diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 3d12ea28199462fa0d118447cd73e54398341682..7bf40eac34aee319f3edd13c192f6a53f51cb136 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": "20260706T120021Z", - "generated_at": "2026-07-06T12:14:25Z", + "snapshot_id": "20260706T180017Z", + "generated_at": "2026-07-06T18:14:25Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1050,8 +1050,8 @@ ] }, { - "cluster_id": "cluster-43451-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-43451-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, @@ -1059,8 +1059,9 @@ "issue_numbers": [], "pr_numbers": [ 43451, - 46196, - 47098 + 46658, + 47003, + 47034 ], "evidence_types": [ "soft_similarity" @@ -1068,34 +1069,153 @@ "pr_comparisons": [ { "left_pr_number": 43451, - "right_pr_number": 46196, - "code_similarity": 0.167, - "size_similarity": 0.741, + "right_pr_number": 46658, + "code_similarity": 0.322, + "size_similarity": 0.946, + "file_overlap": 0.079, + "area_overlap": 0.185, + "patch_similarity": 0.299, + "shared_filenames": [ + "src/transformers/conversion_mapping.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 737, + 769 + ] + ], + "right_ranges": [ + [ + 739, + 807 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 391, + 398 + ], + [ + 824, + 830 + ], + [ + 945, + 951 + ], + [ + 1068, + 1074 + ], + [ + 1202, + 1208 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 892 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 331, + 338 + ], + [ + 1094, + 1100 + ], + [ + 1913, + 1919 + ] + ], + "right_ranges": [ + [ + 1085, + 1091 + ] + ] + } + ] + }, + { + "left_pr_number": 43451, + "right_pr_number": 47003, + "code_similarity": 0.179, + "size_similarity": 0.76, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.122, + "patch_similarity": 0.178, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 43451, - "right_pr_number": 47098, - "code_similarity": 0.001, - "size_similarity": 0.002, + "right_pr_number": 47034, + "code_similarity": 0.038, + "size_similarity": 0.112, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.005, + "patch_similarity": 0.106, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46196, - "right_pr_number": 47098, - "code_similarity": 0.002, - "size_similarity": 0.002, + "left_pr_number": 46658, + "right_pr_number": 47003, + "code_similarity": 0.174, + "size_similarity": 0.719, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.011, + "patch_similarity": 0.198, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47034, + "code_similarity": 0.036, + "size_similarity": 0.106, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.101, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47003, + "right_pr_number": 47034, + "code_similarity": 0.042, + "size_similarity": 0.147, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.084, "shared_filenames": [], "shared_file_areas": [] } @@ -1348,11 +1468,11 @@ { "left_pr_number": 46895, "right_pr_number": 47090, - "code_similarity": 0.766, - "size_similarity": 0.817, + "code_similarity": 0.763, + "size_similarity": 0.866, "file_overlap": 1.0, - "area_overlap": 0.562, - "patch_similarity": 0.709, + "area_overlap": 0.607, + "patch_similarity": 0.519, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py", @@ -1412,7 +1532,7 @@ "right_ranges": [ [ 175, - 209 + 213 ] ] } @@ -1474,11 +1594,11 @@ { "left_pr_number": 46903, "right_pr_number": 47090, - "code_similarity": 0.318, - "size_similarity": 0.33, + "code_similarity": 0.324, + "size_similarity": 0.35, "file_overlap": 0.333, "area_overlap": 0.364, - "patch_similarity": 0.162, + "patch_similarity": 0.179, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py" @@ -1527,11 +1647,11 @@ { "left_pr_number": 46958, "right_pr_number": 47090, - "code_similarity": 0.843, - "size_similarity": 0.893, + "code_similarity": 0.838, + "size_similarity": 0.947, "file_overlap": 1.0, - "area_overlap": 0.714, - "patch_similarity": 0.76, + "area_overlap": 0.762, + "patch_similarity": 0.549, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py", @@ -1599,7 +1719,7 @@ "right_ranges": [ [ 175, - 209 + 213 ] ] } @@ -1607,6 +1727,257 @@ } ] }, + { + "cluster_id": "cluster-46927-6", + "summary": "Cluster of 6 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46927, + "issue_numbers": [], + "pr_numbers": [ + 46927, + 46949, + 46951, + 46971, + 47056, + 47058 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46927, + "right_pr_number": 46949, + "code_similarity": 0.157, + "size_similarity": 0.786, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46927, + "right_pr_number": 46951, + "code_similarity": 0.079, + "size_similarity": 0.393, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46927, + "right_pr_number": 46971, + "code_similarity": 0.162, + "size_similarity": 0.786, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.029, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46927, + "right_pr_number": 47056, + "code_similarity": 0.079, + "size_similarity": 0.393, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46927, + "right_pr_number": 47058, + "code_similarity": 0.148, + "size_similarity": 0.714, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.034, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 46951, + "code_similarity": 0.1, + "size_similarity": 0.5, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 46971, + "code_similarity": 0.206, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.038, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 47056, + "code_similarity": 0.54, + "size_similarity": 0.5, + "file_overlap": 0.5, + "area_overlap": 0.4, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/models/whisper/modeling_whisper.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/whisper/modeling_whisper.py", + "left_ranges": [ + [ + 309, + 315 + ] + ], + "right_ranges": [ + [ + 306, + 312 + ] + ] + } + ] + }, + { + "left_pr_number": 46949, + "right_pr_number": 47058, + "code_similarity": 0.182, + "size_similarity": 0.909, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46951, + "right_pr_number": 46971, + "code_similarity": 0.106, + "size_similarity": 0.5, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.038, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46951, + "right_pr_number": 47056, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46951, + "right_pr_number": 47058, + "code_similarity": 0.11, + "size_similarity": 0.55, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46971, + "right_pr_number": 47056, + "code_similarity": 0.106, + "size_similarity": 0.5, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.038, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46971, + "right_pr_number": 47058, + "code_similarity": 0.643, + "size_similarity": 0.909, + "file_overlap": 1.0, + "area_overlap": 0.339, + "patch_similarity": 0.286, + "shared_filenames": [ + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 418, + 424 + ], + [ + 450, + 456 + ], + [ + 480, + 497 + ], + [ + 508, + 514 + ] + ], + "right_ranges": [ + [ + 404, + 411 + ], + [ + 420, + 426 + ], + [ + 452, + 458 + ], + [ + 482, + 488 + ], + [ + 503, + 509 + ] + ] + } + ] + }, + { + "left_pr_number": 47056, + "right_pr_number": 47058, + "code_similarity": 0.11, + "size_similarity": 0.55, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-46908-4", "summary": "Cluster of 4 related pull requests linked by soft_similarity.", @@ -2404,174 +2775,76 @@ 1388, 1394 ], - [ - 1399, - 1405 - ], - [ - 1461, - 1473 - ], - [ - 1504, - 1522 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-45081-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45081, - "canonical_pr_number": 45317, - "issue_numbers": [ - 45081 - ], - "pr_numbers": [ - 45086, - 45317 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45086, - "right_pr_number": 45317, - "code_similarity": 0.589, - "size_similarity": 0.34, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.136, - "shared_filenames": [ - "src/transformers/tokenization_utils_tokenizers.