + "best_pr_reason": "#47215 is the best PR candidate overall because it is the broader, later fix for the same regression theme and covers more of the performance path than #46696.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": false, - "reason": "Same issue target and subsystem, but the fixes are not the same underlying change: #46696 targets flash_attention kwargs / tracing sync behavior, while #47215 changes unpad/max_seqlen handling and related test/support code. They could coexist, so this is not a duplicate PR pair." + "reason": "Same issue target and subsystem, but different underlying code paths and fixes; #46696 is a narrow tracing-guard bug, while #47215 changes unpadding/sync behavior across a wider surface." } ] }, @@ -27053,40 +26952,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "5b25df1c8e6848e3ff6d3b1951c273d459a06075f2b1035a1ab1d59a6103595b", + "prepared_review_unit_hash": "ceb5d6b1fe19e6cf6332634a609204f4a46f169e5537e0359abb57b5c319f9d1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs both touch masking logic, but they fix different bugs in different code paths: 46773 addresses padding masks being skipped for batch size 1 in linear-attention model forwards, while 47087 fixes recurrent-layer padding masks being skipped on continued forwards/cache continuation via shared masking utilities.", + "summary": "These PRs address different bugs in masking logic: #46773 fixes padding masks being skipped for batch size 1 in linear-attention model implementations, while #47087 fixes recurrent-layer masking being skipped on continued forwards/cache continuation via shared masking utilities. They are related by theme but not the same change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "47087 is the better cluster representative because it fixes the shared masking utility path, has an explicit issue target, and covers the continued-forward/recurrent masking bug across multiple models.", + "canonical_pr_reason": "PR #47087 is the better canonical PR because it targets the shared masking utility, has an explicit issue link, and fixes the more central recurrent-forward masking path rather than a model-specific safeguard.", "best_issue_reason": null, - "best_pr_reason": "47087 is the strongest standalone PR here: the change is centralized, better scoped, and backed by broader tests and an explicit linked issue.", + "best_pr_reason": "PR #47087 is the best representative for the cluster because it makes the more general infrastructure-level fix in masking_utils and comes with broader downstream coverage across recurrent models.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both are masking-related, but they target different failure modes and code paths: 46773 fixes batch-size-1 padding mask handling in linear-attention model forwards, while 47087 fixes continued-forward/recurrent masking in masking_utils. They are not the same underlying bug and would not plausibly merge into one PR." + "reason": "Reject: they fix different underlying masking bugs in different code paths. #46773 is about batch-size-1 padding mask handling in linear-attention model forwards; #47087 is about recurrent/cached continued forwards and chunked prefill in shared masking utilities." } ] }, @@ -27123,64 +27022,64 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "3ecd65a6bd9dd897e904107af07e5ad39f3193eadaddf91b25aca906b7bb2fec", + "prepared_review_unit_hash": "8c9a100fb5089cb23a6fc6c97b38af69d49bc5c1031c7826bc166cd9c4778641", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11591, - "estimated_input_tokens": 2898, - "estimated_eval_tokens": 6052 + "serialized_chars": 11588, + "estimated_input_tokens": 2897, + "estimated_eval_tokens": 6050 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11591, - "estimated_input_tokens": 2898, - "estimated_eval_tokens": 6052 + "serialized_chars": 11588, + "estimated_input_tokens": 2897, + "estimated_eval_tokens": 6050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are five separate multimodal/pipeline fixes that only share broad area similarity. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are warranted.", - "confidence": 0.93, + "summary": "These PRs are all in Transformers multimodal/generation code, but they address different concrete bugs in different code paths. None of the soft-similarity pairs look mergeable into a single fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate representative is compelling here; if one must be chosen for the cluster\u2019s general theme, PR 47074 is the broadest pipeline-facing fix and has the strongest surrounding discussion/test coverage, but it is not a duplicate of the others.", + "canonical_pr_reason": "No strong duplicate cluster exists here; if one PR must be chosen, PR 47074 is the broadest and clearest standalone pipeline fix, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the most cluster-central by scope: it targets the shared AnyToAny multimodal pipeline abstraction rather than a single model-specific processor or an unrelated generation helper, so it is the best representative of the general theme in this set.", + "best_pr_reason": "PR 47074 is the most generally useful standalone change in the set because it fixes a user-facing input-key bug in AnyToAnyPipeline and has direct test coverage, but it still targets a distinct bug from the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Different bugs in different code paths: stop-sequence handling in image-text-to-text vs batched text postprocessing in Qwen Omni processors. They are not plausibly one merged fix." + "reason": "Different problems: 47032 changes stop_sequence handling in image-text-to-text generation, while 47197 fixes batched postprocessing for Qwen Omni outputs. They do not share the same failing code path." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "One normalizes multimodal input keys in AnyToAnyPipeline; the other validates Gemma4 audio placeholder batching. Related domain, but distinct concrete failures and code paths." + "reason": "Both are multimodal pipeline/processors, but one normalizes AnyToAnyPipeline input keys and the other validates Gemma4 audio placeholder batching. These are separate bugs in different components." }, { "left": "pull_request:47074", "right": "pull_request:47197", "accept": false, - "reason": "AnyToAnyPipeline input-key normalization and Qwen Omni batch postprocessing are separate issues in separate subsystems; shared test file overlap is incidental." + "reason": "47074 fixes AnyToAnyPipeline input dictionary wiring; 47197 fixes Qwen Omni text decoding when outputs are batched. Same broad subsystem, but not the same bug." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Pipeline input normalization versus generation candidate length-capping are unrelated fixes; they do not address the same underlying defect." + "reason": "47074 is a pipeline input-key normalization fix, while 47195 adjusts candidate generation length capping in decoding. Different functionality and no plausible single merged change." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "Prompt lookup decoding length cap and batched text postprocessing are different generation/processing behaviors with no shared concrete bug." + "reason": "One is about candidate generation length limits, the other about Omni postprocessing of generated text. They affect different code paths and are not duplicates." } ] }, @@ -27202,110 +27101,130 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47122-5", + "cluster_id": "cluster-47122-6", "nodes": [ "pull_request:47122", "pull_request:47123", "pull_request:47124", "pull_request:47150", - "pull_request:47224" + "pull_request:47224", + "pull_request:47266" ], "soft_pairs": [ "pull_request:47122|pull_request:47123", "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47266", "pull_request:47122|pull_request:47150", "pull_request:47122|pull_request:47124", + "pull_request:47123|pull_request:47266", "pull_request:47123|pull_request:47124", "pull_request:47123|pull_request:47150", "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47266", + "pull_request:47150|pull_request:47266", "pull_request:47150|pull_request:47224" ], - "prepared_review_unit_hash": "5a4bd1eb93071cc51c043dad5d0046f1783b52d36f43f7f7015c209d80ba7eca", + "prepared_review_unit_hash": "41c7ee5b4daab5ae798166c54dca7b8224467948b60b66d492059f30151546f9", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 12420, - "estimated_input_tokens": 3105, - "estimated_eval_tokens": 6466 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 15887, + "estimated_input_tokens": 3972, + "estimated_eval_tokens": 8200 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 12420, - "estimated_input_tokens": 3105, - "estimated_eval_tokens": 6466 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 15887, + "estimated_input_tokens": 3972, + "estimated_eval_tokens": 8200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated serge test-fix PRs across different models, plus one umbrella PR that includes some of the same code-path fixes. The only clear duplicate-style overlaps are edgetam (47122 vs 47224) and whisper (47150 vs 47224).", - "confidence": 0.84, + "summary": "These are separate serge-generated PRs for different models/code paths; there is no true duplicate cluster. The only overlaps are that PR 47224 bundles a few of the same kinds of fixes, but it is not the same standalone change as any single PR.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the best cluster representative because it is the umbrella fix for multiple serge integration-test failures and includes the same edgetam and whisper code-path corrections seen in the smaller PRs.", + "canonical_pr_reason": "47224 is the broadest umbrella PR in this set and the best representative only in a loose sense, but it mixes multiple unrelated fixes so it is not a clean duplicate canonical.", "best_issue_reason": null, - "best_pr_reason": "PR 47224 is the strongest global representative: it subsumes multiple related fixes, has the broadest scope, and explicitly targets the combined serge test-failure cleanup.", + "best_pr_reason": "47224 is the broadest representative of the batch, but it is a bundled multi-fix PR rather than a single concrete bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and failure modes: edgetam import_or_config vs minimax_m3_vl load_error." + "reason": "Different models and failure modes (edgetam kwargs handling vs minimax_m3_vl load_error); not the same underlying bug." }, { "left": "pull_request:47122", "right": "pull_request:47224", - "accept": true, - "reason": "Same edgetam bug: both remove/ignore unsupported original_sizes before calling the backbone." + "accept": false, + "reason": "47224 contains an edgetam-related hunk, but it is a multi-fix bundle with unrelated whisper/tokenizer changes, so this is not the same standalone change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47266", + "accept": false, + "reason": "Different model families and unrelated fixes; no shared concrete code-path problem." }, { "left": "pull_request:47122", "right": "pull_request:47150", "accept": false, - "reason": "Unrelated models and fixes: edgetam preprocessing kwargs vs whisper generation length handling." + "reason": "edgetam kwargs cleanup vs Whisper max_length adjustment are unrelated bugs." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "Different model-specific failures; no shared code-path problem." + "reason": "edgetam model fix vs falcon_mamba test expectation updates are unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error test fixes, but for different models and different loading/offload issues." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different models and issue types; one load error fix, one output mismatch fix." + "reason": "Different models and symptoms; one is a load_error test tweak, the other is output mismatch expectations." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "No concrete overlap beyond both being test fixes." + "reason": "Minimax load_error test fix is unrelated to Whisper generation length logic." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Different models and generation paths; not the same underlying bug." + "reason": "Different models and different failure types; not the same concrete bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Falcon_mamba output expectations and Deepseek load_error setup are unrelated test fixes." }, { "left": "pull_request:47150", - "right": "pull_request:47224", - "accept": true, - "reason": "Same whisper generation bug: both address max_length handling when conditioned on previous segments." + "right": "pull_request:47266", + "accept": false, + "reason": "Whisper generation logic fix and Deepseek offload-folder test setup are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet. The only supported overlaps are the edgetam fix in 47122 vs 47224 and the whisper fix in 47150 vs 47224; the rest are different models/failure modes and the false verdicts are conservative. The umbrella PR 47224 is also well-described as the broader cluster representative." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -27328,7 +27247,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "ad8738e53d5fafc02c72b6fec832e9465563188f748b051987a61c80907068a4", + "prepared_review_unit_hash": "8682031de918422c3e109d579f7c4dd1181575029022cf077640027a36ceb400", "component_budget": { "node_count": 2, "item_count": 2, @@ -27350,18 +27269,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs touch different subsystems and fix different bugs: one in Trainer/label smoothing under gradient accumulation, the other in TopHLogitsWarper token retention. They are not duplicates.", + "summary": "The two PRs are unrelated: one fixes gradient inflation with label smoothing during gradient accumulation, while the other adds/validates `min_tokens_to_keep` handling for `TopHLogitsWarper`. They do not target the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #47261 is the better canonical representative because it has a clear, specific bug fix, an explicit issue target, and a focused trainer-side code change.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the stronger standalone bug fix in this cluster because it is tied to a specific issue and a concrete Trainer loss-scaling problem; PR 47262 addresses a separate generation feature/behavior change.", + "best_pr_reason": "PR #47261 is the strongest standalone PR in this cluster: it addresses a concrete correctness issue, has explicit issue linkage, and is more directly bug-fix oriented than #47262.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different code paths, different user-facing bugs, and no shared concrete implementation target; they should not be merged as one PR." + "reason": "Different subsystems and different problems: trainer label smoothing/gradient accumulation vs. generation warper token retention. No shared code path or mergeable single fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a477638dd7428ef9155f1c285b3bf8409a6b6aa9..e8dcfbcdb2f9acf27ae19644352e4884c8d0f74c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260712t000022z", + "analysis_id": "hybrid-model-20260712t060026z", "archived_artifacts": { - "hybrid": "snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260712T000022Z/analysis-runs/hybrid-model-20260712t000022z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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The clear issue duplicate here is 43596/43638, both describing the same DeepSpeed ZeRO-3/Bert size-0 IndexError; 45800/46515 also look like the same torch 2.4.1 incompatibility report. The rest are different bugs or different code paths.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43596 is the best canonical representative for the ZeRO-3/Bert size-0 IndexError pair: it is the earlier report and states the failure mode cleanly.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the strongest issue to keep as the canonical bug report because it matches 43638 on the same concrete ZeRO-3/Bert IndexError and is the older, clearer writeup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Same broader Qwen3.5 area, but these are different bugs: config attribute error vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failures: AMD GPU device-map issue vs MPS histogram int limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and different root causes." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the AMD GPU device issue." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and different failure mechanisms." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS multi-GPU failure and GraniteMoE invalid-method call are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are different problems." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure and FineGrainedFP8 runtime failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-time ONNX bug and Qwen3 auto device-map cuda assert are different bugs." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure is not the same as the GenerationMixin import error." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they target different removed content." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL embedding unpacking and resume-training/trust_remote_code are different bugs." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training with remote code and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different failure modes." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the concrete bug and code path differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert loading issue and resume-training issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different IndexError symptoms and different model/code paths." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch and Qwen3.5 video token mismatch are different issues." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training with remote code and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape error and GPT-OSS tensor-parallel issue are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3, but the collective mismatch and Bert size-0 IndexError are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both describe the same ZeRO-3/Bert size-0 IndexError during loading/init; only the model wording differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy routing and GPT-OSS only-TP failure are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization and LoRA merge/save/reload mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA save/load mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class error are different problems." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the runtime weight error and collective mismatch are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask-shape IndexError." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram int error and YOLO device-map issue are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3.5 MoE rotary-embedding issues, but the specific defects differ." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch and CustomTrainer signature breakage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 loading issue and GPT-OSS TP-only issue are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoE invalid-method call are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and AMD GPU support failure are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Mistral tokenizer regex patch are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; they are the same version-compatibility bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4 issues, but the underlying defects are different." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility and Qwen-3-8B-NVFP4 runtime failure are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid-method call and MPS histogram int limitation are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Qwen3.5 embedding unpacking are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy issue and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but Gemma3 and Bert fail through different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup items, but they cover different removed references." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram int limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy routing and mask-shape IndexError are different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is not internally consistent with the packet. Issue 43596 and 43638 look like a likely duplicate pair: both are the same ZeRO-3/Bert size-0 IndexError class of failure, and the similarity signal is high. The summary also calls this a clear duplicate pair, but the soft-edge verdict rejects it. Because of that mismatch, I can\u2019t accept the review as fully grounded and conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "f54b26d69e4eaffce451cc77edb15cd1aea0f35999bbeb589dc8d19e7530ff93", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39736, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only two real duplicate subclusters stand out: a ZeRO-3 index-out-of-bounds loading bug and a v5 AutoTokenizer token-ID regression. The rest are distinct model-/feature-specific reports.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the best umbrella for the tokenizer regression because it covers multiple model families and the broader v5 breakage, while issue:45812 is the narrower Granite-only instance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the broadest scope, strongest duplicate potential, and the clearest cross-model regression description in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention version incompatibility, but one is torch 2.4.1 vs transformers 5.8.0 and the other is v5.9.0 USE_DISTRIBUTED=0 support; different bugs." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "One is a vLLM/PaddleOCR load failure, the other is a PyTorch distributed support regression; no shared code-path bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading implementation bug; different models and failure modes." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern attribute error in vLLM vs Qwen3 auto device map cudaErrorAssert; unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 index-0-out-of-bounds loading failure; only the model differs, so one fix could plausibly cover both." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but one is about return_all_scores and the other about a removed run command; not the same change." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU model support vs table-question-answering crash; completely different subsystems." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure vs distributed build/runtime support regression; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross_entropy dispatch vs Qwen3-vl video StopIteration; different model/runtime paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-map forward mismatch vs apply_chat_template video token/feature mismatch; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral vs Gemma4 PLE device mismatch; different models and code paths." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek coder vs outdated RAG examples; unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption report vs ModelOpt/NVFP4 compatibility; different underlying problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs docs/examples cleanup; not duplicates." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage vs PyTorch USE_DISTRIBUTED=0 support regression; too broad and different." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "These are the same AutoTokenizer regression: Granite-only report is a subset of the broader multi-model token-ID bug." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint artifact vs implementation can't load checkpoints; different root causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error vs outdated RAG docs; unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params keyword incompatibility vs PyTorch distributed support regression; different failures." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3/vLLM and the other is a Qwen3-MoE issue; not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask shape mismatch in one report vs ZeRO-3 empty-tensor index error in another; similar style, but different concrete failures." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model runtime failure vs table-question-answering crash; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure vs Ovis2 checkpoint corruption; different models and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility vs a v5.4.0 pydantic field regression; both version-related, but not the same defect." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Grouped_mm torch dynamo tracing failure vs Sam3 bf16 compilation regression; different models and compiler paths." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression vs table QA crash; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure vs pydantic config-field regression; no shared bug." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is chat crashes and the other is streaming inference API failure; too different to merge." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are generic training/load errors, but one is a ZeRO-3 index error and the other is a torch/transformers version incompatibility; different bugs." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral tracing failure vs YOLO multi-GPU device-map auto failure; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 model error vs table QA task crash; different problems." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing vs Gemma4 PLE device mismatch; same general area, but not the same bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure vs MPS histogram_int error in MoE; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin vs Gemma3 sliding_window_pattern attribute error; different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo tracing/grouped_mm failure vs MPS histogram op not implemented; different runtime backends." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different compiler/runtime bugs: grouped_mm tracing failure vs autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral vs compile-non-template-nodes error; unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call vs YOLO multi-GPU device-map failure; different subsystems." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug vs Ovis2 checkpoint corruption; distinct model-loading issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask/index mismatch in one report vs ZeRO-3 empty-index loading error in the other; similar shape, but not the same underlying bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback blocked by checks vs remote-code config_class AttributeError; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and conservative overall. The two accepted soft pairs both look plausibly mergeable as single bugfixes (shared ZeRO-3 loading failure and shared AutoTokenizer token-ID regression), and the false pairs avoid overstating similarity. Canonical issue choice for the tokenizer regression is also well supported by the broader scope in issue:45920." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "7ceb007617354c3ce58c62ad67957d395e15ced2164d151e3f72313d770a1639", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38033, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy transformer-regression cluster with several unrelated subtopics. I only see a few true duplicate pairs: the _is_hf_initialized/init_empty_weights TypeError, the video token/feature mismatch regression, the custom-module cache resolution bug, and the T5/input-validation error-message bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45070 is the broadest umbrella regression in the set and the closest thing to a cluster center, even though the cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "45070 is the most general, actionable issue among the noisy similarity hits, so it is the best single issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Related v5/config-regression wording, but the failures are about different fields and different code paths." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models, different backends, and different failure modes; only the broad theme of loading support overlaps." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility vs a bf16 compilation regression are separate bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/input handling, but the titles point to different failing paths and no clear shared root cause." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Sam3 bf16 compilation regression are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat-completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5 streaming API behavior are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5-era regressions, but one is a specific _is_hf_initialized TypeError and the other is a pydantic/config-field issue." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization memory/OOM behavior and tied-weights behavior are separate code paths." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is not the same bug as PretrainedConfig/pydantic field breakage." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure is unrelated to the Sam3 bf16 regression." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method calls are a different failure from bf16 compilation issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the model/path/context differ too much to treat as the same underlying bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage is a different problem from torch 2.4.1 / transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/video-adjacent, but one is a dtype mismatch and the other is a chat-template video token count mismatch." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same video-input/video-token mismatch regression in Qwen video models, just at different specificity levels." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality concerns and nonsensical AutoModel/pipeline results are too indirect to confirm a single bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed zero3/BertModel init failure is unrelated to resume-training with trust_remote_code." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary inv_freq memory are different bugs in different layers." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 handling and remote-code model_class/config_class errors do not share the same root cause." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen-family multimodal flows, but one is a dtype mismatch and the other is an embedding unpacking/trainer failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality and Qwen3.5 SFT embedding unpacking are distinct failures." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate regressions." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression on gpt-oss and the GLM5 issue are different model-specific problems." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both are about trust_remote_code/custom-module resolution loading the wrong code, with a shared cache/path-resolution root cause." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 Qwen3-MoE failure and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Missing lm_head tying in Mistral3 is not the same as the broader translation-model tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer behavior and a docs typo are not duplicates." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different issue from tied-weights handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed docs command are unrelated documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights regression do not share a concrete bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding/training failure and GraniteMoEHybrid invalid method calls are different code paths." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are the same input/decoder validation bug family: incorrect or misleading XOR-style error handling/messages." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays fairly conservative overall. The accepted duplicate pairs that are called out are supported by the issue titles, and the rejected soft edges mostly avoid over-claiming shared root causes. The choice of 45070 as a broad representative is reasonable for a noisy, heterogeneous v5-regression cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:41553|issue:43883", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "8483a8b208e458978403049a709e136482b1436250b55dea973c5603f02ac194", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated transformer bugs, with a small duplicate set around non-persistent buffer corruption and static-cache seq-length return type issues.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43950 is the clearest duplicate hub: it describes the core non-persistent-buffer regression directly and has matching follow-up reports (#44534, #45902).", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the strongest standalone issue in the set: specific, actionable, and broad enough to anchor the buffer-corruption duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights handling in translation models." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer regression vs Qwen-3 NVFP4 runtime failure; different models and failure modes." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different models and symptoms; not the same concrete change." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Documentation/example errors vs model quality degradation; unrelated issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression, just phrased more tersely in #44534." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API kwarg mismatch vs DeepSpeed ZeRO-3 loading IndexError; unrelated code paths." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency vs NemotronH Mamba2 recurrence bug; not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config loading bug vs non-persistent-buffer corruption; different subsystems." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params kwarg incompatibility vs missing Float8 storage object; separate failures." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "#46932 is a direct fix/duplicate of the same Gemma4 quantized embedder dtype-casting bug reported in #46899." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality complaint vs general tokenizer changes across versions; not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer-ID regression across many models vs a specific DeepSeek-Coder detokenization issue." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is lower embedding quality; too different to merge." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE vs Qwen3.5 RLHF gradient explosion from 3D position_ids; different bugs." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same seq-length contract regression: returning a tensor instead of an int breaks static-cache arithmetic in both reports." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "#45902 is a specific manifestation of the same non-persistent-buffer junk-data regression affecting inv_freq." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is degraded text embeddings and the other is HF-vs-JAX implementation discrepancy; not clearly the same fix." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention packed-sequence crash vs CPU-offload incompatibility in a rotary embedding; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA vs int4 quantization OOM; different problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError vs non-persistent-buffer materialization corruption; different failure mechanisms." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Loading noise/logging issue vs inability to load a specific model; not duplicates." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs early-stopping metric lookup warning; unrelated training issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs bad AutoTokenizer error message for Voxtral; different bug class." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure; not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config fields missing vs broad recent remote_code breakage; related theme but not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load IndexError vs Qwen3Moe FP8 failure; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing ineffectiveness vs Qwen3 MoE memory usage; both performance-related but distinct." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for a specific model vs flash-attn2 fallback gating; different loading paths." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "AutoTokenizer error message for Voxtral vs Molmo tied-weights attribute error; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import missing vs bitsandbytes storage constructor incompatibility; different components and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough. The duplicate hub around #43950 is supported by the titles of #44534 and #45902, while the other pairings are reasonably rejected as different bugs/subsystems. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:41553|issue:43881", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:43881|issue:43883", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "9cbd9f7151ab61bd86d38d30a48b0863df57e7b10b8c574766699024828cc8e7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated one-off bugs. The strongest true duplicate cluster is the training-loss double-shift reports (46894/46897), and the docs pipeline-removal reports also match. The Qwen video pair (44479/44560) is better treated as related but not confirmed duplicate from the packet alone.", + "confidence": 0.84, + "canonical_issue_reason": "46894 is the best canonical issue here because it describes the shared training-loss double-shift bug clearly and generally, while 46897 reads as a narrower model-specific instance of the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "46894 is the best standalone issue in this set because it is specific, actionable, and broad enough to represent the underlying bug pattern without being overly model-narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: Mistral tokenizer regex patch crash vs flash-attn2 fallback gating." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different loading errors; no shared concrete bug path." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS int histogram error is unrelated to Gemma4 device-mismatch forward failure." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regression and Gemma4 device placement bug are different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping helper bug is unrelated to the remote_code model regression." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs GLM-4v-9b load failure; different issues." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Gemma4 device mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code breakage and Kimi tokenizer codec regression are distinct." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Related Qwen/MoE themes, but one is a model-compatibility failure and the other is a warning/config issue." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Opposite tokenizer hot paths and different performance regressions; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve AutoModel, but one is composite-config unwrapping and the other is remote-code config_class lookup." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression: obsolete v5 pipeline task references still present in documentation." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different load-time failures; no evidence of a shared underlying defect." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer issues around DeepSeek, but they describe different families and different root causes." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both mention remote-code, but the failures occur in different parts of the loading pipeline." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to silent corruption of non-persistent buffers." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern, with Florence2/CohereASR appearing as model-specific instances of one shared issue." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model run failure and fbank feature-extraction issue are too indirect to treat as the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient-averaging bug are different mechanisms." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer kwarg incompatibility and tensor-mask shape mismatch are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both concern gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is a missing model flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading problems, but they affect different Qwen variants and report different failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated model-loading failures for GLM-4.7-Flash and NemotronH." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training DeepSpeed weight-shape error is unrelated to segmentation-map processing." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "The titles overlap on Qwen/VL video regressions in v5.3.0, but 44479 is a broad regression across several model families while 44560 is a model-specific StopIteration report for qwen3-vl-embedding; without body evidence, this is safer as a related issue than a confirmed duplicate." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same general error string, but not enough evidence that these are the same underlying bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA-fallback issue is unrelated to flash_attention.py's s_aux=None crash." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the pairwise calls are conservative, but one accepted soft edge is overclaimed from the packet alone: issue:44479 vs issue:44560. The titles overlap on Qwen/VL video regressions in v5.3.0, but 44479 is a broad regression across several model families while 44560 is a model-specific StopIteration report for qwen3-vl-embedding; without body evidence, that is safer as a related issue than a confirmed duplicate. The summary\u2019s \u2018true duplicate\u2019 phrasing for that pair is therefore a bit too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:44530|issue:44863", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:41553|issue:44488", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "3d178ec27de76e24bc8966887401b03a44261892b6446c95c0afd27a009cc3e9", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38002, + "estimated_input_tokens": 9501, + "estimated_eval_tokens": 19258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with a few clear duplicate pairs around the same regressions: custom model initialization in Transformers 5.0, and SigLIP2 output quality. The rest are model-specific or subsystem-specific reports and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43646 is the broadest, most general report of the Transformers 5.0 custom-model initialization regression; issue:43645 looks like a narrower notebook-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest representative of the clearest duplicate pair in this cluster and has the most general symptom description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both are model-specific correctness bugs, but the architectures and failure modes differ (GGUF support vs autocast dtype mismatch)." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different bug classes: cache backend crash on Qwen3.5 models vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizers, but they target different models and symptoms; one is a bad Voxtral error message, the other is a tokenizer load failure." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen-related issues with different concrete failures; too broad to treat as one bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Unrelated causes: ZeRO-3/BertModel IndexError versus a generic torch version incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary embedding code, but they are distinct bugs in different models and different failure mechanisms." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared concrete code path; GGUF architecture support is unrelated to Float8 storage lookup failures." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different bug classes and different triggers; this is not the same underlying regression." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are inference bugs, but they affect different models and code paths (batched AudioFlamingo3 leakage vs Whisper empty transcription handling)." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is an FSDP2 attention state bug and the other is a device placement mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config breakage versus meta-device loading regression affecting other models." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a specific VL class is unrelated to meta-device loading regressions." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but they concern different models and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different subsystems and symptoms: image-preprocessor dtype mismatch versus Qwen3-vl video StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer loading regression is unrelated to a long-ocr index error in Kosmos2.5." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "These are unrelated issues; one is a script/runtime failure, the other is GGUF architecture support." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0 custom-model initialization regression; the notebook report is just a narrower reproduction of the generic breakage." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Completely different bugs: Qwen3-vl video processing versus an MPS histogram kernel limitation." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Different attention/cache bugs with different symptoms and code paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin is unrelated to Qwen3Moe FP8 execution failures." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is a distinct compatibility issue from a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different models and failure points; these do not look like the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both involve attention/compile paths, but the concrete failures and models are different." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Related area, but not the same bug: ineffective checkpointing with LoRA versus a ZeRO-3 CheckpointError." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and are not the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE is unrelated to a broad torch version incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and symptoms; add-new-model-like validation logic does not match Gemma4 device placement." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different models and unrelated indexing/shape failures." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same underlying SigLIP2 regression: one report surfaces zero probabilities, the other nonsensical outputs via AutoModel/pipeline." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading problems, but they involve different models and different validation paths." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both mention loading failures, but the Bert/ZeRO-3 index error is unrelated to tokenizer-mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different root causes and code paths; not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "These are unrelated failures affecting different model stacks and loading mechanisms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted duplicate pairs are well supported by the titles and descriptions: Transformers 5.0 custom-model initialization (43645/43646) and SigLIP2 output regression (38175/43994). The remaining soft-edge rejections are phrased cautiously and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:46897|issue:46901" + ], + "prepared_review_unit_hash": "7b5dce5c09a2946a4a9493347acedbc381f13f4ea196a2079b06787817848212", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36593, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only strong duplicate-like pair is the Transformers v5 non-persistent-buffer corruption report, where 43644 appears to be the earliest matching report and 44534 the cleaner broader-title duplicate. The rest are related by model family or theme but do not look like the same concrete bug.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43644 is the earliest matching report for the Transformers v5 non-persistent-buffer junk-fill regression, so it is the best canonical issue candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the cleanest representative title for the same buffer-corruption regression and states the problem in broader v5 terms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 4-bit multimodal issues, but one is about uint8/torch.finfo casting in audio modules and the other is a broader processing breakage; not the same defect." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping-name handling and an IndexError mask/tensor shape mismatch are different failures." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized / Transformers v5 initialization-flag regression is unrelated to Kosmos2.5 OCR length/index errors." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload/memory, but one is dequantized model loading with device_map and the other is Strix Halo mmap OOM; different root causes." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but unexpected zero probabilities and a broken docs example with processor mismatch/quantization failure are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same Transformers v5 non-persistent-buffer junk-fill regression; the titles are nearly identical and point to the same code-path bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3/Qwen3MoE, but cudaErrorAssert on device mapping and FineGrainedFP8Config failure are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to mmap/Strix Halo OOM." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility and Gemma4 resize_token_embeddings output issues are different bugs." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures for different repos, but there is no evidence of the same concrete loader bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan linear_attn OOM/shape errors are different defects." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading for language_model and incorrect visual-encoder keys on save_pretrained are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and broken Nemotron example are different model-specific failures." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one ignores dtype on composite checkpoint load and the other leaves config.dtype stale after from_config." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but buffer junk on load and custom-model notebook initialization are separate issues." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but they affect different models and no shared failure mode is shown." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed conversion and GLM-4.7-Flash unit-test loading failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but docs-example failures and nonsensical AutoModel/pipeline outputs are not proven to be the same underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as quantization offloading not working." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/quantization compatibility and resize_token_embeddings not updating output embeddings are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and affected paths; not a duplicate." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and Qwen3-VL weight-shape mismatch are different load failures." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resumption math and SGD argument handling are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory growth; different bugs." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 and sinq save/load breakage are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Extra_state serialization and _is_hf_initialized / init_empty_weights are different loader regressions." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they hit different model implementations and attributes; not enough evidence of one shared bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is a LlamaTokenizer pre-tokenizer override and the other is Granite AutoTokenizer token-ID corruption." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both describe a training-loss double-shift symptom, but they are different model implementations with no evidence of the same code change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the evidence in a few places. In particular, calling issue:43644 a \"confirmed duplicate bug\" is not supported by the packet; the packet only shows two nearly identical issue titles and relative timing. Please downgrade that to a cautious wording like \"earliest matching report\" or \"likely duplicate.\" " + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:45362|issue:45406", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "f2c0816cf00da3d8c8a8ecf6871da9ad55bbbffb82cab9739e29861a77b143ba", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers bugs. The only clear duplicate-like cluster is the resize_token_embeddings regression around output embeddings; the rest are similar at the subsystem level but not the same concrete bug.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45276 is the broadest and most complete report of the resize_token_embeddings propagation bug, covering both output_embeddings and embed_tokens_per_layer; it best represents the duplicate cluster centered on this failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest issue candidate overall because it describes the shared API regression most completely and cleanly, making it the best representative of the only solid duplicate group in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and different code paths: Qwen3.5 chat crash vs Gemma4 processor missing _tokenizer." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading/tokenizer-related, but they describe different models and different symptoms, not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is a torch version compatibility complaint; the other is a meta-device model-loading bug. Too different to merge." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated issues: SigLIP2 docs/example errors versus a generic GLM5 report." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a packed-sequence position_ids crash and the other is an s_aux=None AttributeError for sink-less models." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to mmap OOM behavior on Strix Halo." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different architectures and failures: Gemma4 FSDP2 shared_kv_states bug vs Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert and AudioFlamingo3 token leak are unrelated bugs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but they affect different model classes and likely require separate fixes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are different problems." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is reserved-memory OOM in int4; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug is not the same as VideoPrism returning last_hidden_state in hidden_states." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 and Qwen3.5 CPU-offload rotary embedding are separate model-specific issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and failure modes: NVFP4 runtime error vs MXFP4 fallback to bf16." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different memory/loading issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 device_map mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Gemma4 FSDP2 KeyError." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 reserved-memory OOM and mmap disabling on Strix Halo are different memory-management problems." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and broken Nemotron example are related in theme but not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: output embeddings are not updated; 45276 is the broader report and 45292 is a narrower duplicate." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN/SDPA fallback are distinct issues." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but BPE-marker handling and continue_final_message behavior are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is a permissions propagation issue; the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unable to load a specific model in tests and a Qwen3.5 save_pretrained regression are different save/load problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Same surface API, but different model families and target submodules; not enough evidence for one shared underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly duplicate-like cluster is the resize_token_embeddings regression around 45276/45292, and the remaining soft-edge rejections do not overstate shared evidence. No mergeability problems are present since this is an issue-only cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "b1bfcd0caf2fe77e131b137efc8e7b33251ee9300cddcb32581b08527e7f16d5", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37791, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and the soft edges are mostly broad topical similarities rather than true duplicates. I would not merge any of the proposed pairs; the closest matches are still model-specific or bug-class-level, not the same concrete issue.", + "confidence": 0.67, + "canonical_issue_reason": "If forced to pick one representative issue for this mixed regression cluster, issue:45812 is the strongest exemplar: it is a concrete, high-impact v4\u2192v5 tokenizer regression with a broad user-facing effect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best single issue to anchor on because it describes a clear core-library regression in tokenizer output, which is more central and reusable as a representative than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both involve model-loading behavior, but one is about custom model initialization in notebooks and the other about save/from_pretrained handling of extra_state; different code paths and failure modes." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "These are unrelated torch-version regressions: one is general Torch 2.10 incompatibility, the other is a Sam3 bf16 compilation issue." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different problems entirely: missing Float8 storage lookup versus disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch for a specific model is not the same as a model failing to load; the symptoms and likely fixes differ." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in v5 is unrelated to Trainer resume_from_checkpoint computing max_steps incorrectly." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both describe training-loss shift bugs, but they affect different model families and do not clearly share the same underlying implementation path." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "A global Torch compatibility issue is not the same as an autocast dtype mismatch in a specific Phi model." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids is unrelated to a CodeLlama round-trip tokenization bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs and slow conversion to IDs are different tokenizer issues: correctness versus performance." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure are separate backend/compiler problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is unrelated to a general tokenization behavior change in v5." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading breakage is not the same as custom model initialization failures in notebooks." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is a version-wide issue, while YOLO multi-GPU device-map failure is model/runtime specific." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failures on newer torch versions are unrelated to Gemma4 PLE device placement mismatches." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline language return regression and from_pretrained-in-class inconsistency are different API behaviors." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A torch compatibility report does not match a multimodal dtype mismatch in Mistral-3." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A Qwen video-input regression is not the same as a generic mask/tensor shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compile-time non-template-node errors are distinct low-level issues." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different removed/changed pipeline behaviors and do not point to one duplicate." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong model outputs and ModelOutput key assignment bugs are separate problems." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "A tokenizer method-name conflict in T5 is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load failure and composite-config unwrapping in from_config are different serialization/init paths." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue does not match the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver non-default-resolution interpolation failures." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption is unrelated to continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These share no concrete bug: one is a reproduction issue, the other is a tokenizer conversation-format regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and different failure points in the loading stack." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Incorrect CamemBERT masked LM predictions are not the same as failing to load EMBEDDIA/est-roberta tokenizers." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device-map placement and Gemma4 multimodal 4-bit dtype casting are distinct bugs in different parts of the forward path." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "A generic single-label loss degeneracy bug is not the same as CohereASR's double-shift training loss issue." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to TimesFM's window_size attribute error." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency and mmap OOM avoidance are different optimization/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:45479|issue:46897", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:43299|issue:43931", + "issue:36032|issue:42915", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:44451|issue:44987", + "issue:43643|issue:44530", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:40990|issue:43421", + "issue:44737|issue:45859", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482" + ], + "prepared_review_unit_hash": "eed3f5dad3cccb8ff5423fa569a6931f5df117463c5e166f75dd104e151d19b4", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35983, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "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 (loading, tokenizers, audio, model init, dtype/device issues). I found no strong duplicate pairings from the soft edges.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43611 is the best anchor because it states a broad, concrete Transformers v5 loading regression and is more representative than the highly model-specific reports in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most useful global representative: clear, specific, and broad enough to serve as the cluster\u2019s canonical loading-regression issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures in different code paths: DeepSpeed/BertModel index error vs torch>=2.9 flex_attention compilation." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but one is tokenizer resolution for a repo model and the other is a specific model-loading regression for physical-intelligence/fast; not the same bug." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different loss bugs in different models/tasks; the Florence2/Moonshine pattern is not the same as the single-label classification zero-loss issue." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading issue vs a Mistral regex patch crash; same general area, different underlying problem." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated: HF init flag regression vs Canine ONNX attention dtype mismatch." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen-VL loading, but the reported failures differ: one is a v5 dev regression, the other is a weight-shape mismatch." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict vs Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; different bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other has incorrect DeepSeek-Coder tokenization; not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs Mistral3 lm_head weight tying; unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency vs Sam3 text-encoder weight loading; different models and failures." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch vs a compilation/template-node TypeError; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Mapping-name handling in add-new-model-like vs torch>=2.9 flex_attention compilation; no overlap in underlying bug." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they point to different models and different causes." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs Qwen3.5 PagedAttentionCache group-type crash; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure vs non-template-node compile error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs PagedAttentionCache linear_attention crash; same family, different code-path bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b vs runtime special-token post-processor update bug; unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but they affect different models and different mechanisms." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting bug vs Qwen2.5-VL iterable-dataset multi-image failure; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both concern v5 initialization behavior, but one is junk buffers and the other is custom model initialization in notebooks; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image Qwen2.5-VL finetuning failure vs mistral_common continue_final_message bug; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend selection problem for tensorflow vs BACKENDS_MAPPING validation error for tensorflow_text; different issues." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method conflict vs custom model init in Jupyter; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature-extraction adjacent, but the titles point to different concrete failures and there isn't enough evidence they are the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs HF initialization flag regression; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Two different tokenizer/model-loading failures for different repositories; not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF/AutoTokenizer loading breakage vs Qwen2.5-GGUF loading failure; related area, but different concrete problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45923", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43208|issue:47013", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44464|issue:45987", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:43531|issue:44877", + "issue:36032|issue:41720" + ], + "prepared_review_unit_hash": "0cfea073b09c0290ceba1a4347661a05b6ef7492bd1ae6861edf6f3d5c21bf44", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different models and transformer subsystems. None of the soft-pair candidates look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the best broad representative of the custom-model / Transformers v5 regression cluster, with a clear, general title that can umbrella related initialization breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most useful issue to keep as a reference point because it describes the general failure mode clearly and is broader than the narrower variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is a batch_decode token-skip bug and the other is an empty-transcription generation failure after align_special_tokens; different code paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Completely different subsystems and failures: template-node compilation vs GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both are loading regressions, but one is device_map/offload dequantization and the other is GGUF loading in v5; not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is sampling-rate handling in chat templates and the other is missing padding-mask support in MIMI encoding." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is not the same as a concrete Mistral regex patch crash." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both mention xLSTM, but 43208 is a bundle of three training blockers while 47013 is a specific backend/unpacking crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom/remote-code models under v5, but one is Jupyter custom-model initialization and the other is missing config_class in AutoModel.from_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config loading failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer corruption are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different models and mechanisms: batched-vs-single mismatch from padding masks versus DAC.from_latents missing STE mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are not the same underlying issue." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific repo in v5 is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and num_input_tokens_seen tracking are separate trainer concerns." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-tie bug and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config loading and init_empty_weights argument handling are different loading failures." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict and MobileLLM key error are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 wrong outputs versus OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword-argument conflict is unrelated to a repo loading failure in v5.1.0." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and StaticCache return-type mismatch are different issues." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability and image preprocessing size mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure and missing Float8 storage type are distinct quantization/loading problems." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 3n variable collision and Gemma4 multimodal dtype-cast bug are different model/code-path failures." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing on a remote-code model is unrelated to the PEFT/DeepSpeed checkpoint error." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and strict config loading for granite_speech are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer construction error and Qwen3 auto device-map CUDA assert are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43322|issue:43540", + "issue:43883|issue:44488", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:43883|issue:44991", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568" + ], + "prepared_review_unit_hash": "2bd5dc506c3e9f81a84ba4a876ab782eb0ed5a6742a4d2fedb47085bd0f2f7f8", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36079, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues. Only two soft pairs look like true duplicates: Qwen3.5 save_pretrained regression and the _is_hf_initialized/init_empty_weights incompatibility.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45216 is the clearest, most general duplicate target in the one strong Qwen3.5 save_pretrained regression pair; it states the core failure and version boundary succinctly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44291 is the strongest standalone report overall: it names a concrete failure mode, clear trigger (init_empty_weights on transformers >=5.0.0rc0), and the underlying incompatible argument precisely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/model-loading failures, but they affect different models and different code paths (Llava Next loading segfault vs Qwen3OmniMoe video ValueError)." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated failures: missing all_tied_weights_keys in Molmo versus a tokenizer/model loading problem for cjvt/sleng-bert." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video handling, but 44479 is a broad v5.3.0 video regression across several models while 45325 is a still-image temporal position_ids scaling bug in Qwen2.5-VL." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems and symptoms: _is_hf_initialized regression versus a TimesFM window_size AttributeError." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility issue versus loading noise/verbosity; no shared underlying bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and GPU syncs are not the same issue as StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint contents/keys after v5.x, with 45357 describing the same failure more specifically." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model-specific failures: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "One is a finetuning/dataset batching failure with multiple images per prompt; the other is a rope/position_ids scaling bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the concrete breakages differ: base_model_prefix loading versus non-persistent buffer corruption." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug versus compiled flex_attention failure on newer torch; unrelated code paths." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and tokenizer performance regression are different problems, even if both involve slow tokenizers in v5." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying _is_hf_initialized incompatibility: both report TypeError from code paths that pass the removed/unsupported argument in transformers v5." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention dtype issues in multimodal processing, but the affected models and mechanisms differ (preprocessor/model mismatch vs unsafe cast in 4-bit quantization)." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise is not the same as a tokenizer load failure; no shared bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a CodeLlama leading-space round-trip issue." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing blocked in eval mode is different from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are torch/init-time type errors, but the reported problems differ (_is_hf_initialized arg versus Float8 storage lookup)." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and multi-image iterable dataset finetuning are different training scenarios with different failures." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure versus Float8 storage-object TypeError; no common bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language-model benchmark is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: _is_hf_initialized breakage versus mmap OOM avoidance on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker issue versus an accuracy regression after upgrading Transformers; too broad and different in nature." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to finetuning failures with multiple images." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading under transformers v5 and Llama4Config missing pad_token_id are separate model/config problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is not the same bug as the _is_hf_initialized/init_empty_weights TypeError." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge cases. The two accepted pairs are plausibly the same underlying bugs, and the rest are rejected with model-/symptom-specific distinctions that do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:44509|issue:46909", + "issue:43482|issue:45538", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:44829|issue:45479", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584" + ], + "prepared_review_unit_hash": "23293ac7cc1a21df0447f986f4e509570c9ebeb58c5c882e4a7f10feac23d6de", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate/change match; the set is mostly unrelated single-bug reports with a few loose thematic similarities (tokenizers, Qwen/VL, offload, v5 regressions).", + "confidence": 0.91, + "canonical_issue_reason": "issue:45325 is the most concrete, code-path-specific report in the closest subgroup: it names `get_rope_index` and a precise temporal position-id scaling bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best anchor for deduping because it is narrowly scoped, reproducible, and tied to an identifiable implementation path rather than a broad symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and failure modes: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TF/backend packaging, but one is missing TensorFlow in the torch extra while the other is a runtime undefined-tf-backend error; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is ignoring `tokenizer.json` and the other is wrong token IDs for Granite models; different concrete failures." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated models and errors: PaddleOCR-VL load failure in vLLM vs TimesFM `window_size` attribute error." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they target different docs/examples and do not describe the same defect." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer max-length handling are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs model load failure in vLLM; no shared bug path." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "`ModelOutput` key assignment and non-persistent buffer initialization are unrelated internal behaviors." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading failure and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions around model loading, but one is `base_model_prefix` loading and the other is custom model initialization; too different to merge." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but the concrete bugs differ: missing padding mask support vs sliding-window all-padding NaNs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk values and `ModelOutput` key assignment are separate runtime correctness bugs." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA architecture/weights issue vs Sam3Model text encoder weights not loading; different model families and code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export check failure and bf16 dtype mismatches are unrelated failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is training with multiple images per prompt and the other is video vision-position-id handling; not the same concrete bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA missing temporal attention and Qwen3.5 visual encoder key serialization are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and nonsensical AutoModel/pipeline outputs are not clearly the same underlying defect." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen2.5-VL rope-index temporal scaling vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and zero-loss single-label classification are distinct learning-behavior bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related model family, but different code paths and symptoms: still-image temporal scaling in `get_rope_index` vs video input `vision_position_ids`." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weights missing vs inconsistent serialization of already-tied weights are different issues." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL placeholders/images, but one is finetuning with multiple images per prompt and the other is image placeholder placement in user text." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "`init_empty_weights` unexpected arg error and strict config rejection for `granite_speech` are unrelated load-time errors." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are separate model/runtime issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index position scaling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are unrelated subsystems." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export compilation failure do not share a concrete code path." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language model and Whisper empty-transcription generation failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41553|issue:43582", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:45823|issue:46821", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:42617|issue:42915", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "08ac2a514a95bb92cd76c1432cc654cd6f7af0b4fc4baf7134c2fe465e445e42", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37064, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of unrelated bugs/regressions, so I found no true duplicate cluster. All soft edges should be rejected; they share broad subsystem themes at most, not the same concrete bug.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical duplicate stands out because the set spans unrelated areas (tokenizers, multimodal configs, loading/offloading, training APIs, and performance regressions). If forced to nominate a representative, issue:43873 is the broadest loading/offloading report, but it still is not a duplicate umbrella for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the closest thing to a global representative because it is active, broad, and about loading/offloading with quantization, but it is still too general to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: video-input regression vs device-mismatch during forward." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different code paths: autocast dtype mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cuda assertion." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset issue does not match the progressive-generation bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but the concrete bugs differ: Qwen3 cuda assert vs Gemma4 PLE mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents vs forward STE mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying failure in AyaVision is unrelated to Bamba-9B-v2 torch.compile/SDPA behavior." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error message and AppleSilicon TypeError are different subsystems." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion with accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Missing BOS/EOS insertion for one tokenizer is not the same as wrong token IDs across many models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different concrete issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing effectiveness with PEFT LoRA." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one masking and tokenizer conversion slowdown are distinct bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen configs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different loading regressions." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-loading bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Specific dequantized-model offload loading failure is not the same as the broader quantization offloading complaint." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask bug is unrelated to Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel.py not running." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to Llava Next segmentation fault on load." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load-time segfault is not the same as sinq save/load breakage." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading failure for granite_speech is unrelated to tokenizer loading regression for est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature mismatch is unrelated to Qwen3Moe fine-grained FP8 loading." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map assertion and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA reserved-memory OOM is unrelated to T5 apex FusedRMSNorm memory leak." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:41720|issue:42617", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43881|issue:44488", + "issue:43550|issue:43720", + 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None of the soft pairs look like the same underlying change or defect, so all should be rejected as duplicates. The strongest single issue to represent the cluster is the trainer resume/max_steps bug (43708).", + "confidence": 0.82, + "canonical_issue_reason": "issue:43708 is the clearest, most actionable trainer-resume bug in the set, with a specific reproduction and a concrete correctness problem around `resume_from_checkpoint` and `max_steps`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43708 is the best representative issue because it is narrowly scoped, clearly described, and likely to be triaged/fixed as a distinct trainer bug rather than a vague symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: one is a perplexity regression on a specific model, the other is a tokenization/version discrepancy." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Different areas: batched video processor output shape vs 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unrelated to dtype mismatch in inference wrappers." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: a dummy Conv2d in Sam3PixelDecoder vs missing text encoder weight loading in Sam3Model." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Regression about processor/tokenizer API compatibility is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both affect generation/cache logic, but one is beam-search reorder omission and the other is a static-cache seq-length tensor/device bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram error in MoE is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures 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tokenizer/model bugs: loading a specific BERT vs XLMRobertaTokenizer passing the wrong vocab type." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are runtime issues, but SDPA+compile failure and CPU-offload device mismatch are separate code paths." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal/tokenization bugs: LayoutLMv2 NER batching vs OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 are unrelated to incorrect visual encoder keys in Qwen3.5 serialization." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are load/config issues, but one is FineGrainedFP8 on Qwen3Moe and the other is device_map offload for dequantized models." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision preprocessing/model-input bugs: OmDet-Turbo expects 224px, Perceiver fails on non-default resolution despite interpolation." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError is unrelated to YOLO multi-GPU device_map auto loading." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are unrelated training problems." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention multi-device model execution, but one is Qwen3 auto device mapping cuda assert and the other is GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE is unrelated to a missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different serving regressions: one is a multimodal continuous-batching `.to` error, the other is Gemma4Processor missing `_tokenizer`." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both are serve/cache related, but the bugs are distinct: KV continuation indexing vs cache seq-length tensor arithmetic." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 loading and pipelines import dependency validation are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under auto device_map." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + 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well-discussed, and broad enough to serve as a canonical tracking ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature breakage vs Qwen3 auto device mapping CUDA assert; different code paths and symptoms." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/compiled execution, but one is chunked-generation output inconsistency and the other is a static-cache seq-length tensor bug on non-CUDA backends." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + }, + { + "left": 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"issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization differences across versions and FP8 weight_scale application are unrelated change/problem areas." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT reduce_labels output truncation and Molmo tied-weights metadata are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault are different model/load-path problems." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error for a CLIP model and progressive generation with inputs_embeds/past_key_values are not the same defect." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as the T5Tokenizer add_special_tokens load-time attribute conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor void-segmentation handling and BarkProcessor voice_preset behavior are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different failure modes in different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and docs mentioning removed pipelines are both documentation-ish but not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and unwrapping text_config in composite multimodal configs are separate model-configuration bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing ValueError in Qwen3OmniMoe is distinct from Qwen3VL weight_only load 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from_pretrained behavior inside Python classes are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning and undefined variables in the video token-count branch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:43531|issue:44589", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:43531|issue:45923" + ], + "prepared_review_unit_hash": "0ed3e2a137754f7db66bce7f4c6728cdc128fe41e2d90f0c3cd8114b6dca2cfb", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36640, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated single-issue reports across different models and subsystems. None of the soft pairs are close enough to treat as the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If a single issue must act as the cluster representative, #43873 is the best fit: it is open, broadly scoped around offloading/quantization behavior, and has the strongest discussion/reference signal among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the most useful anchor for triage because it is active, well-scoped enough to be actionable, and sits near the broader offloading/quantization theme that appears in a few nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both mention loading/offload failures, but one is a Bark CPU offload device mismatch and the other is a BitNet packed-weight loading bug; different models and code paths." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window-related settings, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are different components and failures." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are separate model-specific problems." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch for Bark is not the same as BigBirdTokenizer special-token registration/decode failure." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window configuration in Qwen3-MoE is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels is a distributed batching bug, not the SAM3 text/bounding-box behavior issue." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "One is config unwrapping for composite Qwen multimodal models; the other is rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they affect different models and there is no clear shared code-path bug from the titles alone." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and static-cache seq_length arithmetic are different failures." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrectly saved visual encoder keys and missing text encoder weights are both checkpoint-loading/saving themed, but they are distinct bugs affecting different parts of the composite model stack." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression and a PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is a tokenizer construction bug, while ScandiBERT loading failure is a separate model-specific issue." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num-label propagation into text config and zero-loss single-label classification are connected thematically but not the same underlying defect." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different problems." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are separate training/runtime issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc-example mistakes/quantization failure and OmDet-Turbo processor size mismatch are different model-specific bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-map cuda assert and T5 apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning is not the same as incorrect visual-encoder key saving." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter checkpoint loading and sinq quantized save/load breakage are different checkpointing paths and failures." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and T5 apex memory leak do not share an underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking and trainer.evaluate after trainer.train are different trainer behaviors." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding calculation and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and losing custom token IDs on save/load are both tokenizer-state issues, but they are distinct bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both touch loading/offloading/quantization, but one is PEFT local checkpoint loading and the other is a broader quantized offloading issue; not the same code-path problem." + }, + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing supports_gradient_checkpointing on Nemotron-3-Nano-Omni are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45507", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:42886|issue:44843", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:44514|issue:44545", + "issue:39692|issue:43493", + "issue:43526|issue:43881", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:45507|issue:46858", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43596|issue:44220", + "issue:43653|issue:43720", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:46829|issue:46832", + "issue:45381|issue:46693" + ], + "prepared_review_unit_hash": "425ee2a71dafaa613f2b2111553d3159ce910afe8bacefb7177c9b0869f85299", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one clear duplicate pair appears: the two Qwen2_5_VLProcessor.apply_chat_template batched padding=False reports. The other soft pairs share broad subsystems or model families but not the same concrete bug/change, so they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44514 is the earliest exact report of the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, so it is the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the clearest representative of the exact duplicate pair and directly names the concrete crash scenario.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but one is cache loading and the other is a mistral-regex patch bug; different code paths." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated failures: segmentation map processing vs an import error for GenerationMixin." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special tokens, but one is a runtime post-processor update feature and the other is a BigBirdTokenizer decode bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; later report is a duplicate." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a docs/example problem and the other is an implementation discrepancy with JAX; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: BEiT label reduction vs glm-4v-9b loading." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both report bad outputs, but on different models and different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to an ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "use_cache correctness regression vs an error-message bug in T5 decoder validation; not the same issue." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is from_pretrained weight_only loading and the other is video position ids in a different model." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is a tokenizer loading crash and the other is a codec-handling regression/warning issue." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different numerical/runtime problems in unrelated models: AMP crash vs ONNX export dtype mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Shared tokenizer wording, but one is special-token post-processing and the other is NER padding/truncation crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs an unrelated Hub API forwarding bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to a quantization offloading bug." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "Different cache/model-call failures; no shared concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated model-output/documentation issue vs ONNX fp16 export dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Both are model-loading/compression issues, but they affect different architectures and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs long-ocr index error; same area only at a very broad level." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/model failures: Bamba compiled SDPA vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel Zero3 init index error vs an audio feature extraction bug; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Special-token decode bug vs BitNet packed-weight loading failure; different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to the sleng-bert loading failure." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 config propagation bug is unrelated to Canine ONNX fp16 attention dtype issues." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both concern Qwen video input, but one is a processing ValueError and the other is chat-template feature/token alignment." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different vision-model forward/output bugs with no shared concrete failure." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs is unrelated to FA2 long-context performance regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair (44514/44545) is an obvious duplicate from the titles and dates, and the other soft-pair rejections are appropriately cautious given the limited evidence. No overstatement or mergeability issue is apparent here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46665", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:45987|issue:46829", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:43335|issue:43756", + "issue:44488|issue:47020", + "issue:43550|issue:43819", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:45987|issue:46932", + "issue:34634|issue:36010", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44008|issue:46858", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:44991|issue:47020", + "issue:44991|issue:46291", + "issue:45183|issue:45479", + "issue:44561|issue:45020", + "issue:43606|issue:45072", + "issue:43644|issue:43749" + ], + "prepared_review_unit_hash": "32356a8a79a4cde63d9f96d5fd90bc13c5f512f9f757e7f4d5aa8628914417af", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36313, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are only loosely related by subsystem or version regression, not the same concrete bug. I found no soft-edge duplicates worth merging; the broadest issue in the set is the remote-code regression umbrella, but it is still not a safe duplicate target for the others.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the broadest and most representative issue title in the set: it captures a general regression class ('recent transformers versions break models using remote_code') rather than a narrowly scoped single-model symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue candidate because it is the most general umbrella and most likely to serve as the cluster anchor; the rest are mostly model-specific or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading/model initialization, but they describe different failure modes: base_model_prefix regression vs inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different breakages: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for est-roberta." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated code paths: fbank feature extraction issue vs add-new-model-like failure in tokenizer mapping names." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems entirely: image processor segmentation-map handling vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Cache sequence-length type regression and VideoPrism output-field misassignment are separate bugs." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration issue and DAC latents/STE mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different failures in different model families; no shared concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-configuration oddities, but the sparse-layer creation bug and RoPE-layer drop are distinct changes." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizer loading, but the titles point to different root causes and different tokenizer implementations." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC from_latents missing STE." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 output-regression reports, but on different models and different output semantics; too broad to treat as the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields with trust_remote_code and strict-config rejection for granite_speech are different config-loading problems." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Both touch cache/casting behavior, but one is a sequence-length contract bug and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function, but distinct bugs: unconditional model_info() offline call vs backend_tokenizer attribute assumption." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision and static-cache seq-length device-tensor bug are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and FastSpeech2Conformer tokenizer loading failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma3n attribute collision are separate issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4-vs-v5 output regressions, but they affect different models and likely different fixes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure and Kosmos2.5 long-input index error do not share the same underlying bug." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the titles indicate different tokenizer classes and different failure modes." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a model and kernels v0.15 pipeline import requirement are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and degenerate zero-loss classification behavior are separate bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "They are related at a high level, but 45020 is only a broad umbrella and does not clearly denote the same concrete root cause as the specific is_torch_fx_available removal regression." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch in inference are different failures." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading breakage are unrelated regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846", + "issue:47217" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43716|issue:44008", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:45003|issue:46285", + "issue:43262|issue:47217", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "447d555ba9aa48f081bbef6e3901768425ee45c65195f3059d9baaa7395bf591", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36185, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer, multimodal processor, training, loading, dtype, and backend issues. I don\u2019t see any soft pair that clearly describes the same concrete bug or change, so no duplicate merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue stands out: the items are too diverse and none of the candidate pairs is clearly the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and failures: Llava Next loading segfault vs an MPS histogram dtype/ops error." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both are tokenizer-related, but one is about runtime special-token/post-processor updates and the other about Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and bugs: BLIP2 dtype propagation vs Video-LLaVA missing temporal attention/shared weights." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both involve VL inputs, but they describe different models and different failure modes (video regression vs OCR long-input index error)." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated code paths: torch.compile/SDPA failure vs bfloat16 dtype mismatches in different models." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen issues, but one is a weight_only loading error and the other is a flash-attention generation problem." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different problems: mask/label shape mismatch vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs issue around pipeline removal; the other is a model output quality problem with AutoModel/pipeline." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different domains: Qwen video template token mismatch vs T5 decoder-input validation messaging." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to stale config dtype after from_config()." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different training/inference paths: gather_for_metrics label truncation vs Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3 variants, but one is a weight shape mismatch and the other is a TP plan/linear_attn omission." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer spacing after added token may be related, but the second issue is broader and does not clearly identify the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: image-preprocessor dtype mismatch vs a Gemma3n forward variable collision AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions in Qwen-family models, but they point to different models and different root causes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: image-size mismatch in OmDet-Turbo processor vs dtype mismatch in other models." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading mechanisms: FSDP CPU RAM efficient loading vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch reports." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model initialization contexts, but one is a v5 notebook/custom-model breakage and the other is from_pretrained inside Python classes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to pipeline removal, but one is an error message and the other is documentation still referencing pipeline; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization-version behavior changes may affect CamemBERT, but the titles do not indicate the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend dependency packaging vs a Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: BLIP2 dtype propagation vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to CLIPTextModel structural changes." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio apply_chat_template sample-rate defaults and VL image-placeholder handling are different processor bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to DAC.from_latents/forward mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:44589|issue:45042", + "issue:46697|issue:46728", + "issue:43742|issue:45020", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43746|issue:44811", + "issue:43329|issue:45600", + "issue:42490|issue:43257", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "2c5dddd3701271026f48c80ff7277219836b5b54f247024ef74b07ae77e47da9", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36233, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: these are mostly distinct, model-specific bug reports and compatibility regressions. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45020 is the broadest, most generally framed compatibility regression in the set, so it is the best representative issue if one must be chosen; however, the cluster does not contain a clear duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 has the widest user impact and the most general wording, making it the most plausible representative for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both involve Gemma4 embedders, but one is a memory-heavy one-hot position embedding implementation and the other is a dtype-casting bug for quantized embedders; different code paths and fixes." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird tokenizer special-token registration and MXFP4 quantization fallback are unrelated problems." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are vision-language model issues, but one is a from_pretrained weight_only load failure and the other is a RoPE temporal \u0564\u056b\u0580 position scaling bug; not the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "An FP8 storage lookup error on Apple Silicon is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both touch image preprocessing, but one over-pads divisible inputs and the other miscounts image patches for a specific resolution heuristic; not the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading one model is not the same as the broader remote_code loading regression." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "One is an MPS allocator warmup TypeError; the other is a CUDA AMP loss crash in a specific model." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common-related loading/processing, but one is an import error for ReasoningEffort and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are distinct compatibility issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are separate API regressions." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL/torchvision backend requirements are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and multimodal token counting bugs are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "A label-reduction bug in BeitImageProcessorFast is not the same as RTDetrV2 output drift in v5." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and a tokenizer loading regression for est-roberta are separate loader issues." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "A missing TensorFlow backend in the torch extra is unrelated to kernels v0.15 import-time requirement failures." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training on a non-pretrained Bert model and evaluate-after-train behavior are different trainer/runtime problems." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig custom token ID persistence are unrelated model-specific bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading crashes, but one is a Mistral regex patch hitting a missing backend_tokenizer and the other is Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "They both mention tie_word_embeddings warnings, but one is an incorrect tied-weights warning in Qwen3-Next while the other is a user-facing warning for expected untied Qwen3.5 fine-tuning." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT-adapter checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal token-counting video bug and stale auto_mappings references are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A local-path trailing-slash import warning and Qwen3 MoE weight conversion failure are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and an MPS attention correctness issue with differing head dims are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-generation problems, but GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation failures are different model/code-path issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47050", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:43262|issue:44811", + "issue:38175|issue:44610", + "issue:45859|issue:47050", + "issue:45200|issue:47254", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43257|issue:43696", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:44912|issue:47145", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:44387|issue:44617", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:43749|issue:44756", + "issue:45859|issue:47254" + ], + "prepared_review_unit_hash": "e72c94f68f7ed0c4237c7b17712eedc189b2e152942da01ba07b62bc687c3a80", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35544, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of false-positive topical matches: loading/config bugs, tokenizer issues, multimodal/video regressions, quantization problems, and training-state bugs are mixed together but do not share the same concrete root cause. I would not merge any of the soft pairs.", + "confidence": 0.42, + "canonical_issue_reason": "issue:43329 is the most concrete, code-path-specific bug in the set: it names an explicit undefined-variable failure in the video branch of `_get_num_multimodal_tokens`, which is a clear actionable defect and the closest thing to a real subcluster here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the strongest representative issue because it has a specific failing code path, a clear symptom, and enough detail to stand as a canonical reference for the video-tokenization subtheme. It is still not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/loading bugs, but they affect different APIs and different failure modes: missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` vs not unwrapping `text_config` in `AutoModelForCausalLM.from_config`." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and symptoms: audio chat-template sampling-rate defaulting vs Whisper `batch_decode()` ignoring `skip_special_tokens`." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models, but one is about unexpected zero probabilities in SigLIP2 and the other is a processor/model input-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different models and code paths: CPU offload incompatibility in Qwen3_5Moe rotary embedding vs ONNX fp16 dtype mismatch in Canine attention." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning defaults for `mm_token_type_ids` is unrelated to a PEFT + DeepSpeed ZeRO-3 checkpointing failure." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both mention model examples/quantization, but one is a documentation example with processor/model mismatch and quantization failure, while the other is a specific MXFP4 loading fallback bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video/VLM regressions, but `43329` is a specific undefined-variable bug in multimodal token counting while `44479` is a broader regression across several Qwen video models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video inputs, but one is a token-counting code defect and the other is an input-shape bug in video processors." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: weight conversion with accelerate+deepspeed vs tensor shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion failure is unrelated to a gpt-oss-20b CUDA OOM." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failure classes: FineGrainedFP8Config support vs a key error while loading MobileLLM." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "`init_empty_weights` argument handling is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count bookkeeping is unrelated to high perplexity in a model evaluation run." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both concern quantized loading, but they are different formats and bugs: MXFP4 fallback to bf16 vs FP8 frozen checkpoints missing `weight_scale` application." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "A Qwen3Moe FP8 config failure is unrelated to `AutoImageProcessor` URL loading." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to `TrainerState.num_input_tokens_seen` not updating." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is an int4 quantization memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention hidden errors, but they are different mechanisms and different call sites: protobuf decode fallback vs a bare `except` in Fuyu tensor conversion." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is `max_cache_length` being ignored except for quantized cache." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The title `ADD THE DATA` is not a technical bug report and does not match the isolated reproduction of issue 38071." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` in `Llama4Config` is unrelated to a pipelines import failure caused by `kernels` version/revision requirements." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing in the environment for `AutoModel` is unrelated to the Bart `generate()` decoder attention mask unbound-local error." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading `physical-intelligence/fast` on transformers>=5.1.0 and CLIPTokenizer `model_max_length` being `10**30` are different tokenizer/model-loading bugs." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "A missing PyTorch dependency error is not the same as a version-specific failure loading Llama 3.2 90B Vision Instruct." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels import-version requirements are separate dependency issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal, but one is a Qwen3OmniMoe video-input processing error and the other is a DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is broken FSDP CPU RAM efficient loading and the other is an mmap-related OOM workaround on Strix Halo." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding is unrelated to PEFT + DeepSpeed ZeRO-3 checkpoint 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": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020", + "issue:47254" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43454|issue:43577", + "issue:45137|issue:45405", + "issue:39379|issue:44554", + "issue:45081|issue:47020", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:28282|issue:29127", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44857|issue:46832", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:43582|issue:47254", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:45538|issue:46869", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44849|issue:45701", + "issue:42175|issue:44488", + "issue:43577|issue:46512", + "issue:44291|issue:44821", + "issue:43540|issue:44560" + ], + "prepared_review_unit_hash": "394f2e66c2bfec4065b929fd787046bb927c12a9cfda7089d143f82bcee4aaae", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36128, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues across tokenizer, model-loading, training, vision, and distributed-runtime paths. The soft pairs share broad themes at best, but none look like the same concrete bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits: the set is heterogeneous, and none of the soft pairs are true duplicates of the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a canonical representative because the items span many unrelated failure modes rather than one coherent problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS handling and the other is a Kimi-K2.5 codec/fix_mistral_regex regression; different code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "CLIP bus error on macOS is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "One is packaging/backends for tensorflow, the other is a missing Qwen2.5-VL import; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are different bugs in different model families." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and the MPS attention value-head-dim correctness issue are distinct attention-path bugs." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizers, but the Mistral regex patch crash and XLMRoberta Unigram init error are separate model-specific failures." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight tying in Mistral3 generation and LoRA merge with extended vocab are different mechanisms and failure modes." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained visual-key corruption are unrelated model-specific regressions." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import failure is unrelated to the LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle behavior after train is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key error and init_empty_weights/_is_hf_initialized TypeError are separate loading-time bugs." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RTDetrModel feature-level mismatch are different DETR code paths." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression in several VL models is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer model_max_length are unrelated issues." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to PEFT + DeepSpeed ZeRO-3 checkpointing failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication and est-roberta tokenizer loading are not the same underlying tokenizer bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape error is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta + Flash Attention 2 is unrelated to missing PyTorch installation." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max-length default and YOLO auto device-map failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and FSDP CPU RAM efficient loading breakage are different distributed/runtime problems." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file tokenizer/model loading failures and Apple Silicon allocator warmup TypeError do not share a concrete root cause." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen3-family, but auto device mapping cudaErrorAssert and video-input ValueError are distinct issues." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Tensorflow backend packaging and loading cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype remaining float32 and from_config leaving config.dtype stale are related only loosely by dtype, but they are different code paths and symptoms." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen3 video inputs, but one is a ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-VL embedding; not clearly the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:45672|issue:45674", + "issue:43577|issue:45072", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43906|issue:46468" + ], + "prepared_review_unit_hash": "bd4bca816de740866f6f98e75eb41854fc791643d6d9c42b900b1e143a5ec863", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35826, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports. A few share broad themes (Qwen/video, tokenizer regressions, 4-bit inference), but none of the soft pairs look like the same concrete bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue cleanly represents a duplicate set here; if forced, issue 44479 is the broadest and most detailed regression report among the near-matches, but the cluster is really a grab bag of distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest standalone issue report because it describes a specific, user-visible regression with a clear affected surface and broader model impact than the other near-matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different problems: one is model loading failure for a specific repo, the other is a hub API regression in revision forwarding." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but they affect different model families and do not point to the same code path or fix." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Overlapping Qwen video context, but 44479 is a broader multi-model regression while 45381 is a narrower Qwen2.5-VL position-id bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "One is TrainerState bookkeeping, the other is a breaking Trainer callback signature change; unrelated failures." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related errors, but they fail in different parts of the loading path with different root causes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model issues; no evidence they stem from the same underlying bug or patch." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but on different architectures with different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer regressions, but one is about special-token addition and the other about ByteLevel vs Metaspace behavior for a different family." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor dependency regression versus a Mistral tokenizer patch crash; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with different error classes and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different Qwen/SmolLM model-specific bugs; one is conversion with accelerate/deepspeed, the other is RoPE layer count mismatch." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a model-structure issue and the other is a kernel registration error; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model variants and different rotary-position bugs." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump issue and a stale auto-mapping reference are distinct maintenance problems." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet device-placement performance bug versus T5 decoder-input validation messaging; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and different symptoms; no shared code-path evidence." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-mapping bug versus T5 error-message bug; not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and underlying tokenization behavior differ." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is only an isolated reproduction of another issue; the other is a performance regression with FA2 and long-context generation, with no clear identity match." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Different training/generation failures with no shared root cause." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "One is config propagation for Qwen3.5 labels, the other is strict config handling for granite_speech." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both hit 4-bit inference, but one is a torch.finfo uint8 error in audio modules and the other is a BitsAndBytes skip-module regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype mismatch bugs in different models and inference paths." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "A gguf_file loading regression is not the same as a specific model failing to load." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing failure versus generation-performance regression; unrelated subsystems." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Environment/import error versus Trainer broadcast type error; different failure classes." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No evidence the isolated reproduction matches the broken Nemotron example; different reported symptoms and scope." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:46463|issue:46899", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:44737|issue:45588", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43643|issue:45375", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:45357|issue:45920", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:43819|issue:44811", + "issue:29159|issue:33357", + "issue:44857|issue:47000", + "issue:45372|issue:46170", + "issue:43761|issue:46829" + ], + "prepared_review_unit_hash": "6dd0ecfb066e95c0933cd61813cc66f447baa84bd4c78f0b0953668d60c0a942", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35502, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model- and tokenizer-specific bugs. The broadest representative is the multi-model tokenizer regression, but none of the soft-edge pairs look like true duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the broadest, most central regression here: it affects tokenization across multiple models and is the best representative anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest triage target because it is multi-model, clearly regression-framed, and likely to attract the most relevant follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different code paths: one is GPTNeoX config reload behavior, the other is rope-validation type handling." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-shape bugs, but for different models and different output fields; not the same underlying defect." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "FSDP shared-state rebuilding and tensor-parallel plan omissions are distinct implementation bugs." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Unrelated subsystems: T5 decoder-input validation versus Gemma4 multimodal quantization/dtype casting." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is not the same as a sequence-classification zero-loss issue." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different failures in different paths: RTDetr inference mismatch versus Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation and flash-attention sinkless-model handling are unrelated bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a translation-model v5 issue; too broad to merge." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer evaluate-after-train are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Config-field loss via trust_remote_code is different from a specific Qwen3_5MoeVisionConfig field dropped by strict filtering." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and Perceiver non-default-resolution interpolation are different bugs." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input validation do not share a code path." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve save/load behavior, but one is Qwen3.5 visual encoder keys and the other is tokenizer ID corruption across models." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Two tokenizer-loading failures, but for different tokenizer classes and distinct failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token registration and MLuke tokenizer task AttributeError are unrelated tokenizer defects." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are separate training/runtime bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantization save/load breakage are not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability outputs and processor.tokenizer/image-passing regression are different symptoms in different paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and offline mistral regex patching are unrelated AutoTokenizer issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are distinct model-loading/attention problems." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver interpolation failure are unrelated vision-model bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are different code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and MacOS bus error in CLIP are not the same defect." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss crashes, but the reported failure modes and likely code paths differ." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 mistral_common import failure is unrelated to Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern hidden-state outputs, but they affect different models and different output structures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:44821|issue:46821", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:42898|issue:46491", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:44484|issue:44704", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:44734|issue:46612" + ], + "prepared_review_unit_hash": "de0b5602563b595884eda292122a2ddc4c0bd8e9cfd8fa3104486e7c2aadd407", + 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None of the soft pairs look like the same underlying bug, so all candidate merges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to choose one, issue 43646 is the broadest umbrella report here ('Transformers 5.0.0 breaks custom model initialization') and best represents the cluster\u2019s general model-init/regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most general and representative of the set; the rest are narrower, model-specific regressions or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failure modes: Llama4 config attribute error vs DiffusionGemma pipeline output issue." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug and T5 apex RMSNorm memory leak are unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor/tokenizer image handling and the other is Kimi-K2.5 codec/warning behavior." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend/import issues, but they target different missing backend situations and different error paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and tokenization changes across versions are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer implementations and symptoms: BigBird special-token registration vs mDeBERTa BOS/EOS insertion." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level handling and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer selection and Sam3 text-encoder weight loading are different model-specific defects." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic custom model initialization breakage is separate from FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration and DiaConfig save/load token-ID loss are different layers and failures." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size attribute access are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as Qwen3.5 recurrent-state reset in cache mode." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in tokenizer patch and est-roberta tokenizer loading failure are distinct regressions." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and CodeLlama leading-space round-trip loss are different tokenizer behaviors." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models and num_labels propagation in Qwen3.5 are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are not the same underlying issue." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVision hidden_states omission and xLSTM return_last_states crash affect different models and APIs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file tokenizer/model loading and Blip2 dtype mismatch are unrelated loading-vs-dtype problems." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention multi-GPU training, but one is a Trainer broadcast TypeError and the other is a Qwen2-VL training issue." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are different persistence bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence from remote implementation are separate model issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A documentation/API question about shard size is unrelated to AutoProcessor kwargs not being forwarded." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert under auto device mapping and chunked generation output inconsistency are different failures." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation bugs, but one is compiled-forward chunked generation and the other is flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba-9B-v2 torch.compile/SDPA failure do not share the same code path." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during evaluation is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are different generation internals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46693", + "issue:46710", + "issue:46846", + "issue:47254" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43504|issue:43720", + "issue:45405|issue:47254", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44625|issue:45584", + "issue:44514|issue:45290", + "issue:43643|issue:44561", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44977|issue:46209", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:45823|issue:46050", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:46209|issue:46710" + ], + "prepared_review_unit_hash": "c4315505c3b7b87421d5d2587d55f202b7924b6de702f7452cf7a37c1cf40c2f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35917, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is too heterogeneous for duplicate consolidation: it mixes unrelated tokenizer, config, model-loading, training, quantization, and pipeline regressions. I did not find any soft-edge pair that clearly describes the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue: the items span multiple unrelated failures, and the soft links are only broad thematic similarities rather than true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, issue:43611 is the broadest v5 regression report, but it only fits the model-loading subset and not the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different problems: Qwen2-VL multi-GPU training vs a CustomTrainer signature mismatch. Same training area, but not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated failures: BEiT legacy preset loading vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "Different scope: a PEFT version pin mismatch vs a checkpointing error with PEFT + DeepSpeed ZeRO-3 + gradient checkpointing." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading failure and DiaConfig save/load token-ID loss are separate code paths and separate models." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Different subsystems: Qwen3VL from_pretrained weight-only loading vs FA2 long-context generation performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base model prefix loading regression and Qwen3.5 TP plan omissions are different bugs in different loading/runtime paths." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated issues." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field preset-loading failure in BEiT is not the same as OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token-related fields, but they affect different config classes and model families; too broad to treat as the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the unreleased PEFT version bump." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are separate model-specific bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the failures differ: batched padding=False crash vs tool-call assistant message crash." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Trust-remote-code missing fields and removal of is_torch_fx_available are different breakages with different roots." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to a MacOS bus error in a CLIP model." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are distinct hardware/model issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window all-padding behavior and the other is classification-head NaNs after checkout/init; not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch in forward is unrelated to sinq quantized model save/load corruption." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are not the same as a runtime regression in processor.tokenizer/image handling for custom models." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling in Ministral is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are different API/model bugs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to gradient growth under DeepSpeed ZeRO-3." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient inflation are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "dtype mismatch in evaluation and resume_from_checkpoint key mismatch are different regression classes." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization inconsistency are separate v5 regressions." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 and accuracy regression after upgrade are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46489", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:44568|issue:46489", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44849|issue:45357", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44849|issue:47145", + "issue:43844|issue:44964", + "issue:44464|issue:45584", + "issue:46399|issue:46846", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:43937|issue:46701", + "issue:44869|issue:46752" + ], + "prepared_review_unit_hash": "a5ea1408832bcfdc9d9afb6fe1e2a2762cebeec375ba5e4b7b477c00cf071f83", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36655, + "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 highly heterogeneous; the soft pairs share broad themes like tokenizers, model loading, quantization, and CI failures, but none look like the same concrete underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated regressions across different models and subsystems, and the soft pairs are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there is no clearly representative issue for the whole cluster because the pairs are mostly broad-similarity false positives.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and appear to have different root causes." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different models and different failures: saved token IDs/index error versus task-time AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is a TP/OOM model-loading bug; the other is a dependency/version bump problem." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer output regressions, but they are model-specific and not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated symptoms and subsystems: MacOS bus error on CLIP versus Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different code paths: Qwen3.5 hidden-state handling versus FP8 inference on B200." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both are load-time issues, but one is a specific model load failure and the other is an offline regex/network regression." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related regressions, but the underlying causes are distinct config fields versus an unexpected init argument." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id and the other is text_config unwrapping." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading and CPU offload device mismatch are unrelated bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import error for a missing model class versus storage/type mismatch at runtime; not the same issue." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failure modes: TimesFM attribute access versus RT-DETR forward shape handling." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is hidden-states behavior and the other is save_pretrained key serialization." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: float8 storage lookup and flash_attn import handling on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config/loading regressions, but they concern different missing fields and unrelated model families." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Unrelated topics: category cardinality limit versus an accuracy regression after upgrade." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both mention structural/key mismatches, but the affected models and fixes are different." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model issues: legacy field loading versus special-token registration and empty decode output." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real CPU offload device mismatch; the other is a stale CI test artifact." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different model code paths and different runtime failures; both are dtype/forward issues only at a very broad level." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Hidden-states bug and FP8 weight_scale loading bug are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training instability with ZeRO-3 is unrelated to a multimodal model loading error." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation failures with different triggers: compiled forward versus empty transcription alignment." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Separate Qwen3.5 bugs in different subsystems: kernel registration versus TP plan coverage." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs and unexpected key warnings are not the same code-path issue." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization, but one is offloading behavior and the other is save/load corruption." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency and Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation and DiffusionGemma pipeline failure are different bugs." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Different edge cases in different features: Whisper timestamp decode versus chat template on empty input." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43381", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:42947|issue:43381", + "issue:45084|issue:45520", + "issue:45200|issue:45229", + "issue:42490|issue:43696", + "issue:45229|issue:45823", + "issue:45588|issue:46050", + "issue:15354|issue:38175", + "issue:47013|issue:47254", + "issue:43493|issue:43701", + "issue:44554|issue:45446", + "issue:29942|issue:30333", + "issue:41720|issue:46710", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "e1c5751ed1514a267a48fe37ecc320036ce1c30c16ec51ebb99d9cfcbf44be18", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35768, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers bugs; none of the soft pairs look like true duplicates, and there are no PRs to merge.", + "confidence": 0.18, + "canonical_issue_reason": "If a representative issue is required, issue 45229 is the most substantial/high-activity runtime bug here, but the cluster is too heterogeneous for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 has the richest discussion and a concrete failure mode, so it is the best stand-in for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token accounting." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about LoRA inefficacy and the other about eval-mode usage; different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compile-time template-node error and a flash-attn import KeyError are unrelated failure modes." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 token-type defaults for fine-tuning is separate from Gemma4 multi-GPU OOM during inference." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss OOM are not the same code-path problem." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but OOM on multi-GPU inference and device-mismatch with auto device_map are distinct issues." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention sink-less crash and sinq save/load breakage involve different subsystems and symptoms." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM state unpacking bug is different from PEFT+DeepSpeed checkpointing failure." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention version-check import issue are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and MLFlow reporting on failed jobs are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is not the same as a post-upgrade accuracy regression." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 memory overflow are distinct model issues." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attn generation failure and DiffusionGemma pipeline failure are different code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both affect serve, but one is multimodal continuous-batching and the other is KV-cache continuation indexing." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_supports_window_size import failure and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape bug are separate multimodal processing issues." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "A flash-attention generation bug is not the same as an accuracy regression after upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in CI and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention s_aux handling and AutoModelForCausalLM text_config unwrapping are different fixes." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and rope-parameter JSON list type error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "processor.tokenizer regression and offloading/quantization behavior are not the same underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and TimesFM window_size AttributeError are unrelated config issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3Omni video processing ValueError and Gemma4 mm_token_type_ids defaults are different problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batching and return_tensors being ignored are distinct tokenizer behaviors." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and DeepSpeed ZeRO-3 gradient inflation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:43572|issue:44987", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43262|issue:43450", + "issue:43653|issue:44112", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:43950|issue:46285", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:44792|issue:45563", + "issue:45200|issue:46932" + ], + "prepared_review_unit_hash": "bf1e1b221609e9b38fdbfae0c1c3a140160a33207bff6e41ec297cac7fdd7d99", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36793, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster; I only see one strong duplicate pair around Gemma4 quantized multimodal embedders. The rest differ in model, symptom, or code path and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:46899 is the best representative issue: it gives the clearest, most concrete reproduction and root-cause framing for the Gemma4 4-bit quantization dtype-cast bug affecting multimodal embedders.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46899 is the strongest standalone issue in the set because it is detailed, specific, and tied to an actionable code-path bug rather than a vague symptom or test failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs processor output-size mismatch." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated problems: batched video processor shape vs tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Different code paths: Gemma4 PLE device placement vs return_tensors being ignored." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is separate from a model-loading failure for physical-intelligence/fast." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate mask initialization bug is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Import key error for flash_attn on Python 3.13 is unrelated to tensorflow_text backend mapping." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different subsystems." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is missing mm_token_type_ids defaults and the other is a device mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning is unrelated to the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression is not the same bug as the SigLIP2 JAX-vs-HF mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors are unrelated to return_tensors being ignored." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zero assistant masks and the other is a crash on tool-call messages." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to a Qwen2.5-VL import error." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing and embedding reinitialization are different bugs in different parts of the stack." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency of lm_head.weight is not the same as LoRA merge collapse after vocab extension." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange bug is unrelated to the CohereASR training-loss double-shift issue." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape are different processor bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to a GraniteSpeech CI test failure." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing Qwen2.5-VL import symbol is unrelated to DeepSeek detokenization regression." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale config.dtype after from_config are different load-time issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they are model-family-specific load failures and not clearly the same defect." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2Conformer is separate from Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIPTextModel structure changes." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to return_tensors being ignored." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 multimodal default-mask behavior and Gemma4 4-bit dtype-cast failure are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "mm_token_type_ids defaulting and quantized embedder dtype casting affect different parts of Gemma4 processing." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same underlying Gemma4 multimodal quantization bug: unsafe dtype casting in vision/audio embedders, with one issue phrased as the failure and the other as the fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:44995", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:44206|issue:45584", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:38175|issue:45412", + "issue:44995|issue:46858", + "issue:46424|issue:46858", + "issue:43335|issue:43504", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:44448|issue:44743" + ], + "prepared_review_unit_hash": "1640b79cb48a28dc6900cd60d74e636bee9913519d8cc853176e05957e9beff4", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is very noisy: the soft-similarity pairs mostly link clearly different bugs, regressions, or docs issues, so I rejected all proposed duplicates. The most central issue by linkage is the SwitchTransformers sparse-layer bug, but the cluster overall does not look like a single tight duplicate family.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43335 is the most connected item in the soft-pair graph and is a concrete, reproducible code bug rather than a docs/version mismatch or a vague environment issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43335 is the strongest representative because it has the clearest underlying code-path failure and the widest apparent overlap with other nearby soft-similarity candidates, even though most pairs are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failures: Perceiver resolution handling vs RT-DETR memory reclamation." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent conversion bug is unrelated to a stale CI test/device override failure." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config creation bug and Bamba torch.compile/SDPA failure are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 text-only token IDs issue is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are runtime failures, but one is auto device mapping cuda assert and the other is FP8 inference on B200; not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing utilities in v5-era code, but they are different symbols and different compatibility breaks." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and AMP CUDA crash are separate failures." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation issues, but they cover different pipeline APIs and different behavioral mismatches." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length arithmetic." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr AMP crash and D-FINE auxiliary-loss omission are unrelated training bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different subsystems." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attn helper is not the same as a Torch 2.10 compatibility report." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but one is metric gathering on the last batch and the other is Beit image processor label reduction." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping is unrelated to CLIP text-model structure inconsistency." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and NoneType GPU broadcast errors do not share the same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-not-found ImportError and MacOS bus error on a CLIP model are unrelated environment/runtime problems." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to RT-DETR memory leaks." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and static-cache seq-length tensor arithmetic are both cache-related but not the same concrete defect." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Quantized-cache max length handling is a different cache policy bug than device-tensor seq-length arithmetic." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Beit legacy-field loading are unrelated model-load bugs." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Base-model-prefix loading breakage and lm_head serialization inconsistency are different v5 regressions." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit indentation parsing failure is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override test are not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import key error on Python 3.13 and Windows ROCm torch.distributed dependency issues are distinct import/runtime problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:28218|issue:32090", + "issue:46431|issue:46566", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43701|issue:45083", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:45593|issue:47000", + "issue:44857|issue:45072", + "issue:27957|issue:34689" + ], + "prepared_review_unit_hash": "d211dc87d2e72818222c56f615a71ce516aaa0af79a0c57746c4870899b3ac98", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36085, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous; most soft pairs share only broad subsystem keywords and are not duplicates. The only strong duplicate is the Qwen3.5 MoE from_pretrained regression pair.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45310 is the clearest canonical issue: it is the earlier report and 45478 appears to be the same Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best issue representative because it matches the duplicate report exactly and is the earliest, most central instance of that concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Both concern v5-era behavior changes, but one is an embedding dtype drift and the other is a pipeline error message; different bugs and code paths." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templates, but one crashes on assistant messages with tool calls and no content, while the other is a mistral_common continue_final_message issue." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading/training regressions, but one is Llama 3.2 Vision load failure and the other is embedding reinitialization after resize; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "One is a local path trailing-slash import warning, the other is a unit-test model loading failure for GLM-4.7; unrelated failure modes." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both use apply_chat_template, but one is a padding=False batched-input crash and the other is incorrect all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash attention / offload behavior, but the reported crashes are different: s_aux=None AttributeError versus Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "The shared theme is error handling, but one is a LayoutLMv3 boxes validation message and the other is a Trainer broadcast TypeError; no same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "One is a SigLIP2 docs example with model/processor mismatch and quantization failure; the other is a BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both are training/runtime failures, but one is a device mismatch with CPU offload and the other is a float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different code paths: DAC from_latents vs a generic unexpected position-id key issue across many models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to the Trainer NoneType GPU broadcast error." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "One is a missing chat template error, the other is DiffusionGemma weights staying on meta with device_map=\"auto\"; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example failures are not the same as the broad unexpected position-id key regression." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same concrete regression: transformers>=5.4.0 causes Qwen3.5 Moe from_pretrained to fail." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Both mention helper/checkpoint-style issues, but one is resume_from_checkpoint key mismatch and the other is qwen3_omni_moe feature-length computation; different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/model-loading failures, but one is BitNet packed weights not unpacked during accelerate loading and the other is a stale device override test in GraniteSpeech." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: Pegasus output drift between v4/v5 versus Deepseek tokenizer incorrect results in v5." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "One is a LasrFeatureExtractor unsupported-center-arg crash, the other is Gemma4 PLE device mismatch under device_map=\"auto\"." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure and FineWeb SLM training not starting are too different to be the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapsing tied embeddings and a category-count runtime limit are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Both are image/video model processing issues, but one is Sam3Video OOM and the other is Swin2SR over-padding; different failures." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A NoneType GPU broadcast error in Trainer is not the same as a MacOS bus error when loading a community CLIP model." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and Qwen2-57B-A14B-Instruct TP OOM are unrelated loading problems." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and qwen3_omni_moe feature-length behavior are different model-specific bugs." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE losing auxiliary losses and RTDetrLoss cost-matrix infeasibility are distinct detection-training issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/AMP problems: LwDetrImageLoss float16 CUDA crash versus SwitchTransformers/TimmWrapperModel bfloat16 inference mismatch." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated model-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet. The canonical pair `issue:45310` / `issue:45478` is an exact title match and the earlier report is a reasonable canonical choice. The remaining soft-edge rejections are conservative and the justifications stay within the evidence visible in the packet. No PR-mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:38175|issue:44493", + "issue:44464|issue:46424", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:37428|issue:42175", + "issue:29870|issue:33290", + "issue:43257|issue:43299", + "issue:44448|issue:44977", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:44360|issue:44561", + "issue:45290|issue:46655", + "issue:32090|issue:33290", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:43381|issue:43701", + "issue:46421|issue:46858", + "issue:25251|issue:32090", + "issue:43873|issue:45229", + "issue:44448|issue:44466", + "issue:44871|issue:44977", + "issue:43976|issue:45440", + "issue:29127|issue:34567", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "ded07c94e81489c0803aa4b4fd027ce4837ea24b9cfe9c11a6a9f2206418da84", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a grab bag of mostly unrelated bug reports across tokenizer, cache, multimodal, trainer, and model-loading areas; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45920 is the strongest anchor: it describes a concrete, high-impact v5 regression affecting multiple models with a clear symptom and scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most representative and reusable triage target because it is specific, broadly impactful, and framed as a regression with clear reproduction value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different failures: zero probabilities in SigLIP2 vs unexpected position-id/key warnings; no shared code path or symptom." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is inconsistent compiled forward outputs and the other is cache length config handling; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and embedding reinitialization are unrelated subsystems with different root causes." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate UnboundLocalError and Trainer broadcast NoneType are separate runtime errors in different paths." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated model/export problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift is not the same as undefined variables in multimodal token counting." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crash on tool-call messages and Qwen2.5-VL video position-id bug are distinct multimodal formatting issues." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "ImportError for flash-support helper and missing TensorFlow in a torch-only install are unrelated packaging/import problems." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation mask initialization error and deepspeed Adafactor OOM are different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both touch Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is a v5 loader regression; not clearly the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated model-specific issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype change and gradient-checkpointing-in-eval are different training/eval behaviors." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorators/scripted code, but one is a Python 3.13 import parsing problem and the other is a missing registration decorator for apply_rotary_pos_emb." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/multimodal-adjacent, but one is chat templating and the other is video padding calculation; different code paths." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast type error and Adafactor OOM in deepspeed are not the same underlying problem." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module; different root causes." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across models is unrelated to silently ignoring return_tensors when text_kwargs is passed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multiple-image finetuning failure and BeitImageProcessorFast label reduction are separate processor bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU CUDA OOM are different model/runtime issues." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash local-model import warning and quantization offloading malfunction are unrelated loading vs execution problems." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache/compile behavior, but one is spurious recompilation from lazy init and the other is device-tensor seq length breaking slice arithmetic; too different to merge." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and GPU broadcast NoneType error have no meaningful overlap." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading and Gemma4 multi-GPU OOM may both be memory-related, but they are not the same failure mode or fix." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Model output drift across versions and lm_head.weight serialization inconsistency are different regression classes." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version support regression and DeepseekV3MoE divergence are unrelated issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are different concerns." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP loading and SigLIP2 docs/model-processor mismatch are separate problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43278|issue:43575", + "issue:44361|issue:45198", + "issue:44561|issue:44779", + "issue:44186|issue:45198", + "issue:44568|issue:45491", + "issue:45198|issue:45803", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45588|issue:45823", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:42915|issue:42994", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45491|issue:46693", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:45440|issue:45593", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "56a1a1cce5f231f819142321405f183c754429f2d06631d8857a07a96799807c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it spans unrelated tokenizer bugs, model-loading regressions, generation issues, export failures, and attention/runtime problems. None of the soft-similarity pairs look like the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items are too diverse across models and subsystems to represent one duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45588 is the clearest standalone report (specific crash in `integrations/flash_attention.py` with a concrete null-handling failure), but it is not a valid global duplicate anchor for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16/FP32 dtype drift in evaluation is unrelated to Qwen TP loading OOM." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer families and different failure modes: MLuke AttributeError vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "API removal breakage for trust_remote_code is not the same bug as Deepseek tokenizer regression." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Missing BOS/EOS tokens is a tokenizer special-token bug, not the same as Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's broad exception handling bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are GPU-related, but one is a cudaErrorAssert during auto device mapping and the other is an OOM during multi-GPU inference." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale warning about `num_return_sequences`." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention null-handling crash is a different code path from Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "`base_model_prefix` loading regression and RoPE validation TypeError are distinct loading/configuration bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART `generate()` unbound local error is unrelated to Llama 3.2 Vision model loading failure." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are completely different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration bug is unrelated to Qwen recurrent-state reset with cache." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to the Qwen video regression." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both mention model implementation differences, but they concern different models and different functional bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer decode issue and FastSpeech2Conformer tokenizer loading failure are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are separate quantization-path bugs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "`torch.export` failure due to `torch_compilable_check` is unrelated to Wav2Vec2 tokenization/save issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP-loading OOM for Qwen2-57B is not the same as a checkpoint key mismatch on resume." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and CLIP bus error on macOS are different bugs with different failure surfaces." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to eval-mode gradient checkpointing incompatibility." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue and RT-DETR memory retention are different model/runtime problems." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings is a correctness bug, while FA2 long-context regression is a performance issue." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-info error messaging and token-embedding reinitialization in post_init are unrelated bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate warning are not the same kind of issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure with missing training guard/unsupported op is unrelated to flash_attention null handling." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor import failure from `mistral_common` is unrelated to the flash_attention crash." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote impl and D-FINE auxiliary-loss logic are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45588", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43526|issue:47217", + "issue:43575|issue:44387", + "issue:45406|issue:46701", + "issue:43994|issue:45412", + "issue:43066|issue:44462", + "issue:43421|issue:45491", + "issue:45372|issue:45406", + "issue:45412|issue:46369", + "issue:44442|issue:45072", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:43994|issue:46369", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "8f1277c65da520e0927f523cf890ec399430c40cfd281dddb08f12bbdaa2092f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35617, + "estimated_input_tokens": 8905, + "estimated_eval_tokens": 18066 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicates look valid here: the paired issues only share broad vocabulary (e.g. \"flash attention\", \"OOM\", \"tokenizer\") but describe different code paths and failure modes. This looks like a heterogeneous set, not one duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a credible canonical representative; the items span unrelated bugs and features with only superficial title overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues can safely stand in for the rest as the underlying problem is not shared.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Different subsystems and symptoms: BEiT image processor label reduction vs VL image-placeholder handling." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading for a Qwen model and the other is int4 quantization memory regression." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor loading/import failure is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory release are different problems in different model families." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch in v5 is not the same as AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Dependency import error in Gemma 4 path is distinct from a missing _tokenizer attribute on Gemma4Processor." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is RT-DETR cleanup/leak behavior and the other is SAM3-LiteText memory overflow." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer load failure for a tokenizer class and dtype mismatch in CI are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 import breakage is not the same as protobuf exception handling hiding tokenizer errors." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Adafactor+DeepSpeed OOM." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Model/attention integration issue does not match a LayoutLMv3 error-message clarity bug." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction bug and Kosmos2.5 long OCR index error are different image-processing issues." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM is not the same as embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Import error for a specific Qwen model class is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction bug in an image processor is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and flash-attention sink handling are different failure paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL config is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs and SAM3-LiteText memory overflow do not describe the same bug." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2, but the titles are too generic to indicate the same concrete bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are separate model-loading problems." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink handling crash is not the same as TimesFM window_size attribute error." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation type handling and Qwen3.5 rotary registration failure are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Processor batching/padding crash and Qwen2.5-VL vision_position_ids bug are distinct." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is not the same as patchtsmixer post_init API restriction." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issue and category-count runtime limit are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent state reset and Whisper batch_decode skip_special_tokens handling are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:45325|issue:46697", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:44442|issue:45803", + "issue:43575|issue:43742", + "issue:43232|issue:43388" + ], + "prepared_review_unit_hash": "a015cdbdcfa75aff857ddd4f74ec3423e33b3f21672a31d7bdc6c4a82b27a984", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-pair candidates look like false positives: they share superficial vocabulary (loading, config, regression, etc.) but describe different models, APIs, and failure modes.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the provided issues are heterogeneous and do not form a true duplicate cluster.", + "canonical_pr_reason": "No pull requests were provided.", + "best_issue_reason": "No issue is a better global duplicate anchor here; the set is too scattered across unrelated bugs and subsystems.", + "best_pr_reason": "No pull requests were provided.", + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: CLIPVisionModel hidden_states regression vs Qwen3_5Moe CPU offload incompatibility." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer-loading failure and image-classification padding bug are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to the feature extractor center-arg crash." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are separate code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet weight unpacking during accelerate loading is unrelated to FastSpeech2 tokenizer loading." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART generate() mask initialization are different issues." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow backend on install and missing import_utils helper are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and video-input regression affect different models and failures." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is not the same as docs still referencing removed pipeline() APIs." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence are distinct model-specific problems." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-kwarg collision is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code field loss and GPTNeoX rotary_pct reload default are separate config bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 script parsing/import error is unrelated to the ZeRO3 deque underflow." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model load failure on a specific repo and missing tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading script failure and unrecognized model config.json error do not match." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and save_pretrained checkpoint regression are different code paths." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and TP OOM when loading Qwen2-57B are different problems." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading and FuyuBatchFeature exception handling are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B TP OOM and MobileLLM key error are distinct model-loading bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are separate distributed-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": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46821", + "issue:46829", + "issue:46894", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43761|issue:44188", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:43295|issue:44871", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:44521|issue:47217", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:46234|issue:46291", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44077|issue:44534", + "issue:43452|issue:44496", + "issue:44464|issue:46421", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:43540|issue:44514", + "issue:43572|issue:46178" + ], + "prepared_review_unit_hash": "1164542aaf4362a14af0fb9afb6f73f15b8ecb6a3193efc417021ee52ce5fba8", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34836, + "estimated_input_tokens": 8709, + "estimated_eval_tokens": 17674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers issues around v5 regressions, model loading/saving, and multimodal/model-output edge cases rather than a single duplicate bug. None of the soft pairs look close enough to merge as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43646 is the broadest umbrella report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and best matches the cluster\u2019s overall v5-regression/custom-code theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone issue here: it has substantial discussion, inbound references, and a concrete save_pretrained/from_pretrained failure with clear reproduction value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Both are model/runtime errors, but one is about XLM-RoBERTa Flash Attention support and the other is a Trainer GPU broadcast NoneType error; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVision hidden_states regression; the other is a generic ModelOutput key-assignment bug. Similar symptoms, different underlying mechanism." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states handling and torch.compile attention-kernel divergence are unrelated bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch import for AutoModel are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states output corruption is unrelated to Gemma4 dtype casting for quantized embedders." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but one is dequantized Ministrals/Devstrals saving and the other is custom module resolution after save_pretrained; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression with images is not the same as Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx import are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to the pipeline translation error message issue." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both involve multimodal chat/template handling, but one is all-zero assistant masks and the other is image placeholders in user text; different failures." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and Whisper empty-transcription generation are distinct model-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different model/config issues." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing falcon_mamba availability helper and kernels import failure with version/revision are unrelated import-utility issues." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General custom model initialization breakage is not the same as GPTNeoX rotary_pct reloading default regression." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Patchtsmixer post_init restriction and junk-filled non-persistent buffers are unrelated changes." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage and unrecognized model config.json errors are both loading-related, but not the same concrete bug." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention generation/compile interactions, but chunked generation inconsistency and cache lazy-init recompilation are separate failure modes." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is unrelated to quantized model save/load breakage after sinq." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in FuyuBatchFeature is unrelated to importing Trainer failing because of datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are different model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ministral-3 FlashAttention failure are distinct bugs in the same family, not the same fix." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss omission and CohereASR double-shift training loss bug are both training-loss issues but have different root causes and fixes." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe is unrelated to batched apply_chat_template crashes with padding=False." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and backend mapping for tensorflow_text are unrelated configuration/import issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43994", + "issue:44190", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:47217" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:45381|issue:47217", + "issue:45632|issue:46424", + "issue:45542|issue:46234", + "issue:44610|issue:46369", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:43352|issue:46640", + "issue:43650|issue:46202", + "issue:44479|issue:47217", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:45127|issue:45200", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:44190|issue:44964", + "issue:46693|issue:47217", + "issue:43388|issue:43688", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:43827|issue:43994", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "007218cd83592b219bd7c0295790a93eb88e68c9faad498d6f45bd59928041a4", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34998, + "estimated_input_tokens": 8750, + "estimated_eval_tokens": 17756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a true duplicate set; the soft pairs are mostly broad thematic similarities across unrelated bugs. I\u2019d keep the items separate and treat the strongest-loading issue as the best representative only by metadata, not by duplication.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 has the strongest cross-reference signal and the broadest user impact among the set, but the cluster overall is too heterogeneous to justify a stronger duplicate canonicalization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best overall representative because it has the most discussion/inbound references and concerns a core save/load path that affects downstream behavior broadly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "One is a dummy Conv2d design choice in Sam3PixelDecoder; the other is a CUDA OOM in Sam3Video. Different failure modes and fixes." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-placeholder related, but one is a video position-id regression and the other is an image-placeholder-in-text failure. Different code paths." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Local trust_remote_code cache collisions and cache max_length behavior are unrelated cache bugs." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TF backend handling is unrelated to a missing import_utils helper for Falcon Mamba SSM." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output size mismatch and Sam3-LiteText memory overflow are different problems." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve model loading, but one is a legacy preset field issue and the other is wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is not the same bug as Qwen3.5 flash-attention generation breakage." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failed Janus test and Sam3LiteText auto-mapping breakage are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing interrupts is unrelated to Windows/ROCm import errors." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Model-specific unsupported FA2 error is not clearly the same as a broader flash-attention issue." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder text 'ADD THE DATA' and Gemma roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Video-input regression across Qwen VL models is not the same as image placeholder handling in user text." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a Qwen3-MoE sliding_window bug are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload loss are different state/persistence bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to mm_token_type_ids defaults in Gemma 4." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and trailing-slash local model import warnings are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor mismatch and missing fpn_position_embeddings in Sam3 output are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing cache in chunked_prefill and recurrent-state reset with cache/seq_len>1 are related only at a high level, not the same concrete defect." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading Phi-4 multimodal with latest transformers are unrelated load failures." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is not the same as image-placeholder parsing in VL models." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary-loss normalization are different training/eval bugs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing/import error and flash_attention.py s_aux handling are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure is not the same as a PEFT version bump issue." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() mask initialization and embedding resize reinitialization are unrelated model behaviors." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing _tokenizer are different server-side failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43854", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:45072|issue:46932", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:46082|issue:46697", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43673|issue:46421", + "issue:43335|issue:44190", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:45381|issue:46655", + "issue:45588|issue:47013", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "2f8a7ab32b702266c0f35d67526b6954897e498083b069390cc355514bda421b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36215, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a grab-bag of unrelated issues. None of the soft-edge pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest standalone report: it describes a concrete regression with clear scope (v5.0.0), observable bad behavior, and some downstream impact, so it is a reasonable anchor issue even though the overall set is not a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different failures in different subsystems: Whisper timestamp decoding vs RT-DETR feature-level handling." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both mention trust_remote_code/cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality limit error vs static-cache slice arithmetic/device-tensor bug; unrelated code paths." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different failure modes, so they are not mergeable as one fix." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs config reload losing rotary_pct; different bugs and fixes." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "A model config edge case vs a Python 3.13 import/parsing error; not the same underlying issue." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLM-Roberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Head-dim validation in config vs image processor over-padding; different layers of the stack." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3 video OOM vs Whisper empty-transcription crash; no shared code path." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading problems." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config behavior, but one is optional post_init handling and the other is strict config rejection for granite_speech; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both are loss-related, but one is missing router/load-balancing loss and the other is a double-shift training-loss bug in a different model family." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning logic for num_return_sequences is not the same as Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Video-input position IDs regression vs Sam3-litetext memory overflow; unrelated model and failure mode." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to loading a local dataset in an example script." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to the categories limit runtime error." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; no shared underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing cache in GenerationMixin and the other is spurious recompilation from lazy init; different fixes." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config creation and local dataset loading are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Failed unit-test model loading vs janus image-generation test failure; not the same concrete issue." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor output-size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in multimodal models vs KV-cache continuation tensor indexing in serving; different code paths." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same broad Sam3 family and memory symptoms, but one is OOM in Sam3Video and the other is memory overflow in sam3-litetext; too broad to treat as one bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating Gemma4 embed/output embeddings." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to local dataset loading failure." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is a different bug from saving incorrect visual encoder keys." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video processing, but the concrete symptoms differ: wrong vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sinkless-model crash and xLSTM return_last_states unpacking 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": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47217" + ], + "soft_pairs": [ + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:25251|issue:29870", + "issue:45290|issue:46752", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43854|issue:44964", + "issue:44938|issue:45542", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:43526|issue:46697", + "issue:43673|issue:46858", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44496|issue:47217", + "issue:32090|issue:35141", + "issue:42796|issue:44521", + "issue:45632|issue:46234", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "d804dcd46eaaa31412510638792f7d9c2fb86c47d64bd6f36f419cae677f230e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated closed issues. The only likely duplicate-like pair is the DeepSeek tokenizer regression/follow-up; the rest share broad areas at most, not the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44779 is the best canonical anchor because it describes a specific, reproducible tokenizer regression and has a closely matching follow-up in issue:46489.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue overall: it is active, well-scoped, has the most inbound references, and is clearly documented.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Different generation problems: inconsistent outputs under compiled forward vs. a stale warning for num_return_sequences." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same DeepSeek tokenizer regression family in v5+; the second issue reads like a follow-up gap in the earlier fix for the same tokenizer code path." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Gemma4 embedding resize/tie behavior vs. Whisper empty-transcription generation after special-token alignment." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Unrelated code paths: Qwen3OmniMoe video processing error vs. serve-side KV-cache continuation tensor indexing." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different bugs: pipeline top_k changes output shape vs. BART generate() UnboundLocalError." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty-input IndexError; not the same concrete failure." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer repo-resolution bug vs. list_repo_files revision forwarding bug; different APIs and root causes." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but they concern different modules and failures with no shared underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading issues: missing fields with trust_remote_code vs. unrecognized model due to missing model_type." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and vision_position_ids are different concrete bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; no shared code-path bug is evident." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard dependency issue." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related only broadly; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention/XLMRoberta and token-embedding reinit on resize are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image processors with different bugs: label reduction vs. over-padding." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache, but one is a missing cache in chunked prefill and the other is a device-tensor seq_length/slice-arithmetic issue under static cache and compile." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-loading regression is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Device placement in XLNet is unrelated to bare-except error swallowing in FuyuBatchFeature." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake and a model-loading failure are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Too broad to treat as the same bug; one is a packaging/backend selection complaint, the other a generic dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config.json issue is not the same as VL image-placeholder failures in user text." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast of NoneType and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant-mask generation." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache collision and missing import utility are different issues." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols; no shared underlying defect." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing-import failures in different modules." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both touch model saving/tied weights, but they are different models and different regressions." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to auto_mappings CI cleanup." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue:44521 does have the highest inbound references among the listed items, and the DeepSeek tokenizer pair is the only clearly adjacent follow-up relation. The other soft-edge rejections are conservative and the reasoning stays within the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:44295|issue:46506", + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:46082|issue:46121", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43582|issue:46932", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43295|issue:44779" + ], + "prepared_review_unit_hash": "cb92425f819f4ce819a70d14b4ef0b5b8097be5e16d9d931a61f5734a16c0da7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36837, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change with enough specificity to merge. The set is a grab-bag of unrelated regression reports, model-specific failures, docs issues, and utility bugs.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43295 is the clearest, most actionable regression report here: it has a concrete failure mode, a version-specific breakage, and a well-scoped multimodal/tokenizer code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best overall issue candidate because it describes a reproducible regression with clear user impact and a focused fix surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Both mention output/behavior mismatches, but one is a position_ids buffer access error and the other is CPU/CUDA divergence in a layout model; different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a multimodal processor/tokenizer regression; the other is a resize_token_embeddings propagation bug in t5gemma. Different code paths." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked prefill while the other is cache length honoring in quantized cache; not the same bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate configuration bugs." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different model families and failure modes: helper output-length behavior vs cross-device output mismatch." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL image processor torchvision dependency are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing vs ANSI coloring in loading_report have no shared underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python version compatibility issue and a specific model-loading failure are too different to be the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording around return_all_scores has nothing to do with model config recognition." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in warmup and Gemma4 dtype casting for quantized embedders are different issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but one is a runtime failure on torch>=2.9 and the other is an import/version-check bug for AuxRequest; not the same concrete change." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss omission are unrelated training behaviors." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction helper failure are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral/Devstral, but saving dequantized models and FlashAttention loading failures are different code paths." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue with no substance and an fbank feature extraction bug are not duplicates." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken constructor argument conflict; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support problem and generic dependency issue do not describe the same failure." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache-length configuration." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral FlashAttention failure and sink-less flash_attention AttributeError are both attention-related but not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules, with different symbols and likely different fixes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue and torch 2.4.1 incompatibility are too broad and not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Multimodal config default initialization and a missing vision config field silently dropped by @strict are distinct configuration bugs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resizing and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Pipeline docs mismatch and image-placeholder handling in VL models are different concerns." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained regression are separate save/load paths." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state and tokenizer thread-safety regression are unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline final-batch handling and SAM3-LiteText memory overflow are different bugs." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k crash and empty-chat-template IndexError affect different APIs and failure conditions." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions involving tokenizers/models, but one is processor.tokenizer/image handling and the other is Deepseek tokenization correctness; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:44462|issue:45081", + "issue:43931|issue:47145", + "issue:43299|issue:43854", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:45081|issue:45907", + "issue:44336|issue:46851", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "5195cf6dae0d0d4845c7cfd59a38967e1b5b29b0609eedea1c546050fbf87b63", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated regressions across different models, tokenizers, pipelines, and configs. I did not find any soft-edge pair that clearly describes the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly subsumes the rest; the set is too heterogeneous to treat one as the canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest, most general regression report in the set, so it is the best representative issue, but not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency-related, but one is a vague transformers dependency complaint and the other is a specific unreleased PEFT version bump; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both concern docs/examples, but they describe different pipelines and different errors." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Completely unrelated: tokenizer BPE marker handling vs an empty placeholder issue." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different failure modes: BLIP2 dtype propagation vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and a tie_word_embeddings warning are unrelated code paths." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakage are different subsystems and symptoms." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade report; not enough evidence of the same root cause." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased dependency pin are distinct issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and likely different normalization/tokenization logic." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost-matrix failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both mention tied-weights-ish behavior, but one is serialization/device-dependent and the other is resize_token_embeddings not updating Gemma4 structures." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBird tokenizer special-token registration and D-FINE auxiliary-loss gating are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama head_dim validation and Qwen3.5 rotary-kernel registration are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same broad Qwen family, but load-time MoE failure vs save_pretrained visual-key regression are different code paths." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation on head_dim is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup and Gemma4 forward device placement are different problems." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both involve loading/saving corruption, but one is junk non-persistent buffers and the other is missing FP8 weight_scale application; too different to merge." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue versus FP8 inference failure are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss logic and mm_token_type_ids defaulting are different model behaviors." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are separate tokenizer-loader bugs." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale loading corruption are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different multimodal model-loading failures with no shared code-path evidence." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention sink handling and RTDetrLoss infeasible-cost failures are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compile failure and TensorFlow/tensorboard backend setup are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and repo file revision forwarding are different APIs and bugs." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color leakage in loading reports and Qwen3.5 variable-length position_ids support are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Multimodal default config initialization and missing pad_token_id on Llama4Config are different config bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:44261|issue:44263", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:44246|issue:47217", + "issue:45103|issue:45372", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:47176|issue:47177", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:45600|issue:45712", + "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:44186|issue:47000", + "issue:44336|issue:44373", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:43824|issue:43976", + "issue:43723|issue:44162", + "issue:44987|issue:45542", + "issue:42796|issue:43441" + ], + "prepared_review_unit_hash": "e9115157d95e78dc380284bbe61d3662e89a4a4e099979612d357219a8a314a3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34952, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the titles span unrelated Transformers bugs, regressions, docs, tokenizers, loading, offload/quantization, and security issues. None of the soft pairs look like the same concrete bug/change, so no soft edges should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the broadest and most active report here (ongoing discussion, inbound references) and is the best single anchor if one must be chosen, though the cluster itself is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative issue among these because it is broad and active; the rest are narrower, model-specific, or clearly different failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offloading, but one is about saving quantized models and the other about loading a dequantized model with device_map=auto; different failure paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: missing processor save files versus a slowdown after upgrading Transformers; no shared concrete code path." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is a missing rms_norm_eps causing precision error; the other is a torch.split return-value issue in a different model component." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both are about quantization/offloading, but one is general offload behavior and the other is FP8 frozen checkpoint weight_scale handling; different concrete bugs." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both concern Qwen models, but CPU offload incompatibility and variable-length position_ids are separate issues." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency and vision-language placeholder handling are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring parsing with future annotations and a ReasoningEffort import error are different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as Gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue versus Python version compatibility regression; different scope and cause." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but command-substitution allowlist bypass and tar/zip-slip arbitrary write are distinct vulnerabilities." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer regression are different model/tokenizer bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch about return_all_scores versus intermittent import slowness; no common bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and a GLM-4V loading failure are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes are both repo hygiene issues, but not the same defect." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile versus ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are different subsystem regressions." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer crash on NER/padding versus RTDetrLoss cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output bug and a wrong docstring are not the same kind of issue." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "OOM on tensor-parallel load and silent FP8 checkpoint corruption are different quantization/loading problems." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config attribute in Llama4 and missing fields from trust_remote_code AutoConfig are related only superficially; not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a specific model class and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading issue and ESM2 model breakage are different failures." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific package with transformers>=5.1.0 and a missing TensorFlow backend are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention failure for Ministral-3 are separate problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46655|issue:46726", + "issue:45003|issue:47217", + "issue:46399|issue:46851", + "issue:43526|issue:45003", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:44295|issue:45397", + "issue:45072|issue:46829", + "issue:45561|issue:45563", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:36246|issue:42757" + ], + "prepared_review_unit_hash": "ce41e7fc07dd3e706b12cbdd860b6d748e2c4fe364c33f2cdd0b35b6bbb246e6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35966, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous and the soft pairs are false positives; none of the candidate pairs look like the same underlying bug or change. No PRs are present in the input.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the items span unrelated imports, Qwen model regressions, tokenizer/config bugs, losses, and testing utilities.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the broadest regression-style report in the set (Qwen3VL MoE loading on main), so it is the least-bad anchor, but it still does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures and code paths: FP8 storage lookup vs Qwen chat/model loading crash." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Different model families and bugs: Qwen2.5-VL RoPE scaling vs Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch on save vs gemma-4 zero3 from_pretrained; 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different Qwen3.5 failure modes." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils module lookup behavior." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotations crash vs kernel registration/decorator issue; different subsystems." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to empty-list chat template IndexError." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position buffer read error vs gemma-4 zero3 loading; distinct code paths." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs hidden_states output bug in VideoPrism." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race on captured_info.txt is unrelated to a stale generate() warning." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report are unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time performance issue vs eos_token_id config inconsistency; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and Qwen3.5 chat crash are different model/code-path problems." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs Qwen3.5 variable-length position_ids; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen-related, but one is hf4.x LoRA compatibility and the other is a main-branch model-loading regression." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state vs from_pretrained behavior inside Python classes; different logic." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Module lookup safety issue vs TimesFM window_size attribute error; unrelated subsystems." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing auxiliary loss when router logits are off vs D-FINE denoising auxiliary-loss issue; 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None of the soft edges is strong enough to merge.", + "confidence": 0.97, + "canonical_issue_reason": "There is no single canonical issue for this set because the artifacts are heterogeneous and do not describe the same underlying bug or fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue: it is a concrete, high-signal regression report with a clear model family, version, and failure mode affecting multiple Qwen VL variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Different failures: tokenizer output corruption in Deepseek vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Unrelated import errors for different symbols: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores versus unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Different VL issues: missing vision-backend handling in AutoProcessor vs image placeholder parsing failure in user text." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to _torch_extract_fbank_features audio feature extraction." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is MOE weight conversion under accelerate while the other is a ZeRO3 deque IndexError." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different model paths and root causes: Qwen3OmniMoe video input ValueError vs SmolVLM video padding calculation bug." + }, + { + "left": "issue:44451", + 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"left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Embedding resize behavior and RTDetrLoss infeasible cost matrix are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image-passing regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific issues." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure is not the same as stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different error classes and code paths: missing import versus Zero3/BertModel index underflow." + }, + { + "left": "issue:45003", + "right": 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"accept": false, + "reason": "Nemotron Flash Attention 2.0 support issue is not the same as the generic Flash Attention 2.0 topic." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:44479|issue:46170", + "issue:43526|issue:46894", + "issue:45397|issue:45656", + "issue:42199|issue:46851", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45412|issue:46123", + "issue:43723|issue:46710", + "issue:42886|issue:45229", + "issue:46170|issue:46832", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:44995|issue:45200", + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:44361|issue:44749", + "issue:45685|issue:46431", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "1a8f8dfe5fb8f67db23871380e5b6a865d60ea451e0276218fadd7c56486ad94", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36232, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives: the paired issues cover unrelated bugs across tokenizers, vision/video models, config loading, caching, and inference behavior. There is no credible single canonical duplicate target in this cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a canonical representative; the items are too heterogeneous and the candidate pairs do not describe the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to a Windows/ROCm import failure caused by torch.distributed." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction is unrelated to CohereASR training-loss shifting." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "A Gemma-4 from_pretrained zero3 issue is not the same bug as double optimizer stepping under deepspeed." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class handling is unrelated to Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A Qwen3-Next tied-weights warning is unrelated to patchtsmixer post_init allowance." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration is unrelated to ESM2 model breakage." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning for Qwen3.5 LoRA is not the same as a flash-attention generation failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm dependency import error." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video is unrelated to Qwen3OmniMoe video input validation." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not released on GC is unrelated to MaskGenerationPipeline partial-batch handling." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer cache loading in v5 is unrelated to a DeepSeek accuracy regression after version upgrade." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "A Windows/ROCm import issue is unrelated to RTDetrModel.forward feature-level shape handling." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a sam3_video vs sam3_tracker model-type warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip token handling." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same bug as a Qwen3.5 LoRA warning." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache corruption is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embeddings warning is unrelated to a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior changes are unrelated to FP8 weight_scale being skipped on load." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip failures on \u2581." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to cache lazy initialization causing recompilation." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE is unrelated to a host synchronization issue in deepspeed_sp_compute_loss." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash is unrelated to flash_attention.py assuming s_aux is not None." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract violation is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to a Transformers upgrade performance regression." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int in MoE is unrelated to apply_chat_template missing-template errors." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained class-name mismatch is not the same bug as processor.save_pretrained omitting files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:45561|issue:47217", + "issue:44188|issue:46851", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:45310|issue:45375", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:39692|issue:46726", + "issue:46463|issue:46877", + "issue:46877|issue:47000", + "issue:42994|issue:43525", + "issue:44869|issue:45356" + ], + "prepared_review_unit_hash": "f1e028c261b3c7f954179c4af13bbb13aca37f01eb0407f6eff0edf6e13396da", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35241, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct model-, API-, or tooling-specific bugs that only look loosely similar by keywords. None of the soft pairs appear to be the same concrete underlying defect, so I would not consolidate any of them.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; these reports span unrelated code paths (generation, processors, configs, quantization, vision, and training utilities).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication: the cluster does not share one underlying bug, so choosing a representative issue would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "One is an auto-docstring crash with future annotations; the other is a static-cache/torch.compile tensor arithmetic bug. Different subsystems and failure modes." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to the reported data-filtering slowdown after upgrading Transformers." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown in filtering data is not the same bug as DeepSpeed causing optimizer.step() to run twice." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and MaskGenerationPipeline dropping partial-batch results are unrelated components and behaviors." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline is not the same as AutoProcessor's missing-backend error message." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files from processor.save_pretrained and duplicate optimizer steps under DeepSpeed are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "trust_remote_code missing config fields is unrelated to ESM2 being broken." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A multimodal model load failure is not the same as a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are different API bugs." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in a vision config is not the same as a Qwen3.5 MoE from_pretrained error, even if both involve the same family." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a runtime failure using position_ids for variable-length inputs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report provides no basis to merge with a specific gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Sam3Video vision-output attribute loss is unrelated to AutoConfig with trust_remote_code returning missing fields." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist race on a temp file is unrelated to VL models failing when the image placeholder appears in user text." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile branching divergence in attention kernels is a different bug from Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus update_model_kwargs behavior and missing GenerationMixin cache in chunked_prefill are separate generation bugs." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite sides of different workflows." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "A Qwen3-VL-Moe transformers 5 compatibility bug is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error while the other is a missing config field in the vision config; not the same defect." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError for AutoModel and Sentence Transformers loading hangs are unrelated issues." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and nonexistent import from image_utils are similar on the surface but do not clearly describe the same broken symbol or path." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A broken SigLIP2 documentation example is not the same as an AutoProcessor backend-missing error." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 decoder-input validation messaging and auto_docstring printing diagnostics at import time are unrelated." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise has nothing to do with RTDetrLoss infeasible-cost-matrix crashes." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different model/config issues." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper decode crashing on a trailing replacement character and Kimi-K2.5 tokenizer codec regression are both tokenizer-related but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:43784|issue:46399", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44857|issue:46877", + "issue:45561|issue:47059", + "issue:44661|issue:47059", + "issue:44945|issue:45753", + "issue:45593|issue:46877", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:44496|issue:45561", + "issue:42898|issue:44568", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "65f2452d6b0fcc0261a11e98af929799b05c2369c93ee2c93d93b702b7a4a5f2", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy cluster of mostly unrelated issue reports. A few items share superficial themes like v5 import regressions or model-specific runtime bugs, but none of the soft pairs look like the same underlying defect or change.", + "confidence": 0.91, + "canonical_issue_reason": "No issue is a true duplicate anchor for the whole cluster; if forced, issue:41628 is the broadest representative of the import-regression subgroup, but the cluster is too heterogeneous overall.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the most broadly representative single issue because it captures a common transformers import-breakage pattern seen in several nearby reports, though it is not a duplicate of them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer-related behavior changes, but one is a v5 tokenizer loading regression and the other is a mistral_common continue_final_message bug; different code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings and old InternVL2 meta-init incompatibility are unrelated problems in different subsystems." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect pipeline-parallel output are different runtime issues with different failure modes." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible cost matrix are distinct training-time crashes." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different packaging/export regressions." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary registration ValueError are unrelated breakages." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but for different APIs and different modules; not the same missing-export bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but the reported failures differ and likely involve different model-loading paths." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2_5_VLForConditionalGeneration import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained import error are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race and huggingface_hub CLI completion regression affect different test/CLI paths." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer mapping registration logic and CLI completion attribute error are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and Qwen3_5 infinite loop are distinct generation bugs." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time logging are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patching crash and auto_docstring annotation handling are different utility-layer failures." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor _tokenizer attribute crash and Gemma pipeline roundtrip failure are different tokenizer/processor issues." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both touch Gemma-related pipelines, but one is a token roundtrip issue and the other is an image-text-to-text output type mismatch." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and janus image generation test failure are not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy and FP8 save_pretrained are both FP8-adjacent but refer to different symptoms and code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "The same title suggests a possible duplicate pair, but without shared evidence it is safer to reject because they may be separate reports of similar VRAM leaks." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in torch install and missing image_utils import are unrelated packaging/import issues." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and deepspeed_sp_compute_loss host sync concern different model/runtime logic." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Released-version dependency bump and auto_docstring lint output are unrelated maintenance issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are different release regressions." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and AdaFactor OOM in DeepSpeed are unrelated training issues." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and xdist captured_info.txt race are entirely different failure domains." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and mdeberta add_special_tokens regression are related only at a broad tokenizer level, not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and token-embedding resize reinitialization are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:45600|issue:47059", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:30333|issue:34689", + "issue:44843|issue:47085", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:42222|issue:45200", + "issue:30333|issue:36331", + "issue:44734|issue:45103", + "issue:44222|issue:44297", + "issue:22355|issue:28282", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "afe107c27c9cab301668c079988254d7db521c646c453cf7e7d72591d4d82c50", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 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I rejected all soft edges and found no PRs to compare.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 42898 is the broadest tokenizer-v5 regression umbrella in the set, but the cluster is too mixed to treat it as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest standalone issue: it is concrete, user-facing, and describes a clear silent tokenizer regression with a model-specific repro and impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different failures: backend packaging omission vs leftover dummy PT class cleanup." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Unrelated model/config initialization bug vs ImageClassifierOutput hidden_states mix-up." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior regression vs tokenizer thread-safety regression." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Saving processor artifacts vs Qwen3.5 MoE from_pretrained loading error; different code paths." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs fast tokenizer thread-safety." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug vs MaskGenerationPipeline final-batch handling bug." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in dataloader threads vs long-context FA2 performance regression." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI breakage from removed configs vs CLI test failure on huggingface_hub API change." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different fixes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading/import regression vs add_special_tokens BOS/EOS behavior for one tokenizer." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults vs Whisper trailing-character decode crash." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Different documentation examples for different models; same symptom class only, not same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Importing sentence-transformers NameError vs missing Qwen2.5-VL symbol export." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 tokenizer regressions, but the affected models and failure modes are distinct." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention model support issue vs MLflow reporting bug." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in one model under threaded loading vs fast tokenizer thread safety." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training/MLflow reporting bug vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline-mode tokenizer loading regression vs tokenizer concurrency/thread-safety issue." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug vs ModelOutput key assignment bug." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in a processor vs meta-init incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenization-space behavior and the other is processor/tokenizer API access." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error vs DeepSpeed double optimizer step." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Generic tokenizer cleanup regression vs Pegasus v4/v5 output difference." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job-status bug vs Trainer compute_loss signature break." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash vs docstring processing failure under postponed annotations." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained issue vs tokenizer_config tokenizer_class mismatch." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency detection." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer arguments not applied vs documentation naming mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46762", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44360|issue:46762", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:43504|issue:47059", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44295|issue:44623", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:46305|issue:46655" + ], + "prepared_review_unit_hash": "3bfcf662a4dcd1aaba27814d8d51cd5a26d3112e54711fbd30720bd64b5de3c1", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36988, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose mix of unrelated bugs and regression reports, not a true duplicate cluster. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different failures: example script multi-label classification returns empty results vs local dataset loading in a separate script." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue vs leftover dummy classes/check-repo cleanup; unrelated problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config saved incorrectly vs optimizer stepping twice with deepspeed; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression vs processor.save_pretrained missing files; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils vs dummy classes leaking into dir(transformers); unrelated import/surface issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 moe serialization and the other is processor file saving; different fixes." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output drift across versions vs AttentionInterface.register changing behavior; unrelated generation vs registry behavior." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling vs tokenizer import/load failure; different tokenizer bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs missing _tp_plan for Qwen3_5Moe; same family, different defect and code path." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default-init bug vs non-persistent buffer junk; unrelated initialization issues." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit error vs AttentionInterface.register behavior change; not the same underlying bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring for position_ids vs GLM-5 RoPE implementation; documentation issue vs algorithmic bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs Qwen3.5 Moe from_pretrained error; different load/save paths." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import regressions, but they concern different symbols/modules and likely different dependency breakages." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer missing ReLU vs Minimax MSA numerical differences; different model/algorithm issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking breakage vs LlamaConfig head_dim validation; unrelated config issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs max_shard_size default constant; unrelated serialization behavior." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changes across versions vs FP8 inference failure on B200; different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attention generation bug; not the same code path." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Beit pretrained loading with legacy field vs CLI break from huggingface_hub API change; unrelated failures." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state vs quantized Gemma4 dtype casting; unrelated audio/tokenization vs tensor dtype bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior vs remote-code checkpoint meta-init incompatibility; different problems." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Same DSA area only superficially; one is split return values, the other is a docstring error." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; different serialization issues." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs cache max length handling; different behaviors." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 vs missing chat template in processor; unrelated issues." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus bug vs Kosmos2.5 OCR index error; different models and code paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs zero probabilities on siglip2; unrelated model-specific symptoms." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a script vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision encoder missing attribute vs MoonshineStreaming off-by-one windowing; different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both touch GLM/DSA internals, but one is torch.split return handling and the other is a missing ReLU; not mergeable as one fix." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "MoonshineStreaming window off-by-one vs SmolVLM video padding calculation; separate preprocessing bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46664", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:43986|issue:46726", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:44964|issue:47059", + "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:39379|issue:46172", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:46305|issue:46664", + "issue:44327|issue:47059", + "issue:43986|issue:47217", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "9513e2291e6644169916d3cfd6b76348f05bb03c75369cd99b89260fc3de5d3a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35460, + "estimated_input_tokens": 8865, + "estimated_eval_tokens": 17986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: import/dependency regressions, tokenizer bugs, multimodal/model-loading issues, quantization/save failures, and unrelated performance or docs problems. None of the soft pairs look like the same concrete bug, and there are no PRs in the set. If a single issue must anchor the cluster, 45278 is the broadest umbrella, but it is still only a partial fit.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45278 ('Many import errors after update from 4.57.0 to 5.5.0') is the broadest, most umbrella-like report in the set and is the closest thing to a cluster anchor, though the overall set is too mixed for a strong true canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best representative issue because it captures a broad, user-facing regression and is more general than the model-specific/tokenizer-specific reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "sam3-litetext memory overflow is a runtime/model behavior bug; DIA docs example is a documentation issue in a different feature area." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 from_pretrained failure are different bug classes and different code paths." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated problems." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/saving, but one is specific to dequantized Ministral/Devstral export and the other is sinq save/load corruption; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision dependencies, but one is a video-model AutoProcessor crash without torchvision and the other is an unrecognized image processor error; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency trouble and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-initialization incompatibility and Qwen3.5 save_pretrained visual-key corruption are different model/version issues." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe load bug do not share the same concrete failure." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue and InternVL2 meta-init incompatibility are distinct model-specific bugs." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different root causes; not the same underlying failure." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a huggingface_hub CLI test failure are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 causing degenerate training and NaNs in classification heads upon init are different instability problems." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are off-by-one style bugs, but in different models and different masking/positioning logic." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "A /v1/chat/completions request validation failure and a Gemma4Processor attribute error are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "sam3_video/sam3_tracker type warning and sam3 model text-encoder weight loading are different issues in the same family, not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and a Qwen3_5 infinite loop on a specific image are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "mllama mask handling and deepseek-v4 transpose/dtype behavior are different model bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx import and added-token spacing are unrelated tokenizer/import issues." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and a wrong docstring are not the same bug; one is code behavior, the other documentation." + }, + { + "left": "issue:46305", + "right": "issue:46664", + "accept": false, + "reason": "MoonshineStreaming sliding-window masking and SmolVLM num_frames semantics are different video-processing issues." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k crash and a huggingface_hub CLI attribute error are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor missing-backend crash and image-placeholder handling in VL models are separate multimodal bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 wrong offset_mapping and mdeberta BOS/EOS omission are both tokenizer bugs but with different models, symptoms, and fixes." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A missing is_offline_mode import from huggingface_hub is a specific dependency-symbol issue, while 45278 is a broader upgrade-related import regression; not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model save failure are different persistence problems." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer offline-cache loading and wrong decoder type in v5 are separate issues." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and Sentence Transformers getting stuck loading are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Ministral BPE-marker handling and version-to-version tokenization differences are both tokenizer issues, but not the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3 model-type warning and sam3-litetext memory overflow are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:30990|issue:33357", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43329|issue:47059", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:44038|issue:44297", + "issue:46172|issue:46762", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:42907|issue:43452" + ], + "prepared_review_unit_hash": "0358f2fd23895941ce81cd7bd7ed19240c10e398a86583b15b7bf983f2db8121", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated transformers bugs across tokenizer, multimodal, generation, CLI, and model-loading code paths. Most soft links are superficial topical similarity only.", + "confidence": 0.89, + "canonical_issue_reason": "If forced to pick one, issue 44521 is the best current representative because it is open and has the most active discussion, but the cluster is too heterogeneous for a real canonical duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone issue to keep tracking because it is open, recent, and has broader impact than the others; however, it does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: generation kwargs after sync_gpus vs D-FINE auxiliary losses/denoising behavior." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Different code paths: Qwen2.5-VL video position ids vs a documentation example for DIA." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Unrelated: Qwen3OmniMoe video-processing ValueError vs DIA docs/example issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different failures: custom model initialization breakage in v5 vs NaNs in classification heads." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Both tokenizer-adjacent, but one is buffer access on position_ids and the other is tokenizer_class mismatch on save_pretrained; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different problems: broken transformers env CLI vs NameError when importing sentence-transformers with latest transformers." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different models and symptoms: saving dequantized Ministrals/Devstrals vs incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different code paths: saving dequantized models vs loading Phi-4 multimodal instruct." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/stuck issues, but one is Sentence Transformers loading hang and the other is a MacOS bus error for a CLIP model; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Different scope: Python version compatibility for transformers 5.1.0 vs wrong output with pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is missing AutoImageProcessor and the other is broad import errors after upgrade; too generic to merge." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Different issues: TF32 API settings warning vs torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: Smollm3 RoPE layer counting vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different breakages: importing sentence-transformers vs stale auto_mappings.py references to removed Sam3LiteText configs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model families and bugs: dequantized save_pretrained vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different APIs: TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Different areas: multimodal token counting video branch bug vs CLI tests failing with newer huggingface_hub." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading bugs: Qwen3 offset_mapping vs failing to load cjvt/sleng-bert." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Different multimodal/tokenization bugs: Qwen3 offset_mapping vs apply_chat_template assistant mask generation." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 num_labels propagation vs flash_attention_3 degenerate training." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different debates/bugs: DSA indexer lacks ReLU vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different processor/tokenizer paths: kwargs not passed to cached_file vs chat template crashing on tool-call messages." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe incompatibility vs tokenizer.save_pretrained writing wrong tokenizer_class." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical issues in different models: deepseek-v4 comb transpose bug vs Minimax MSA attention mismatch." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization behavior, but one is version-to-version tokenization drift and the other is continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer-related bugs: changed tokenization across versions vs multimodal assistant mask generation." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe loading issue vs position_ids buffer read error." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Related SAM 3 area, but different concrete failures: wrong model type warning vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Different historical tokenizer/import issues: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different bugs even within similar release context: Qwen3-VL-Moe issue vs FP8 save_pretrained moe." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different model I/O bugs: dequantized saving vs gguf_file breaking from_pretrained for tokenizer/model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:42673|issue:45072", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909" + ], + "prepared_review_unit_hash": "994345c44bb1cac7ebb369d59362d49fc4f16ed1aad10ae854578e989e50c5b4", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35391, + "estimated_input_tokens": 8848, + "estimated_eval_tokens": 17952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are only loosely related by subsystem or release version, not the same concrete bug/change. The cluster is dominated by distinct import, tokenizer, model, and runtime issues, so I reject all soft edges and treat the broad import-regression report as the best issue anchor.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative duplicate target in the set: it summarizes a wide import-regression breakage after upgrading, which matches several of the other import-related reports better than the more narrowly scoped bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best global issue candidate because it is an umbrella regression report with the clearest chance of absorbing related import failures from the surrounding set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is about save_pretrained checkpoint contents and the other about from_pretrained loading; different failure modes." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but the affected models and failure details are different." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example-script classification output bug; the other is a multimodal config/input-default issue." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer issues, but offset mappings and phonemizer backend caching are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they are for different public APIs and not the same underlying breakage." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and multi-label example output are unrelated bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a LayoutLMv3 error message clarity issue are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different runtime problems: dtype drift in eval versus incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is a dependency/extra-install packaging bug; the other is a Python-version load failure." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/multimodal code paths with no clear shared defect." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and failure types: SigLIP2 implementation discrepancy versus Qwen3_5 image infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention kernel branching under torch.compile is unrelated to a SequenceFeatureExtractor padding performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a doc parameter typo; the other is import-time stdout logging from docstring tooling." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and phonemizer backend caching are separate issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions, but one is a specific missing symbol and the other is a broad umbrella report of many import errors." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "API request rejection and VL image-placeholder handling are different problems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and an AuxRequest import guard are unrelated version-check bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is a transformers-version/model-support bug and the other is a specific from_pretrained loading error." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression and NaNs in classification heads are different failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the decoder-type issue and Deepseek tokenization correctness issue are not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is incorrect save_pretrained visual keys and the other is a from_pretrained error." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python-file errors and a documentation parameter mismatch are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in dataloader-thread usage and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Incorrect num_labels propagation and NaNs in classification heads are distinct model-init problems." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example behavior and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper-length calculation bug and a PyTorch version-check bug are different code paths." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size mismatch and a broken documentation example are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46077", + "issue:46328", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:46328|issue:47116", + "issue:43066|issue:46710", + "issue:43992|issue:44704", + "issue:28348|issue:46640", + "issue:43116|issue:43825", + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:42673|issue:42796", + "issue:33453|issue:39401", + "issue:44995|issue:46697", + "issue:44263|issue:46762", + "issue:43673|issue:46328", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:39379|issue:43688", + "issue:45405|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:42222|issue:43441", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:42222|issue:46752" + ], + "prepared_review_unit_hash": "ea6dffd8303529e8b63524554199fe3ff870fadca37a2666a5248ca80d9c68ed", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35031, + "estimated_input_tokens": 8758, + "estimated_eval_tokens": 17772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not contain true duplicate pairs; most items are unrelated model-, tokenizer-, or pipeline-specific bugs that only weakly resemble each other by broad Transformer v5 / attention / tokenizer themes.", + "confidence": 0.8, + "canonical_issue_reason": "issue:47116 is the broadest representative in the set (a general Transformers v5 regression), but it is only a loose umbrella for the cluster rather than a true duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47116 is the most suitable global representative because it is broad, current, and regression-focused; still, the surrounding issues are too diverse for strong deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings/API control is unrelated to GLM46VImageProcessorFast missing get_number_of_image_patches." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer.evaluate() failing after train() are different training bugs." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "CLIP attentions not assigned and VideoPrism hidden_states mix-up affect different outputs and code paths." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend error in AutoProcessor is unrelated to repeated 429 retry behavior." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "SequenceFeatureExtractor.pad performance issue is unrelated to streaming pipeline regression." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type regression and DeepSeek accuracy regression are distinct problems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing UMT5Encoder weights and AutoProcessor kwargs forwarding are different loader behaviors." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT2 FlashAttention-2 support request and a generic Flash Attention issue are not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug and pipeline translation error messaging are separate issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Minimax MSA numerical differences are different model-specific failures." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Qwen3 VRAM leak in dataloader threads is unrelated to Ministral tokenizer BPE marker handling." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is loading regression and the other is wrong offset_mapping; not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward and Swin2SR over-padding are unrelated model/components." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue and Minimax attention numerical drift are different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill is unrelated to numpy/list conversion in padding." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Missing Qwen2.5-VL import and repeated 429 retries are different AutoProcessor failure modes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache are both v5 regressions but not the same underlying bug." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama mask handling and auxiliary-loss normalization issues are separate model-specific bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unreleased PEFT version bump and wrong AuxRequest import version check are unrelated dependency/version problems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention and Gemma4 causal-mask construction are different attention bugs." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix are unrelated vision/training failures." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral FlashAttention failure are unrelated model areas." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer registry assumption and flash_attention.py s_aux=None crash are unrelated subsystems." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights and PretrainedConfig type checking breakage are different API compatibility issues." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty apply_chat_template IndexError are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:44704|issue:47110", + "issue:45071|issue:47059", + "issue:44829|issue:45216", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:42617|issue:45341", + "issue:45632|issue:46981", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478" + ], + "prepared_review_unit_hash": "4974d4387a03b807e346750f20fa0c683c1dfc8c104be9be7f25084ef390b9cb", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35384, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous standalone issues. A few pairs share surface-level themes like import errors, tokenizer bugs, or config regressions, but none look like the same underlying bug/change closely enough to merge.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out for the whole set: the items span unrelated import, tokenizer, processor, training, and config regressions across different models/code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest standalone umbrella among the import-error reports, but it still is not a valid duplicate sink for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Different failures: serialization of tied lm_head weights vs NaNs in classification heads; not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both are multimodal training issues, but one is an mllama masking bug and the other is a Florence2 loss-shift bug; different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different models and symptoms: missing Qwen3Next projections vs a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenization, but they affect different models and different outputs (offset mappings vs incorrect tokenization results)." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation error is unrelated to flash-attention generation failure; different root causes." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a v5 type-checking regression in PreTrainedConfig; the other is stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and special_tokens list-vs-dict handling are separate API bugs." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Type-checking regression is unrelated to the CLI completion API break in huggingface_hub." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are distinct regressions." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utility bug vs SequenceFeatureExtractor padding inefficiency; no shared underlying defect." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video output shape is different from AutoProcessor crashing without torchvision." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping returning None and the Mistral regex patch crash are separate tokenizer-loading issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug does not match the xdist race on captured_info.txt." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning in SAM3 is unrelated to a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different regressions." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression and noisy logging are not the same underlying issue." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose import breakage and a backend-mapping error for tensorflow_text are different failures." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API changes and missing rms_norm_eps in MLA q_a_layernorm are unrelated config/numerics bugs." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are different problem classes." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config.json missing model_type are separate load-time errors." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "A missing rms_norm_eps precision issue is not the same as numerical differences in Minimax MSA attention." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from image_utils is only superficially similar to broad import failures after upgrade." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are different subsystems and failures." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3Next projections is unrelated to the Qwen3.5 MoE from_pretrained error despite both mentioning Qwen3." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42886", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44261", + 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A few pairs share broad themes (tokenization, FlashAttention, from_pretrained/load failures), but none look like the same concrete bug/change.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43097 is the most broadly scoped and representative v5 regression report in the set; it describes a concrete API/behavior break with visible downstream impact, making it a better anchor than the narrower model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best standalone issue here because it is broad, clearly user-facing, and tied to a specific regression in v5 rather than a one-off model quirk.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is about SGD args being ignored while the other is a deepspeed double-step bug; different code paths and fixes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Completely different failures: an import error in configuration utils versus an audio feature extraction issue." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM subsystems: one concerns torch.split return values in an indexer, the other RoPE implementation." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is decoder type selection and the other is a tokenization behavior difference; 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no duplicate evidence." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image and a memory overflow in another model are unrelated symptoms." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and a specific model load failure are not the same issue." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed embedding-tie config behavior and a flash_attention.py AttributeError on s_aux are different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing Qwen3next projections and a missing config field silently dropped by strict config handling are unrelated model-definition bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45440", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:47116" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:38617|issue:42757", + "issue:44038|issue:44410", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:42890|issue:46298", + "issue:46298|issue:46752", + "issue:43097|issue:43873", + "issue:43986|issue:44484", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:46172|issue:46710", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:44368" + ], + "prepared_review_unit_hash": "69a196229c390e13e07ff8d8c42b75254089b1c36c71d0de735f40fe86eb5bec", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This bundle is a heterogeneous collection of unrelated Transformers issues; the soft pairs mostly share only a subsystem or vague symptom wording, not the same underlying bug. No soft edge looks safe to merge as a duplicate, and there are no PRs here.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43873 is the best representative anchor because it has the most inbound references and discussion, but this set does not form a single duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most central/high-signal issue in the group; the rest are largely distinct model-, processor-, import-, or training-path regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek bugs: native MoE divergence vs a dtype/transpose operation in deepseek-v4." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: generation cache missing in chunked prefill vs MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:38617", + "right": 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"accept": false, + "reason": "Different model-specific training bugs; the titles only share a generic 'training loss' context." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video processor bugs, but one is padding math and the other is num_frames semantics." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different namespaces: configuration_utils vs transformers top-level HybridCache." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument conflict and TOKENIZER_MAPPING_NAMES None-handling are separate tokenizer loader bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is about a removed config flag; the other is about offloading failing with quantization." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor dependency crash and save_pretrained shard-size behavior are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch precision warning in bfloat16 compilation is not the same as a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling and a DiffusionGemmaGenerationOutput pipeline failure are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still triggering API calls is unrelated to a missing embed_tokens.weight when loading UMT5Encoder." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A specific tensor operation bug is not the same as a broad accuracy regression after version upgrade." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and docstring parsing with future annotations are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failing after train is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for ScandiBERT and a streaming pipeline regression are distinct issues." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling ignored in backend dispatch is not the same as chunked-prefill recompilation from cache lazy init." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and unsupported BACKENDS_MAPPING backend are different compatibility problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Failed save after dequantization and an infinite-loop vision bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention save_pretrained, but one is dequantized model persistence and the other is Pipeline serialization." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup and a noisy logging message do not share the same underlying defect." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A compiler warning about float32 precision is not the same as a torch.compile + SDPA failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to the max_shard_size default question." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "The warning about bfloat16 compilation is unrelated to the tie_word_embeddings config warning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44734", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:42757|issue:43824", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:44380", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43208|issue:43526" + ], + "prepared_review_unit_hash": "b173826a553aabc61c29206214b7ad95678e76f4847af0cfcd31bab10823c0f3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues with only superficial keyword overlap. None of the soft pairs look like the same underlying bug or change, so they should all remain separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated regressions in imports, model configs, attention behavior, packaging, CLI/serve, saving, and training.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; there is no coherent duplicate set to anchor, so any single issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is unrelated to a streaming serve regression." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to a Python version compatibility issue." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are different problems." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba compile/SDPA failure are separate model-specific regressions." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A misleading pipeline task error message is not the same as failing to save Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different attention bugs; not the same code path." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Both involve serving/pipeline flows, but the KV-cache indexing crash and streaming regression are distinct." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings API and a noisy logging message are unrelated changes." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription handling is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under backends and AttentionInterface.register behavior changes are different issues." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug do not share the same underlying defect." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import problem." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention moe/fp8, but one is save_pretrained and the other is from_pretrained/model loading." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to a huggingface_hub CLI attribute error." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols from different modules and different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to zero-loss sequence-classification behavior." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling are separate bugs." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Package extras missing tensorflow and a Trainer import conflict with datasets are unrelated packaging/import issues." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch precision warning during bfloat16 compilation is not the same as flex_attention failing on newer torch." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection and a Qwen2.5-VL batched-input crash affect different endpoints." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing a removed helper from configuration_utils is unrelated to local_files_only still making network requests." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE discussion are not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling are distinct model/output regressions." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "resize_token_embeddings not updating Gemma4 embeddings is unrelated to bidirectional attention masking." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "GenerationMixin and is_offline_mode are different missing imports from different packages." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Missing attentions and missing hidden_states are separate CLIP regressions, not one underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe model bug and fp8 support for Qwen3.5 MoE are different issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failures and pipeline save_pretrained failures are different save-path bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training failures and BeitImageProcessorFast reduce_labels returning one label are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "These are different Qwen3.5/Qwen3-VL-Moe from_pretrained issues with different symptoms and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:43867|issue:46202", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:44355|issue:44855", + "issue:36296|issue:43575", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478" + ], + "prepared_review_unit_hash": "eac6bec8ff8fc7a5f88a4fca82b404653c8e3de0ab7df557e6844a1258c09299", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37781, + "estimated_input_tokens": 9446, + "estimated_eval_tokens": 19148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates stand out in this set; the soft pairs are mostly superficially similar but describe different models, subsystems, or failure modes. I would not merge any of the candidate pairs.", + "confidence": 0.92, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43611 is the strongest representative: it is a concrete, high-signal model-loading regression in Transformers 5.0 and is broad enough to sit near several other loading-related reports. That said, this is not a real duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue to keep as the representative triage target because it is specific, actionable, and broadly phrased around a core regression path (model loading).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different bugs: Qwen3VL MoE loading regression vs a general state_dict-sorting load error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: Qwen3.5 num_labels propagation vs importing Trainer failing due to datasets interaction." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different failure modes: Flash Attention 2 support limitation vs invalid GenerationConfig on GLM-5." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different models and code paths: config propagation bug vs Gemma4 attention-mask behavior." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "One is a base_model_prefix loading regression; the other is saving Pipeline objects." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and missing attributes: Gemma3Config vocab_size vs Sam3VisionEncoderOutput fpn_position_embeddings." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Different concerns: compiled Python import errors vs doc-lint output at import time." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence bugs: Pipeline save_pretrained vs quantized model roundtrip after save/load." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-compatibility complaints, but Python 3.9/3.10 support and Python 3.14 import failure are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config issues: Gemma3Config vocab_size vs patchtsmixer post_init policy." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving, but one is a state_dict ordering load issue and the other is an incorrect Qwen3.5 saved checkpoint." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Different external breakages: Python 3.14 import failure vs huggingface_hub CLI API change." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Both are attribute-type errors, but on different objects and unrelated code paths." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention-mask logic is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different objects and regressions: CLIPOutput attentions field vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config is unrelated to missing pad_token_id in Llama4Config." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() UnboundLocalError is unrelated to tensor parallel training behavior." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer state mapping is unrelated to a typo in cache strategies." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decoration request for cache updates is not the same as broad import errors after a version bump." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained-related, but one misses embed_tokens.weight while the other is a Qwen3.5 MoE loading error." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args not used has nothing to do with Trainer import failing because of datasets." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug vs variable-length position_ids bug; different subsystems and symptoms." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "General load-model sorting bug vs Gemma pipeline roundtrip failure on a tokenizer symbol." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() mask initialization bug is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination/output issue is unrelated to RTDetrLoss infeasible cost matrix crash." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and Python 3.13 decorator parsing/IndentationError are distinct failures." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both involve tensor parallelism, but training bug and loading OOM are different concrete problems." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A cache update no_grad request is not the same as the broad complaint that 5.0 breaks too many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star cleanup causing slowdown is not the same as intermittent import-transformers slowness." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "General model-load sorting bug vs missing deepstack_visual_indexes in Qwen3.5 config." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "SAM HQ test seeding issue and xdist race on captured_info.txt are unrelated test failures." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad and Python-version support breakage are different issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict-sorted loading error is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5-ish loading, but the missing embedding weight bug is not the same as the MoE from_pretrained error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47110" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44734|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:43827|issue:44961", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071" + ], + "prepared_review_unit_hash": "66a4b264251e2d3217f285a24cff388d86ece8c03e1142eec278c0598d417ce0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37863, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions and import/loading breakages across unrelated models and subsystems; the soft pairs are generally not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44556 is the most representative concrete regression: checkpoints that loaded on v4.57 fail to reload on v5.2/v5.3, which matches the cluster\u2019s main theme of v5 loading breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best single issue to anchor the cluster because it is specific, user-facing, and broadly representative of the version-upgrade loading failures seen here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different failures: missing PyTorch backend for AutoModel vs a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is about attentions output assignment and the other about model structure consistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated model logic: DSA indexer/ReLU discussion vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different code paths: unwanted network access in local_files_only vs AddedToken constructor argument duplication." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test missing set_seed is not the same as a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test-related, but they describe different failures and different root causes." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Both mention behavior changes, but one is tokenization-space cleanup and the other is video processor num_frames semantics." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "MoE-related, but save_pretrained FP8 behavior and missing tensor-parallel plan are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload after version upgrade." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different failure modes: KV-cache continuation tensor indexing vs cache lookup FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-file-only network leakage is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Image patch counting / multimodal token computation is unrelated to cache-file lookup failures." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "One is a broad complaint about v5 breaking models; the other is a specific special_tokens list/dict type error." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Importing a missing Qwen VL class is not the same as a FileNotFoundError from cached trust_remote_code loading." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI/env command breakage is not the same as AttentionInterface.register behavior changes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but missing _tp_plan and generic from_pretrained failure are not clearly the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Memory/OOM regression under int4 quantization is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation references to pipeline() are unrelated to the racoon issue." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and a dropped vision config field are different configuration bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck loading SentenceTransformers and forward-argument documentation confusion are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a Chinese report about filtering slowdown are not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network requests despite local_files_only are unrelated to racoon." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different areas: offline loading behavior vs FP8 MoE save_pretrained." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision-related, but num_frames semantics and missing vision-backend handling are distinct bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but cache update no_grad and sync_gpus keyword update are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow job status reporting is unrelated to tensor parallel training bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading failures, but they affect different model families and likely different root causes." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generation UnboundLocalError is not the same as a documentation ambiguity issue." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 model-loading breakage are different concrete failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub is unrelated to the transformers env CLI breakage." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env command breakage is not the same as PretrainedConfig typing changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44315|issue:44360", + "issue:43352|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:45375|issue:47110", + "issue:43525|issue:47110", + "issue:43867|issue:47110", + "issue:44315|issue:46209", + "issue:45362|issue:45850", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492" + ], + "prepared_review_unit_hash": "4d0f97613cd71562f70e208b6282d65c4179d5cdbc9558c46fb5a81444e35404", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37638, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of Transformers v5 regression reports, import/load failures, and model-specific bugs. Only the RoFormer attention/interface pair looks like a true duplicate; the rest are too different in concrete failure mode or subsystem.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, describing the general v5 regression theme that many of the other issues orbit around.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster representative because it captures the shared v5 breakage pattern more directly than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Different CLI failures: one is the `transformers env` command, the other is a Hugging Face hub completion/group compatibility issue." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about forward arguments vs a concrete ImportError for `layer_type_validation`; unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No shared bug path; one is a placeholder title and the other is a Gemma audio positional encoding issue." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Both involve top-level user-facing breakage, but they are different failures in different symbols/code paths." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Model creation with `model_init` and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron has no relation to the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Both are loading-related, but one is a missing import/export and the other is a cache FileNotFoundError; different bugs." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs documentation mismatch; different problem class." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs trust_remote_code cache loading failure; not the same code path." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": true, + "reason": "Both point to the same RoFormer attention path: kwargs are not propagated because the implementation is not using the attention interface." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "One is FP8 save_pretrained behavior, the other is FP8 inference support; separate issues." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Different concrete bugs: missing config field vs malformed `special_tokens` structure." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config missing `pad_token_id` is unrelated to the `special_tokens` list/dict error." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict loading order problem vs `special_tokens` type error; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init and FP8 inference on B200 are different failures." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "The Qwen3.5 chat crash is a specific model issue; 45850 is a broad meta report about many v5 breakages." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model subsystems: GLM RoPE vs SmolVLM video processor semantics." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs a typo in cache strategy text; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Concrete missing files on save_pretrained vs a generic placeholder bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure vs TensorFlow backend detection when only tensorboard is installed; different root causes." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same broad family (Qwen/moe/tensor-parallel), but the concrete bugs differ and are not clearly mergeable into one PR." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading symptom vs unsafe `sys.modules` access; related area, but not the same underlying bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM `num_frames` semantics." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/perf issue vs generation cache bug; different changes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox hallucination is unrelated to `PretrainedConfig` type-checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the `env` CLI and the other is checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code is not the same as a broad report that v5 breaks many models." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad v5 breakage report vs a specific CLI completion/group error tied to huggingface_hub." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and cache-strategy typo are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is conservative and grounded in the packet. The broad v5-breakage issue (45850) is a defensible umbrella representative, and the one accepted soft edge (46143/46144) looks like the only clearly mergeable duplicate pair from the titles. The rest of the rejected pairs are reasonably treated as different bugs or subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:43519|issue:44908", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218" + ], + "prepared_review_unit_hash": "bad66c936b18b48c4b931f9f7d51bd61204d90cfe638a3ebc6bfb871caf33be7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 51, + "serialized_chars": 42304, + "estimated_input_tokens": 10576, + "estimated_eval_tokens": 21408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated issue reports, with only a weak loading/import theme in a few items. No pull requests are present.", + "confidence": 0.81, + "canonical_issue_reason": "No exact duplicate cluster emerged; issue 44246 is the broadest representative of the loading/import subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the best issue candidate because it is broad, user-facing, and closest to the recurring load/import complaints in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Different import problems: import-star cleanup vs missing HybridCache symbol." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Unrelated model/type mismatch vs Liger Kernel model_init behavior." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both relate to loading, but one is import slowdown and the other lazy-loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Transformer env command bug is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env-command breakage is not the same as a shell-operator allowlist bypass." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Different model-specific errors: Flash Attention 2 support vs bbox output issue." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific position_ids buffer bug does not match a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is not the same as a vague bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support regression is unrelated to Qwen3-VL bbox errors." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs propagation is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and feature-extractor padding performance are different bugs." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler behavior." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: package import cleanup vs missing HybridCache export." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time cleanup issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support matrix bug is unrelated to missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weight key crash are different issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version compatibility is unrelated to shell command substitution bypass." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to tar/zip-slip RCE." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA ReLU discussion and Gemma-4 audio positional encoding are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation and video padding calculation are distinct processor bugs." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration differ." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report is not enough to match a specific Qwen3.5 MoE load error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure is unrelated to scheduler kwargs propagation." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "Model RoPE implementation is unrelated to a filesystem write/RCE vulnerability." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp math and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different models and symptoms: Gemma-4 positional encoding vs ASR training-loss shift." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is unrelated to tied-weight key AttributeError." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python compatibility issue is unrelated to tar/zip-slip file-write RCE." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp math is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Env command breakage is unrelated to a missing model class import." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import cleanup and VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Doc confusion around forward args is unrelated to Llama 3.2 model loading breakage." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad regression complaint is not the same as a shell/file-write security issue." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad model-breakage complaint is unrelated to command-substitution allowlist bypass." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-implementation bugs, but for different models and code paths." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under threads is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Missing model import and tar/zip-slip vulnerability are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating bug and dtype/transpose issue are different code paths." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leak and processor timestamp calculation are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings and VRAM leak in threads are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General breakage report does not match a missing model-class import." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug and missing save_pretrained files are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return semantics do not match Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS eps precision mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous-batching support and DeepSeek-V4 weight conversion are different topics." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug and multi-thread VRAM leak are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support issue is unrelated to missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "c1e192f2082104578b9cea8e1c279054f8e37547934a80a203ac798dfb238a0b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993437, + "estimated_input_tokens": 248360, + "estimated_eval_tokens": 496976 + }, + "budget": { + "node_count": 34, + "item_count": 34, + "soft_pair_count": 31, + "serialized_chars": 28326, + "estimated_input_tokens": 7082, + "estimated_eval_tokens": 14420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans many unrelated bugs/features (tokenizers, FA2 support, loading speed, security issues, scheduler bugs, etc.). None of the soft pairs are clearly the same underlying change/bug, so I would not merge any of them.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42913 is the best cluster anchor: it\u2019s the broadest user-facing regression in the set and the closest thing to a tokenizer-v5 subgroup, even though it is still distinct from the paired tokenizer issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42913 is the most representative concrete regression among a largely unrelated set; it has the clearest user impact and the best chance of subsuming nearby tokenizer-v5 reports conceptually.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Both are AttributeError-style failures, but on different objects/code paths (_tied_weights_keys vs special_tokens); not the same bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is a general v4\u2192v5 regression and the other is a decoder-type mismatch; too different to treat as duplicates." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated failures: tied-weight key handling vs CLI completion breakage from huggingface_hub." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Same broad FA2 theme, but one is GPT2LMHeadModel-specific and the other is a generic topic issue; not the same concrete change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated spam/non-technical issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Completely unrelated: spam title vs a shell-command security bypass." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Completely unrelated: spam title vs tar/zip-slip security issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache-strategy docs vs unrelated spam/non-technical issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Spam/non-technical title vs a broad version-regression complaint; not duplicate bugs." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different areas entirely: tied-weight helper crash vs chat-template/tool-call crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading is unrelated to the import error for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model support request vs processor.save_pretrained missing files; different problems." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0 support, but for different models and likely different implementation gaps." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Generation-time decoder_attention_mask crash vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading slowdown vs tensor-parallel training bug; different subsystems and symptoms." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failure vs slow from_pretrained loading; no shared underlying bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue vs documentation confusion; not the same change." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5/MoE-related issues: fp8 support request vs from_pretrained error on transformers>=5.4.0." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 inference support are separate feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior vs RoFormer attention-interface usage are unrelated model-implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling vs DeepSeek-V4 shared-expert gating; different models and bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in config vs tokenizer regex warning regression; not the same issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value bug vs kwargs not passed to loss calculation; different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation bug vs RoFormer attention-interface bug; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value vs tokenizer regex warnings; no shared underlying defect." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss handling vs RoFormer attention implementation; different subsystems." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug vs a typo in quantization_operation text; unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig vs a typo issue; not duplicates." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation vs config type-hint correctness; different bugs." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Question about Llama4TextL2Norm semantics vs ModernBERT type-hint bug; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug vs ModernBERT type-hint bug; different models and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "d6ef1101d49eb0e9b906a0508dc032a316bf76bf484a25ead610fca62c934060", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates of one another: one is a tokenizer truncation feature request, one asks for ReduceLROnPlateau-like training scheduler behavior, and one asks for Wav2Vec2 word boundary offsets. The cluster is only loosely text-similar, not the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained feature request in the set; the other two are unrelated topics in different parts of the library.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the best representative issue because it has a clear, actionable request and is the only one in the cluster that forms a coherent topic by itself.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation behavior and a ReduceLROnPlateau-like scheduler are unrelated features with no shared code path or concrete bug." + }, + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "One is about truncation direction in tokenization; the other is about retrieving word offsets in Wav2Vec2. Different functionality and different problem domain." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A training-scheduler feature request and Wav2Vec2 offset extraction are unrelated; similar wording is not enough to treat them 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": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "6d83753ec85ada70a3c2219aa12a2c2d7477cf9966fe61f1c60d19a5e98c7cc0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not appear to be duplicates: one is about Tapas tokenization mismatching TensorFlow, one is about a bad auth-related error message when downloading a private model, and one is about failing to load bert-base-uncased. They share only broad Hugging Face/transformers context, not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: tokenization parity for Tapas vs model-loading failure for bert-base-uncased. No evidence they describe the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model download/loading, but one is specifically a private-model login/error-message issue while the other is a generic inability to load bert-base-uncased. Not the same concrete failure mode." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "dc26b8f975e07e7005da766f2fa86d462440cff39e22a30da4ae242ba76eb3be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a similar contribution pattern, but they target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 26350 is the older and more-discussed request, but it is not a duplicate of 33260.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the better cluster representative by age and discussion activity, though the two issues are distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are community contribution requests, but Flash Attention 2 architecture support and GGUF architecture support are different underlying features and should not be merged 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": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:43834|issue:46222", + "issue:44365|issue:44370", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44365|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:44370|issue:46222", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "48156fdc96de96fcbe6a2f72a34228c6cbbaa6f128a9042d836824b8328dfc70", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15553, + "estimated_input_tokens": 3889, + "estimated_eval_tokens": 8034 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15553, + "estimated_input_tokens": 3889, + "estimated_eval_tokens": 8034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly separate i18n/docs translation-request issues across different languages, plus a few near-identical placeholder/template issues. The high similarity is driven by shared boilerplate, not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "If one issue must represent the cluster, issue 43834 is the cleanest generic translation-template exemplar; however, the cluster does not contain true duplicates because the language-specific requests are distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43834 is the best representative of the repeated i18n translation template because it is the clearest generic form and is closed, but it still should not be treated as a duplicate of the language-specific requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different requested language/context; the overlap is just the shared i18n translation boilerplate." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different requested language/context; not the same translation task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs a generic placeholder template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language (Turkish vs Romanian); not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language (Turkish vs Spanish); not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder template; similarity is boilerplate only." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target language (Spanish vs Romanian); distinct requests." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request vs generic placeholder template; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Different target language/context; the match is only on shared template text." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different target language/context; not the same translation request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs generic placeholder template; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different issue text and no evidence they are the same translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template issues, but there is no evidence they refer to the same concrete language/request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Both are generic template issues, but they appear to be separate placeholders rather than one duplicate bug." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder/template similarity only; no shared concrete change or bug." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Template similarity is not enough; the titles differ and there is no clear shared underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Template similarity only; the issue texts do not establish the same concrete request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical boilerplate, but no evidence they are the same underlying translation request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity only; not enough to merge as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Template similarity only; the titles/body context are not the same request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No clear shared concrete issue; only broad i18n boilerplate overlap." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity only; not enough evidence of the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Template similarity only; distinct issue text." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "No concrete shared bug/change; just similar boilerplate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "The titles are similar in style, but the actual text differs and there is no clear proof they are duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Similar-looking non-English text, but not enough evidence of the same underlying request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Similar-looking non-English text, but no reliable indication they refer to one shared issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "89c2c6ac1d0a1fd94fa3a6e6cc2ca178f82340106c4c784baa6fb37b44cd7180", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a pile of model-add/support requests across different architectures and modalities, not a set of true duplicates. None of the soft pairs look like the same concrete change, so I rejected them all. I picked one open, specific model-support request as the closest representative anchor, but the cluster is heterogeneous.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43671 is the cleanest open, concrete model-support request with some discussion, so it works best as a representative anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the most actionable representative: open, specific, and clearly scoped, whereas the others are mostly separate model requests that should not be collapsed together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint-related, but they target different models and request different additions; not the same concrete change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matching and MiniCPM3 architecture support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work and Qwen3-TTS support are different model families and code paths." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config support and XiaoMi MiMo are different concrete model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate detection-model additions, not the same implementation." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio target different model types and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer support are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision detection support and Qwen3-ASR audio support are different changes." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests with different implementation paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and weight-sparse transformer support are not the same concrete change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model-support requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families, so not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer support are unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture work and ModernVBERT models are separate additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different model code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are distinct model-support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model families." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS support are different concrete requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are separate model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and the broader RoPE BERT-like request are different issues." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "The RoPE BERT-like request and XiaoMi MiMo are different model concerns." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by name only; they are separate modality-specific support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations, not one merged change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model-support requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request are not the same code path." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are different model requests with different implementation needs." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "8228a608162ec20df76d2005292f5286afd89dced5be5b6f1bdc583df608a6ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates or the same underlying change: one is a closed docs request about adding Pruna as an optimization framework, and the other is an open Vision RoPE refactor. They share only weak topic similarity at best.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the titles and scopes are unrelated, so there is no clear duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the better cluster representative only because it is an active technical issue; 38740 is a closed documentation request and not the same problem domain.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: a docs request to add Pruna is not the same underlying bug/change as a Vision RoPE refactor; no shared code path or concrete duplicate target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "76d2a6f27fd03b08ad071e8186ea59524f16b01fd34e237abf52efc8d9fabea8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a low-level block decoding request, while the other is a model-specific DeepSeek v3.2 support request. They do not appear to describe the same underlying bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and scopes: block decoding versus DeepSeek v3.2 support. No evidence they target 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": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "e5455469cd4991420602eabcb10cc8697db581d12b82ab698e12937b0eff4d88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a high level (memory-efficient model changes) but describe different features: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other is about integrating TiledMLP to reduce memory footprint. They do not look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No strong duplicate relation is present. If a single representative is needed, issue #41306 is the more concrete, narrowly scoped API/integration request; #41826 is a separate feature request about a different module.", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is the better standalone issue because it targets a specific missing `from_pretrained()` flag and has a clearly bounded implementation surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different components and changes: FLCE/TiledFusedLogitsLoss flag support vs. TiledMLP integration. Similar memory-optimization theme is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "06bbe7034a9a2af21bb2a41fb07e3387f9bd149f2802d51c98250d044ed5996f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern Trainer assumptions that make custom trainers less flexible, but they target different behaviors: column pruning vs FLOPS estimation. They are related in theme, not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue #43598 is the clearer canonical issue if clustering around Trainer customizability, because it is specific about the `remove_unused_column` behavior and frames a concrete customization problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #43598 is the better representative issue overall because it describes a concrete Trainer customization gap with a specific mechanism, whereas #43600 is a separate FLOPS-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the broad theme of custom trainers, but one is about column removal in Trainer and the other is about FLOPS counting. Different code paths and different fixes, 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": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "bb9df9ed8041ad627b5fd09864e43301d7865f4eaa78e4c10b540b143a3cfe12", + "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 high level (both concern Qwen model integration), but they request different API support for different model families and tasks. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the broader anchor if one issue must represent the cluster, but it is about AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while #44405 is a separate AutoModelForSequenceClassification request for Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different concrete requests and code paths: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. Shared Qwen context is too broad to imply duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "0e4dccb11d3798c92d92e40d2595e4ddbde857f481a51bc1d8250a5dbf3424db", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact title \"huggingface \" and are very likely duplicates; \"Fett\" looks unrelated. I\u2019d anchor the duplicate set on the earliest huggingface issue.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43845 is the earliest of the exact-title \"huggingface \" issues, so it is the cleanest representative for that duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best issue representative because it predates the other matching issues and has the same exact title, while 43835 appears unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no other evidence tying \"Fett\" to the \"huggingface \" issues." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no supporting body/link evidence; likely unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no supporting evidence for the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title, created minutes apart, with no contrary evidence; strong duplicate signal." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and close timing make these look like the same issue report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title with near-identical context; likely duplicates of the same report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: 43845, 43846, and 43859 share the exact same title, and 43845 is the earliest of that set. The non-match calls involving 43835 are also conservative given the title mismatch and lack of supporting evidence. No soft-edge verdict overstates the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "2426811570b1f441e831bbaf4b3629a90254cca835e9a853c7a97269849c0ce7", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly low-signal or spam-like issues with no clear duplicate relationship. 44418 is the only somewhat substantive item and is the best placeholder canonical issue, but no pair looks like a true same-issue match.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 44418 is the only non-spam, potentially actionable report (\u201cDocumentation Enhancement Suggestion\u201d), so it is the least-bad canonical representative among otherwise weak items.", + "canonical_pr_reason": null, + "best_issue_reason": "44418 is the most plausible issue to keep as the cluster representative because it has an actual request-like title instead of spam text, even though it is still vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam placeholders, not evidence of the same underlying bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like titles do not establish a shared concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder versus documentation enhancement suggestion; no same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and \u201cCommunity benchmark tip\u201d are unrelated." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a \u201cGoogle LLC\u201d check-out issue; unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request and spam placeholder are not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request and spam placeholder are not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they describe the same underlying bug/change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus \u201cGoogle LLC\u201d check-out issue; unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus \u201cGoogle LLC\u201d check-out issue; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "f01946d7263865a780d57089cff548bf03caf376f60e57a52affc812890efb2a", + "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 two closed issues share the same title and very similar body size/metadata, with no distinguishing links or files, so they are very likely duplicates of the same report. The evidence is stronger for deduplication than for treating them as separate issues, but it is still mostly metadata-based.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the slightly more central deduplication target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative issue for the cluster because it is the earliest item and has the only inbound reference, so it is the most natural anchor for the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, very similar body length, and no distinguishing issue links, files, or targets; this is consistent with the same underlying issue report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-issue judgment is plausible from the packet, but the summary overstates the evidence by calling them \"duplicate reports of the same proposal/article rather than distinct bugs\"\u2014the packet only supports same title, similar body size, and soft similarity. Please keep the conclusion more conservative and avoid inferring the content type. The canonical/best-issue rationale is otherwise grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "4ddcf4df629887270680893783b89a464b709492e0abe0413bfdf7201d64c267", + "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": "These are two unrelated low-signal issues with only superficial name/date similarity; there is no clear duplicate relationship or actionable bug report here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one must be chosen, issue 45762 is only marginally preferable because it was created first; otherwise neither issue is a meaningful canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles are just different personal names with dates and do not describe the same bug, request, or code path; this looks like superficial similarity only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "01ad44ff6293d00274e262c845c768a65d037a28510ffd4fa3e3377902586413", + "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 cluster contains two unrelated closed issues with only title-level similarity; they do not appear to describe the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the two issues have different names and dates in their titles, no body content, and no shared links or context.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "Neither issue is a strong global representative; both are title-only and appear unrelated/spam-like rather than describing a reusable bug report.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the issues mention different people and dates, with no evidence they refer to the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "0e55603996fb4968450bad7a000f0d896e4a71ea161aecfe157e67b44b643e2c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests a new token-classification model class for value modeling, while the other asks for FP8 training support. No duplicate or same-change signal beyond a weak soft similarity.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45810 is the more concrete feature request, asking for a specific new class (`Qwen3_5ForTokenClassification`) with a clear intended use. Issue 46295 is a broader training-capability request and does not appear to target the same code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is better suited as a canonical issue because it names the exact missing API and use case, making it easier to track and implement than the general FP8 training support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: the requests concern different features and code paths. Adding a token-classification model head for value modeling is not the same as implementing FP8 training support, and they would not plausibly be merged as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "8ba93d7cc91bf65a88ddbac8f22d9469144569c712ca6978c32c9696c97e5505", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like two separate near-identical issue pairs\u201445870/45871 and 45872/45873\u2014plus one loosely related finance dataset promo (45869). The evidence supports deduping each pair, but not collapsing all five into one set.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it contains two separate near-identical issue pairs, so a cluster-wide canonical would overcollapse distinct requests.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is a clean representative for the 'Example: Financial time series prediction with DataForge' pair because it is one of the near-identical duplicates and is the earlier issue in that pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both are finance-related, but one is a dataset bundle promo and the other is a DataForge example request; only topical overlap." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different intent and artifact type: dataset listing versus example/use-case request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Near-identical issues: same title and matching body length, with strong soft-similarity; safe to treat as the same request, though not enough to prove the same thread." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related DataForge/financial theme, but one is a prediction example and the other adds a scraping-service component; distinct request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: broad theme overlap only, not the same underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Only broad finance/DataForge overlap; the prediction example and scraping-service request are different." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Topical overlap only; the scraping-service request is distinct from the prediction example." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Near-identical issues: same title and matching body length, with strong soft-similarity; safe to treat as the same request, though not enough to prove the same thread." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster read is a bit too strong for the evidence available. The packet shows same titles and matching body lengths, plus high soft-similarity, but it does not prove the pairs are exact duplicates or the same thread. In particular, calling 45870/45871 and 45872/45873 \"exact duplicate issues\" overstates what is grounded here. A more conservative summary would describe them as near-identical / highly similar pairs, with 45869 only loosely related." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "f0ef64593e13e37027d3ac6025ac4ed62344ad03d6a2944d268e61666f4cef7e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related static-cache/linear-attention reports, but the evidence is too thin to treat them as the same defect. With only titles and soft similarity, the `RuntimeError` and `KeyError` look like possibly adjacent symptoms, not a confident duplicate pair.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 46439 is the better anchor because it states the broader failure mode more directly (`early_initialization` corrupting linear-attention shapes) and gives the clearer root-cause framing among the two reports.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the most useful representative for this small cluster: it is broader, more diagnostic, and reads like the cleaner summary of the underlying static-cache/linear-attention problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: we only have titles and a soft-similarity signal, with no body text, shared targets, or shared files to confirm the same bug. A shape-corruption `RuntimeError` and a `KeyError: 'linear_attention'` may be related, but not enough to merge as one issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is a bit too strong for the packet. We only have titles and a soft-similarity signal here; there\u2019s no body text or shared targets/files to confirm the two reports are the same defect. Treating the `RuntimeError` and `KeyError` as manifestations of one underlying bug goes beyond the available evidence. A more conservative read would be that they are related static-cache/linear-attention reports, but not confidently the same issue." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "babd1d246e98909cc8c9c86be163dd6b20d5914a86329c9ab631a2d46cfd7c3a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two items are near-perfect duplicates: same title, same described Wav2Vec2CTCTokenizer v5 bug, and identical content. The open issue is the better canonical record.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46552 is the better canonical issue because it is the active/open report and already has inbound references, while 46551 is the closed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "46552 is the best issue choice: same bug report, currently open, and likely the one to track for follow-up and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug; this is a direct duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: both issues have the same title and equal body length, with soft similarity/jaccard=1.0 supporting a duplicate relationship. Choosing the open issue 46552 as the canonical record is conservative and consistent with its inbound references. The soft-edge duplicate verdict is also appropriately cautious; no overstatement is needed." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "1b0a03cc9e045a013d2767480fd60f7131769f20116a2a800dfe71254d95494c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not look like duplicates: one reports a tensor shape mismatch during object detection training, while the other reports GPU OOM after several epochs in RT-DETR v2 training. They affect different failure modes and likely different code paths.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46657 is the better canonical candidate only if a shape-mismatch defect cluster is being tracked, because it describes a concrete, reproducible tensor-size error rather than a resource exhaustion symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is more specific and actionable, with a clear code-path symptom (tensor size mismatch) that is easier to canonicalize than a broad OOM report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: these are different classes of training failures. A tensor shape mismatch and an out-of-memory condition are not the same underlying bug, and the titles suggest different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "93993774720cc8ae905401b60e6e1e2816628eef8ae6396ffdba9a31fa3262d2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two distinct model-loading bugs that only share a broad theme of memory/device placement. One is about ZeRO-3 zero.Init failing to partition a composite submodule, the other about 4-bit quantized loading with device_map='auto' and max_memory incorrectly offloading to CPU.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more representative cluster anchor because it describes a concrete ZeRO-3 partitioning failure with a clear OOM symptom and a specific composite submodule path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best issue candidate overall because it is a direct, focused bug report about a single code path and reads like the core underlying problem rather than a broader loading symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: these are different bugs. 46822 is a ZeRO-3 zero.Init partitioning failure for a composite submodule, while 46823 is a 4-bit quantized device_map/max_memory dispatch bug that wrongly sends modules to CPU." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-16", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47265", + "issue:47102|issue:47120", + "issue:47120|issue:47227", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47227", + "issue:47102|issue:47182", + "issue:47227|issue:47256", + "issue:47227|issue:47265", + "issue:47102|issue:47227", + "issue:47256|issue:47265", + "issue:47102|issue:47256", + "issue:47102|issue:47265" + ], + "prepared_review_unit_hash": "8c205d3e8bf4505646e879f00268ced6f2ce551eb7113c6d0bc7798dbbcdf5e0", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 49, + "serialized_chars": 26577, + "estimated_input_tokens": 6645, + "estimated_eval_tokens": 13546 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 49, + "serialized_chars": 26577, + "estimated_input_tokens": 6645, + "estimated_eval_tokens": 13546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are recurring date-stamped Serge integration failure triage issues, not clear duplicates of one underlying bug. They look like separate daily reports in the same triage series, and there are no PRs in the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "issue:47120 is the most central triage ticket in the series, with the highest inbound reference count and discussion activity among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47265 is the latest open triage report, so it is the most useful live tracker for the ongoing integration failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different dates suggest separate daily failures rather than one duplicate bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Date-stamped triage reports for different days; not the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These are separate daily integration triage entries, not one shared bug report." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Different report dates; likely separate runs/failures, so do not merge." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Recurring triage thread, but each issue appears to cover a different day\u2019s failure." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same series, but the date progression indicates distinct incidents." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "They are daily triage snapshots, not duplicate records of one bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Separate triage days; no evidence they describe the same failure instance." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same template/subsystem, but different dates mean different underlying runs." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "The issues look parallel, not duplicate; each is tied to a different day." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Different triage dates indicate separate incidents." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No sign of the same concrete failure; these are day-specific reports." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Both are integration triage issues, but for different dates/runs." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Separate daily triage entries rather than one underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Different report dates and likely different CI runs; do not combine." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same recurring triage pattern, but not the same incident." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "The date-stamped titles indicate distinct failures, not duplicates." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Separate daily integration triage reports." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "These appear to be different days\u2019 triage notes, not one bug." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same broad tracker, but not the same concrete failure instance." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different dates imply separate incidents." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Recurring triage series, but no evidence of one shared underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Adjacent daily triage tickets, but still distinct reports." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different day/run; not a duplicate merge candidate." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same template, separate incident dates." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No indication these describe the exact same failure." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different triage dates; likely separate CI failures." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Day-specific reports, not one underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring series, but distinct incidents." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Separate daily integration triage entries." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Different dates/runs; not the same concrete problem." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Both are triage reports, but for different days." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "The reports are date-specific and do not look like duplicate bug filings." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Recurring triage thread only; separate underlying incidents." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different integration runs are being tracked here." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "These are not the same failure instance; just the same triage pattern." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same integration-triage template, but different dates indicate separate reports." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Different day\u2019s triage issue; not enough to treat as a duplicate." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Latest report in the series, but still a distinct daily triage ticket." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Adjacent dates, but still separate triage reports for different runs." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Date-stamped daily triage items, not one shared bug." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Separate daily integration failure reports." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Different dates and likely different CI runs; do not merge." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same tracker pattern, but distinct incidents." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "These are day-by-day triage reports, not duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Different date-specific triage tickets." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Same series, but each issue appears to cover a different day\u2019s failure." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "No evidence these are the same underlying bug/change." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Different daily triage entries; not the same incident." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Recurring integration triage, but separate underlying runs." + }, + { + "left": "issue:47102", + "right": "issue:47265", + "accept": false, + "reason": "Distinct date-stamped reports rather than duplicate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "fb408613fa9ec098d16a12539618fdb613bb32380f9b40e82512b58a4881a958", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1491, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1491, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are near-identical duplicates: same title, similar body length, and both request RWKV7 model support. Issue 46984 has slightly more discussion and is the better canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46984 is the better canonical issue because it has the same request but slightly more discussion activity, suggesting it captured the thread more fully.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46984 is the strongest issue candidate overall because it is the same underlying request and appears to be the more engaged duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and same requested feature (RWKV7 model support); these look like duplicate issues for the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the same title, have highly similar bodies, and the only activity difference is that issue 46984 has discussion activity while 46983 does not. The duplicate verdict is conservative and supported by the soft-similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "03fef2c6987461cb2c7cdb2cb9f0ac1edeb2a3b639467e53fa75956519882df2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically similar but read like distinct writeups/proposals rather than the same concrete bug or change. I would not merge them as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "47015 is the broader, more generic title; 47007 is a narrower 'lessons from using' variant.", + "canonical_pr_reason": null, + "best_issue_reason": "47015 is the most representative umbrella issue for the shared AI-vulnerability-discovery topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "High-level topic overlap, but the titles frame different content: one is a lessons/experience piece and the other is a novel-application proposal. 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": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "4d82c8ffd110de12127bbc56cfd8c363e4a6086e73a054c7adec7f71975df795", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are very likely duplicates: they have identical titles, identical body lengths, and are only minutes apart. Since we do not have the full bodies, this should be treated as a strong similarity/likely duplicate call rather than a confirmed same-report statement.", + "confidence": 0.9, + "canonical_issue_reason": "issue:47138 is the earlier report, so it is the cleanest canonical target for a likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47139 is the better hub because it already has inbound references, so it is more likely to be the discussion anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Identical title and very close metadata make this a likely duplicate pair, even though the full issue bodies are not shown." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is plausible, but the writeup is a bit too strong for the packet. We can support the identical titles and the earlier/later ordering, and issue:47139 having inbound references makes it a reasonable hub. However, the packet does not show the issue bodies, so claims like \"same reported problem\" and \"no distinguishing content beyond metadata\" are overstated. The soft-edge verdict should be framed more conservatively as a likely duplicate based on identical title/strong similarity, not a confirmed same report." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-71", + "nodes": [ + "pull_request:44517", + "pull_request:46174", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46780", + "pull_request:46834", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47232", + "pull_request:47234", + "pull_request:47239", + "pull_request:47241", + "pull_request:47243", + "pull_request:47255", + "pull_request:47260", + "pull_request:47263" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", + "pull_request:46834|pull_request:47223", + 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"right": "pull_request:47210", + "accept": false, + "reason": "Granite-SWA model support vs packed SDPA routing; different features and code paths." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "wav2vec2 SDPA dispatch support is unrelated to Granite-SWA model support." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47210", + "accept": false, + "reason": "Japanese docs translation vs SDPA packed-sequence kernel routing; not duplicates." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "Olmo3 CI expectation updates and Granite-SWA support are unrelated." + }, + { + "left": "pull_request:47231", + "right": "pull_request:47255", + "accept": false, + "reason": "MoonshineStreaming window bugfix vs Gemma4 docstring example update; no shared bug." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47260", + "accept": false, + "reason": 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No soft edge looks like a true duplicate pair.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate canonical exists here; if one PR must anchor the cluster, 47096 is the most central overlap hub, but it is still a distinct export-related change, not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "47096 is the best representative anchor only because it is the most connected substantive code PR in the set; however, it should not be treated as a duplicate of the other items.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support vs OpenVINO exporter work; different feature areas and no shared underlying fix." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter changes vs Kimi exportability changes; related subsystem, but not the same concrete code-path problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47255", + "accept": false, + "reason": "New model support vs a Gemma4 docstring example update; unrelated change types." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model addition vs Neuron SFT finetuning script; different artifacts and purposes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47241", + "accept": false, + "reason": "Molmo2 model addition vs DETR-family half-precision compile fix; unrelated code paths." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron training script vs exporter/model exportability change; no shared bug or merged fix." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "Kimi exportability/exporter changes vs DETR sine-position embedding compile fix; different underlying issues." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47264", + "accept": false, + "reason": "Molmo2 model addition vs dtype mismatch fixes in DAB-DETR/Grounding DINO; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47264", + "accept": false, + "reason": "Exporter/model exportability change vs dtype mismatch fix in detector models; not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Model support addition vs quantization test extensions; test-only work in a different area." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47166", + "accept": false, + "reason": "Kimi exportability work vs GPTQ/MXFP4 test updates; no duplicate bug or change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47253", + "accept": false, + "reason": "Model addition vs tensor-parallel validation change; unrelated functionality." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Both are new model support PRs, but for different models (Molmo2 vs Cosmos3 Edge) and different codebases." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter work vs DETR compile crash fix; unrelated subsystems." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47264", + "accept": false, + "reason": "Exporter documentation/code vs detector dtype fix; not the same underlying issue." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Exportability changes for Kimi vs NeuCodec model support; different targets and fixes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter PR vs NeuCodec model support PR; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Exportability PR vs XPU paged-attention test additions; test coverage only, no shared fix." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47096", + "accept": false, + "reason": "Nemotron Omni support vs Kimi exportability work; different models and different changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "60eb08303da660972d530ae4211c205afb0df1309b3658182f232f90ff4e13c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3ViT image-classification support. They touch different models, code paths, and documentation, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication: PR 40755 targets TimesFM forecasting with covariates, while PR 41224 targets DINOv3ViT image-classification support; they are different features for different model families.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good canonical duplicate target because they are not the same change. If forced to pick a representative PR, 41224 is more review-mature, but it is still unrelated to 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and unrelated functionality: TimesFM covariate forecasting vs. DINOv3ViT image classification. They do not fix the same code-path problem and could not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "55aeb855a1f8379c606aa08f3998fe5266ba535e2813bb0d439f3c3efaeb1500", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs, which both patch the same function in the same file for the same kwargs passthrough bug. The other PRs touch unrelated models, tooling, tests, or cleanup changes and should not be merged together.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative of the duplicate pair: it directly targets issue 43240, keeps the fix scoped to `fixed_cross_entropy`, and presents the more explicit implementation of the same kwargs pass-through change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest single PR in the cluster to keep: it is a concrete, self-contained bug fix with an explicit issue target, while the other PRs are unrelated or too broad to serve as a cluster canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: Mistral tokenizer methods vs. executorch dynamic-shape export tests. No shared code path or mergeable single fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated areas: tokenizer API additions vs. adding a new MobileLLM model. Similarity is only superficial." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both involve processors/auto-loading, but they address different models and different problems. Not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support is unrelated to adding MobileLLM model files and configs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs fix is unrelated to Mistral4 test/model changes; different code paths and goals." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 fixes are different subsystems and not the same bug/change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to model addition work." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support and `cls.config` resolution order fix are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are different concerns with no shared code path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming in CLIP-like models are different model families and problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test work is unrelated to adding the TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes do not share the same code path as the `cls.config` resolution order bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and model-creation skill content are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition and skill/documentation scaffolding are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs change `src/transformers/loss/loss_utils.py` to pass supported kwargs into `nn.functional.cross_entropy` for the same issue (43240). They fix the same concrete bug and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is a conservative, mergeable same-file/same-issue bugfix pair (`fixed_cross_entropy` in `loss_utils.py` for issue 43240). The other pairwise rejections are appropriately cautious and do not overstate shared code paths or mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "45e03bb53a8cab40697a6d9785d90da2e98486b6a4008939b5e69cd8dd693f6a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both broad GitHub Actions maintenance PRs, but they target different upgrade sets and different concrete actions. They overlap in workflow files, yet they are not the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR duplicate: PR 42975 is a Node 24 compatibility sweep for several GitHub Actions, while PR 42976 is a separate latest-version bump centered on docker/build-push-action and related workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the more specific and clearly scoped maintenance change, but it is not a duplicate of PR 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both touch workflow automation, but 42975 upgrades actions for Node 24 compatibility (checkout/cache/upload-artifact), while 42976 bumps a different set of actions, notably docker/build-push-action v6. Same broad subsystem, different concrete changes and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "8face31083729b1d157482cd7f43e7a33d76bdcba1c5d2b42c5d8b6d38350a3d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-integration additions (ViT NEPA, Molmo, CTSM, Step3p7) that share Transformers boilerplate but target different models and code paths. They are not duplicates and should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each pull request introduces a different model integration with distinct configuration/modeling/processing code and different docs/tests.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduplication purposes; none of these PRs subsumes the others or fixes the same concrete problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only shared Transformers registration/docs boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions (ViT NEPA vs CTSM) with separate model code and tests; shared auto/doc files are generic integration scaffolding." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model integrations; same repo touchpoints do not indicate the same underlying bug or feature." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model additions; despite heavier overlap in auto/utility files, they implement different models and cannot plausibly be 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": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "479b9a4552ab327529f1a3a9a28b43dac2bf642fd9d371b52eea1c072195f8ae", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs spanning Whisper tests, CLIP/ViT test placeholders, FP8 dequantization, generation watermarking, Phimoe CI, and YOLOS. The only credible duplicate/overlap is the pair of YOLOS fixes (#46886 and #46922), which target the same device-mismatch problem in the same file.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46886 is the best canonical PR: it has the clearest title, an explicit issue target, and a focused fix for the YOLOS device-mismatch bug. #46922 looks like a smaller follow-up/variant of the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "#46886 is the strongest representative of the actual bug fix in this cluster because it is the most specific, issue-linked YOLOS repair and best captures the shared underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different changes: Whisper tokenization/test updates vs CLIP/ViT test-only edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode logic is unrelated to FP8 dequant/loading fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper batch/timestamp decoding is unrelated to generation watermarking/config validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer changes and YOLOS device-placement changes are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test placeholders are unrelated to the Phimoe CI/device-map test fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only edits in CLIP/ViT do not match the FP8 quantization bug fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated test placeholders versus generation/watermarking validation changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared bug or code path between CLIP/ViT test edits and YOLOS runtime fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/loading logic is unrelated to Phimoe CI memory patching." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and different concrete failures: FP8 quantization vs generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 tensor-kernel padding/loading changes are unrelated to YOLOS device mismatch." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking/config validation and Phimoe CI infrastructure changes do not fix the same bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation configuration validation is unrelated to YOLOS model-device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe integration-test CI changes are unrelated to YOLOS runtime device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs address the same YOLOS device-mismatch issue in the same file and target, and they could plausibly be combined into one merged fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary matches the packet, and the non-YOLOS pairs are conservatively rejected based on clearly different files/subsystems. The only accepted overlap, #46886 with #46922, is supported by the shared YOLOS file and issue target and looks plausibly mergeable into one bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "42a29558c5a491f51859bf6aa990d7052460892e3da4052def7305c5e3daec71", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated repo-maintenance/test-infra changes with different targets and purposes; they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three PRs touch different files and address different changes (setup/test dependency spoofing, workflow diff display, and workflow security gating).", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative because there is no shared underlying bug or feature change across the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different code paths and goals: one edits packaging/version/dependency files and vitest test code, the other changes a CI security-gate workflow trigger. Same broad repo area only." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about setup/version/dependency tweaks and a Vitest-related test file; 43532 rewrites several workflows and testing utilities to show diffs. Not the same concrete fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but 43532 is a multi-workflow/testing-utils diff-display change while 46747 narrowly flips a security-gate workflow from pull_request_target to pull_request. Too different to merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "2b419239b2ed5e2caa48df0b57b565928e0aa6c94a065b5802fe180fa17f900d", + "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 are related but distinct PRs: both add new segmentation pipelines and share docs/registration scaffolding, but one targets promptable concept segmentation and the other promptable visual segmentation with different model integrations. They should not be triaged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader implementation, covering more backend integrations and tests, so it is the stronger representative of the two\u2014but it is still not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different user-facing features and code paths: concept segmentation vs visual segmentation. Shared pipeline/documentation plumbing 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": 10, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "12a79c3961a66a91f5c69d15e4b3175a4dcd6e4adf40177b7b5cf65796c5fd4b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch `trainer.py` and add override hooks for custom trainers, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are related at a high level, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR as a duplicate representative: PR #43651 changes loss scaling in `training_step`, while PR #43663 refactors model signature column filtering into an overrideable helper; they solve different problems.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger representative only if one must be chosen, because it modifies the concrete training-step loss-scaling behavior directly and is more self-contained than the helper extraction in PR #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and different behaviors: one controls gradient-accumulation loss scaling, the other customizes dataset column filtering from model signatures. Shared file/subsystem is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "99cb4c75895f949ee49779aaab5ba38c7c96e72b52d40b334b66c7b318909057", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The PRs share the same file and a typing-related area, but they do not look like the same concrete bugfix. PR 43842 directly targets the TypeAdapter NameError when pydantic is absent; PR 43656 is a broader annotation/future-import cleanup without clear evidence it fixes that same failure, so the soft edge should be rejected.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the clearest canonical PR because it explicitly fixes the TypeAdapter NameError in the CLI serve path and has the most direct, narrowly scoped change to the failing code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best overall fit because it is specific and directly tied to the runtime NameError, whereas PR 43656 is broader typing cleanup without a clearly demonstrated shared bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "The overlap is too weak: both touch src/transformers/cli/serve.py and typing annotations, but 43656 mainly adds __future__ annotations and cleans up types, while 43842 explicitly fixes the TypeAdapter NameError when pydantic is missing. That is not enough to treat them as the same underlying bugfix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is too weakly grounded to call the same bugfix. PR 43842 explicitly addresses a TypeAdapter NameError by changing the annotation/import path, but PR 43656\u2019s shown diff is mainly about adding `from __future__ import annotations` and cleaning up other annotations; the packet does not explicitly tie it to the same TypeAdapter failure. Because the evidence only shows a shared file and broad typing-related changes, the soft-edge claim is a bit overstated." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + 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"summary": "This is mostly a loose campaign of model-by-model output-tracing refactors under the same umbrella issue, not one single duplicated change. Only the GPT-J and GPT-Neo revision pairs look like true duplicates; the rest are separate model-specific migrations and should stay distinct.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the broadest and most mature representative of the shared GPT-J output-tracing refactor set, and it also covers the copied CodeGen path, making it the best single anchor for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the clearest overall example of the standardized output-tracing migration: explicit issue linkage, broader scope than the earlier GPT-J drafts, and concrete changes on the shared GPT-J/CodeGen code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; same umbrella issue is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT refactors and DeBERTa refactors are separate model-specific migrations, not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file/code path, and one is a plausible revision of the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are different models; these are parallel refactors, not the same bug or change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J and EfficientNet do not share the same concrete code path or change set." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated refactors despite similar standardized-output wording." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different implementations; these are separate migrations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J and MPT output-tracing changes are distinct model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing on the same model/file family; this looks like a later revision of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J and GPT-Neo are different model families, so this is not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate model refactors even if they share the same umbrella issue." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J output tracing are unrelated code paths and should not be merged as duplicates." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model-specific changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J refactors are separate model migrations, not one concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models; shared theme alone is insufficient." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated output-tracing refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J refactors target different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated migrations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are separate model implementations with distinct output-handling code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families, so they are not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model-specific migrations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR do not share the same concrete code path or fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "These are different model families; the similarity is only in the standardized-output theme." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing is a separate code path from GPT-J/CodeGen." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated implementations and cannot be merged as one PR." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are separate model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J target different code paths and are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo do not fix the same underlying code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated output-tracing migrations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are distinct model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and Segformer are separate model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model-specific migrations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are separate changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are separate model-specific output changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model implementations; similar refactor style does not make them duplicates." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model-specific changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44059", + "accept": false, + "reason": "MPNet and GPT-2 are separate model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats this as a set of model-specific output-tracing refactors under one umbrella issue, and it only elevates the same-model GPT-J/GPT-Neo revision pairs as likely duplicates. The accepted soft edges are conservative and appear mergeable as single bugfix PR revisions; the rejected edges are also appropriately limited to unrelated model families/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 30, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "0f330add28609dfbd1155eef89a370ee489180f8885e7a9d6a32da4fc1dc5373", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84120, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A cluster of model-specific PRs all refactoring output tracing to the standardized capture_outputs/can_return_tuple pattern. They are highly similar in intent and wording, but each targets a different model implementation, so they are not duplicates of the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "Best representative is PR #44129 because it is the most clearly anchored by an explicit issue target and shows the same output-tracing refactor pattern in a self-contained model file.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the strongest representative of the cluster\u2019s theme: it has an explicit linked issue, a focused refactor, and the same standardized output-capture migration pattern as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are standardized output-tracing migrations, but they modify different model code paths (MPNet vs VisualBert). Similar refactor pattern is not enough to treat them as the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model-specific refactors in different files and architectures. They share a migration template, not a single underlying bug or mergeable code change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations. The PRs are analogous output-tracing migrations, but not the same concrete fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both update output handling, but one is SqueezeBert and the other is SpeechT5 with a linked issue. Different code paths and different refactor scopes make them non-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": 14, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "44e49a18e36e891990bcaa2ac62d98b0fd11c1cf2c5b9ec0e7029465ab029957", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all variations of the same broad output-tracing refactor pattern, but they target different model implementations and code paths. I would not deduplicate them together; they look like separate model-specific changes rather than one shared bugfix or mergeable PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present. Among the PRs, #44025 is a good representative because it is a self-contained output-tracing refactor across a tightly related pair of files (Depth Anything and Prompt Depth Anything) and clearly reflects the common pattern in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#44025 is the best single representative PR for the cluster: it is focused, self-contained, and clearly shows the core can_return_tuple/output-tracing refactor without spanning unrelated model families.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families (timm_backbone vs upernet) and different forward signatures; not the same concrete code-path change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they apply to unrelated model implementations and different forward behavior; not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model code paths (timm_backbone vs univnet); similar cleanup pattern is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch different subsystems/models and one spans two model files; they are not the same underlying bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and code paths; only the refactor pattern is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated implementations; similar tracing refactor does not make them duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward APIs; not the same concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are refactors, but they affect unrelated models and cannot plausibly be merged into one PR as the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 vs VisionEncoderDecoder are distinct code paths; shared output-tracing pattern is too broad." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model subsystems and API surfaces; not a duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; same refactor label does not imply same bug or mergeable PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "These are separate model-specific refactors with different outputs and signatures; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different code paths; only a generic tracing cleanup pattern is shared." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are output-tracing refactors, but they target unrelated models and would not be merged as one code-path fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model implementations; this is not the same bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architecture families and different forward semantics; too broad to deduplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model families with different tracing adjustments; not one concrete change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated; shared refactor language is not enough." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model families and different affected files; not the same underlying fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba work vs SuperPoint are unrelated code paths; no duplicate evidence beyond similar tracing cleanup." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "These touch different model implementations and different forward contracts; not the same concrete bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated subsystems; the similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated model code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and outputs; same general cleanup theme is insufficient." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are separate code paths and different abstractions." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different model families; not the same underlying bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder are unrelated; shared output-tracing refactor is too broad." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and different forward behavior; not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated model paths; these are separate refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are different subsystems with distinct API changes; not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are sibling subsystems but still distinct code paths and PRs; not one mergeable fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and files; only the generic tracing refactor overlaps." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations; no duplicate bug/change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths and forward contracts; not the same underlying issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated and not plausibly one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and output semantics; shared refactor theme is insufficient." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are distinct code paths with different outputs; not duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model implementations; not the same change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different subsystems and API surfaces." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model paths; the commonality is only generic output-tracing cleanup." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "e06d212edaf8de4c9e6fab6e7588c9b11b789c4485f3b280b03f662d97a3ab17", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that only overlap on Transformers boilerplate and registration files. PenguinVL and Voxtral TTS are different models with different implementation/code paths, so this is not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the clearer representative because it is explicitly tied to an issue and is scoped to a specific Voxtral TTS integration; PR #44662 is a separate PenguinVL implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the best single PR to keep as the representative artifact in this cluster because it is issue-linked and narrowly scoped; the other PR is an independent model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "They add different models (PenguinVL vs Voxtral TTS) with different implementation and test files; the shared files are generic auto-registry/docs boilerplate, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "a3e3bbf1269b461bb460324521ad591e732052fb4a65269f7d03ddf2a84c1f93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion features but not the same change: one adds a general Module Fusion API, the other adds n-to-1 kernel fusion via KernelConfig and integration plumbing. I would not triage them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR pair here; if one must be treated as the representative, #45363 is the more concrete end-to-end feature implementation with broader integration changes.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the stronger standalone PR to keep as the representative because it defines a specific user-facing fusion workflow and touches the main integration path, whereas #44979 is a lower-level API scaffold.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both concern fusion, but they implement different layers and different concrete behavior: #44979 introduces a general Module Fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integration code. They do not look like the same underlying bug/change and would not naturally collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "c062f4613e3aeb6acecc67730bb44b1f96c7d82756e8dcfe26e3317d7fa3f05a", + "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 fix the same Mistral regex AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR because it addresses the same bug as 45086 but is more complete: same code fix plus test coverage, making it the stronger representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR candidate since it contains the same fix as 45086 and also includes tests, so it is the most complete implementation of the underlying bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; 45317 is essentially the tested follow-up of 45086, so they look like one change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "4d137b5f1657f70b7517a38b6120b21cb68db6ef3f17a7a4dd3c1e91521583e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "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 PRs both touch NemotronH, but they address different layers of the work: #45115 is a conversion-mapping/refactor PR for NemotronH compatibility, while #45569 is a broader model-family split adding NemotronHDense/NemotronHSparse plus docs and auto-mapping updates.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical PR because it represents the broader, user-facing architecture change for NemotronH by introducing the dense/sparse model split and updating docs/auto mappings.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative PR for the cluster; #45115 is narrower and mainly implements conversion-name remapping/refactor details that fit under the larger model-structure change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same underlying change. #45115 is focused on checkpoint conversion/key renaming and inheritance wiring, while #45569 adds new dense/sparse model variants and documentation. They would not plausibly be merged as one PR without mixing distinct scopes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "00e126d0f8cd96b9965d7397dba4e4c933ef61601268a15679e19bfdf5936525", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both typing-related, but they address different scopes: 45415 is a broad type-checking sweep across many `src/transformers/*` files plus `pyproject.toml`, while 45425 adds specific typing helper protocols and integrations around `_typing`, `modeling_utils`, and PEFT-related code. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "45425 is the more focused, self-contained typing refactor; 45415 is a broad repo-wide type-checking sweep with config changes.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the stronger standalone PR to represent this cluster because it has a concrete, narrowly scoped typing change and clearer code-path impact than the large type-checking pass in 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: 45415 is a broad typing-enablement sweep, while 45425 is a targeted typing-API/protocol update. Shared filenames are incidental; they do not look like the same underlying fix and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "2e0e32806414eb238208687d79a08e4528a968a9902a4f13fbab1c13848088ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related in theme (expert parallelism loading), but they fix different code paths and failure modes: one preserves distributed_config/EP state during model serialization and loading, the other prevents expert tensors from being overwritten during sharded parameter assignment. I would not merge them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative PR: it targets a concrete loading bug in parameter assignment/sharding, has a clear failure mode (expert weights overwritten), and the fix is localized and specific.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone PR in this cluster because it addresses a precise bug in the core loading path rather than broader configuration plumbing, making it the more canonical change candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and code paths. 45548 adds config serialization/state handling for EP + ZeRO-3 loading; 45662 changes parameter materialization to avoid rank-0 broadcast overwriting experts. Same subsystem, but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "9fe373e977cf35aafbcce70d4237c17bfe65a4742c1be1cced32f69444625cc6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4671, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4671, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist captured_info logging collision. PR #45645 is the more complete fix because it updates both the test utility and the CI workflow to handle per-worker log files, while #45639 covers only the utility-side change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45645 is the better canonical PR because it subsumes the core xdist-safe logging change from #45639 and also includes the workflow update needed to consume multiple captured_info files in CI.", + "best_issue_reason": null, + "best_pr_reason": "#45645 is the strongest overall representative of the fix: it addresses the same captured_info artifact collision and additionally preserves CI debug log collection after the xdist-safe change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying captured_info xdist collision in the testing debug-log path; #45645 is a broader superset with the CI workflow adjustment, so they are sufficiently the same change for duplicate triage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "77c8bd71894062e709f83865303a87a751b2c0e1ab6a261d1ade6889f47e0e62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same distributed/EP area, but they are not duplicates: one is a focused EP + Trainer integration change, the other is a broad distributed branch base touching many unrelated components. The overlap in filenames reflects shared subsystem churn, not the same underlying fix/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical representative because it has a narrow, concrete scope: EP + Trainer integration with targeted changes in tensor parallel, config, and trainer code. PR #46269 is too broad and infrastructure-heavy to serve as the canonical change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of the cluster because it is the most specific and self-contained change, making it easier to understand than the broad distributed branch base PR #46269.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share distributed filenames, but #46126 is a focused EP/Trainer feature PR while #46269 is a broad base branch with many unrelated edits; not the same concrete bug/change and not plausibly 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": 24, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "4b5673433f9d43ef6af4788a465e0bf0e1d283f60020e33e8f4e20e90bbe2a62", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26685, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26685, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are a set of related but distinct workflow-hardening PRs, mostly one-file chore updates. They share a security/CI theme, but they do not fix the same concrete bug or change, so they should not be deduplicated as PRs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the strongest representative because it makes the most substantive security-gate change by adding real checks and a checkout step, rather than just adjusting permissions, comments, or trigger conditions.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best standalone PR representative: it introduces the actual security-check logic and is the most concrete change in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different changes; only a broad CI-maintenance similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow edits in different files; not the same bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow file and different change intent." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow file and unrelated update." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow file and different CI behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files; both are chore updates but not the same change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Same general maintenance theme, but the workflow changes are distinct." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different operational changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files; no shared concrete fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated updates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow chores, but they change different files and behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Same general maintenance context, but not the same code-path problem." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different functionality." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Distinct workflow changes; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different trigger/checkout behavior." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared concrete bug; only broad CI workflow maintenance." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different logic changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Broad CI theme only; the fixes are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different change scopes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated CI changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete hardening changes: actual checks vs permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one adds checks while the other only documents/references the reusable workflow safety." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different security-related edits: checks vs secrets handling." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but the edits address different concerns." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval logic is not the same change as removing inherited secrets." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow security tweaks; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different CI behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files; only superficial similarity." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated updates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different change goals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "5c0b9ac26ca10d577a910792f4e04cd87ee52379a968459defe0526460eb31ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated tokenizer fixes: one corrects CodeLlama decode behavior, the other fixes DeepSeek checkpoint-to-tokenizer-class routing in AutoTokenizer.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR clearly represents a duplicate cluster here; both are standalone fixes for different model families and different failure modes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Reject: 46574 fixes CodeLlama leading-space stripping on decode by moving decoder setup after tokenizer init, while 46580 fixes DeepSeek-Coder/DeepSeek-LLM loading to the wrong tokenizer class via AutoTokenizer routing. Different models, different code paths, and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "e09c4c95c6d6ec50d2c5deb7dfaa94d0f86fcbcd50d11ef2147cd16518e2ebc6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about FlashAttention2 long-context performance, but they are not the same concrete change: #46696 fixes an inverted tracing guard in `_process_flash_attention_kwargs`, while #47215 is a broader follow-up that changes unpadding/`item()` sync behavior and touches additional files. They are related, but not close enough to merge as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "#47215 is the more complete representative of the FA2 long-context perf work: it addresses the hot path more broadly, includes tests, and appears to supersede the narrower earlier fix in #46696.", + "best_issue_reason": null, + "best_pr_reason": "#47215 is the best PR candidate overall because it is the broader, later fix for the same regression theme and covers more of the performance path than #46696.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": false, + "reason": "Same issue target and subsystem, but different underlying code paths and fixes; #46696 is a narrow tracing-guard bug, while #47215 changes unpadding/sync behavior across a wider surface." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "ceb5d6b1fe19e6cf6332634a609204f4a46f169e5537e0359abb57b5c319f9d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs address different bugs in masking logic: #46773 fixes padding masks being skipped for batch size 1 in linear-attention model implementations, while #47087 fixes recurrent-layer masking being skipped on continued forwards/cache continuation via shared masking utilities. They are related by theme but not the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47087 is the better canonical PR because it targets the shared masking utility, has an explicit issue link, and fixes the more central recurrent-forward masking path rather than a model-specific safeguard.", + "best_issue_reason": null, + "best_pr_reason": "PR #47087 is the best representative for the cluster because it makes the more general infrastructure-level fix in masking_utils and comes with broader downstream coverage across recurrent models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Reject: they fix different underlying masking bugs in different code paths. #46773 is about batch-size-1 padding mask handling in linear-attention model forwards; #47087 is about recurrent/cached continued forwards and chunked prefill in shared masking utilities." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "8c9a100fb5089cb23a6fc6c97b38af69d49bc5c1031c7826bc166cd9c4778641", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11588, + "estimated_input_tokens": 2897, + "estimated_eval_tokens": 6050 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11588, + "estimated_input_tokens": 2897, + "estimated_eval_tokens": 6050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all in Transformers multimodal/generation code, but they address different concrete bugs in different code paths. None of the soft-similarity pairs look mergeable into a single fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No strong duplicate cluster exists here; if one PR must be chosen, PR 47074 is the broadest and clearest standalone pipeline fix, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the most generally useful standalone change in the set because it fixes a user-facing input-key bug in AnyToAnyPipeline and has direct test coverage, but it still targets a distinct bug from the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different problems: 47032 changes stop_sequence handling in image-text-to-text generation, while 47197 fixes batched postprocessing for Qwen Omni outputs. They do not share the same failing code path." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are multimodal pipeline/processors, but one normalizes AnyToAnyPipeline input keys and the other validates Gemma4 audio placeholder batching. These are separate bugs in different components." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "47074 fixes AnyToAnyPipeline input dictionary wiring; 47197 fixes Qwen Omni text decoding when outputs are batched. Same broad subsystem, but not the same bug." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "47074 is a pipeline input-key normalization fix, while 47195 adjusts candidate generation length capping in decoding. Different functionality and no plausible single merged change." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "One is about candidate generation length limits, the other about Omni postprocessing of generated text. They affect different code paths 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": 29, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-6", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47266", + "pull_request:47122|pull_request:47150", + "pull_request:47122|pull_request:47124", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47266", + "pull_request:47150|pull_request:47266", + "pull_request:47150|pull_request:47224" + ], + "prepared_review_unit_hash": "41c7ee5b4daab5ae798166c54dca7b8224467948b60b66d492059f30151546f9", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 15887, + "estimated_input_tokens": 3972, + "estimated_eval_tokens": 8200 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 15887, + "estimated_input_tokens": 3972, + "estimated_eval_tokens": 8200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate serge-generated PRs for different models/code paths; there is no true duplicate cluster. The only overlaps are that PR 47224 bundles a few of the same kinds of fixes, but it is not the same standalone change as any single PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "47224 is the broadest umbrella PR in this set and the best representative only in a loose sense, but it mixes multiple unrelated fixes so it is not a clean duplicate canonical.", + "best_issue_reason": null, + "best_pr_reason": "47224 is the broadest representative of the batch, but it is a bundled multi-fix PR rather than a single concrete bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failure modes (edgetam kwargs handling vs minimax_m3_vl load_error); not the same underlying bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 contains an edgetam-related hunk, but it is a multi-fix bundle with unrelated whisper/tokenizer changes, so this is not the same standalone change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47266", + "accept": false, + "reason": "Different model families and unrelated fixes; no shared concrete code-path problem." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "edgetam kwargs cleanup vs Whisper max_length adjustment are unrelated bugs." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "edgetam model fix vs falcon_mamba test expectation updates are unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error test fixes, but for different models and different loading/offload issues." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and symptoms; one is a load_error test tweak, the other is output mismatch expectations." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "Minimax load_error test fix is unrelated to Whisper generation length logic." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different models and different failure types; not the same concrete bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Falcon_mamba output expectations and Deepseek load_error setup are unrelated test fixes." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47266", + "accept": false, + "reason": "Whisper generation logic fix and Deepseek offload-folder test setup are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "8682031de918422c3e109d579f7c4dd1181575029022cf077640027a36ceb400", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes gradient inflation with label smoothing during gradient accumulation, while the other adds/validates `min_tokens_to_keep` handling for `TopHLogitsWarper`. They do not target the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47261 is the better canonical representative because it has a clear, specific bug fix, an explicit issue target, and a focused trainer-side code change.", + "best_issue_reason": null, + "best_pr_reason": "PR #47261 is the strongest standalone PR in this cluster: it addresses a concrete correctness issue, has explicit issue linkage, and is more directly bug-fix oriented than #47262.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different subsystems and different problems: trainer label smoothing/gradient accumulation vs. generation warper token retention. No shared code path or mergeable single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/manifest.json b/snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..53ddddf14050f1f6679e58aa21dbb810a58134fa --- /dev/null +++ b/snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260712t060026z", + "artifacts": { + "hybrid": "snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-12T06:09:44Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260712T060026Z", + "variant": "hybrid" +} diff --git a/snapshots/20260712T060026Z/manifest.json b/snapshots/20260712T060026Z/manifest.json index 2fd3704ca3aa518d8e0bc52805f4d8233bd26138..d12b24bf1cabaf25a4c5ba4f6e748027038521f1 100644 --- a/snapshots/20260712T060026Z/manifest.json +++ b/snapshots/20260712T060026Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 107 }, "extracted_at": "2026-07-12T06:00:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260712t060026z", + "runs": { + "hybrid-model-20260712t060026z": { + "analysis_id": "hybrid-model-20260712t060026z", + "artifacts": { + "hybrid": "snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/manifest.json", + "model": null, + "published_at": "2026-07-12T06:09:44Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260712T060026Z", "watermark": {