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/tokenization_utils_tokenizers.py", - "left_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ], - "right_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-47048-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #47065.", - "status": "open", - "confidence": 0.6, - "canonical_issue_number": 47065, - "canonical_pr_number": 47066, - "issue_numbers": [ - 47065 - ], - "pr_numbers": [ - 47048, - 47066 - ], - "evidence_types": [ - "closing_reference", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47048, - "right_pr_number": 47066, - "code_similarity": 0.3, - "size_similarity": 0.95, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.734, - "shared_filenames": [], - "shared_file_areas": [] + [ + 1399, + 1405 + ], + [ + 1461, + 1473 + ], + [ + 1504, + 1522 + ] + ] + } + ] } ] }, { - "cluster_id": "cluster-47050-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #47050.", + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 47050, - "canonical_pr_number": 47083, + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, "issue_numbers": [ - 47050 + 45081 ], "pr_numbers": [ - 47083, - 47088 + 45086, + 45317 ], "evidence_types": [ "closing_reference", - "shared_issue_target" + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47083, - "right_pr_number": 47088, - "code_similarity": 1.0, - "size_similarity": 1.0, - "file_overlap": 1.0, + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, "area_overlap": 1.0, - "patch_similarity": 1.0, + "patch_similarity": 0.136, "shared_filenames": [ - "src/transformers/models/canine/modeling_canine.py", - "tests/models/canine/test_modeling_canine.py" + "src/transformers/tokenization_utils_tokenizers.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/canine/modeling_canine.py", + "filename": "src/transformers/tokenization_utils_tokenizers.py", "left_ranges": [ [ - 341, - 347 - ] - ], - "right_ranges": [ - [ - 341, - 347 - ] - ] - }, - { - "filename": "tests/models/canine/test_modeling_canine.py", - "left_ranges": [ + 1360, + 1370 + ], [ - 248, - 269 + 1374, + 1380 ] ], "right_ranges": [ [ - 248, - 269 + 1360, + 1370 + ], + [ + 1374, + 1380 ] ] } @@ -2638,147 +2911,31 @@ ] }, { - "cluster_id": "cluster-46927-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46836-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46927, + "canonical_pr_number": 46836, "issue_numbers": [], "pr_numbers": [ - 46927, - 46949, - 47056 + 46836, + 47077 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46927, - "right_pr_number": 46949, - "code_similarity": 0.157, - "size_similarity": 0.786, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46927, - "right_pr_number": 47056, - "code_similarity": 0.079, - "size_similarity": 0.393, + "left_pr_number": 46836, + "right_pr_number": 47077, + "code_similarity": 0.024, + "size_similarity": 0.075, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.0, + "patch_similarity": 0.063, "shared_filenames": [], "shared_file_areas": [] - }, - { - "left_pr_number": 46949, - "right_pr_number": 47056, - "code_similarity": 0.54, - "size_similarity": 0.5, - "file_overlap": 0.5, - "area_overlap": 0.4, - "patch_similarity": 1.0, - "shared_filenames": [ - "src/transformers/models/whisper/modeling_whisper.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/whisper/modeling_whisper.py", - "left_ranges": [ - [ - 309, - 315 - ] - ], - "right_ranges": [ - [ - 306, - 312 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-43656-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43656, - "issue_numbers": [], - "pr_numbers": [ - 43656, - 43842 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] } ] }, @@ -2846,109 +3003,34 @@ ] }, { - "cluster_id": "cluster-47092-2", + "cluster_id": "cluster-46986-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47092, + "canonical_pr_number": 46986, "issue_numbers": [], "pr_numbers": [ - 47092, - 47096 + 46986, + 47006 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47092, - "right_pr_number": 47096, - "code_similarity": 0.005, - "size_similarity": 0.018, + "left_pr_number": 46986, + "right_pr_number": 47006, + "code_similarity": 0.021, + "size_similarity": 0.071, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.01, + "patch_similarity": 0.042, "shared_filenames": [], "shared_file_areas": [] } ] }, - { - "cluster_id": "cluster-46971-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47058, - "issue_numbers": [], - "pr_numbers": [ - 46971, - 47058 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46971, - "right_pr_number": 47058, - "code_similarity": 0.643, - "size_similarity": 0.909, - "file_overlap": 1.0, - "area_overlap": 0.339, - "patch_similarity": 0.286, - "shared_filenames": [ - "tests/models/mamba2/test_modeling_mamba2.py" - ], - "shared_file_areas": [ - { - "filename": "tests/models/mamba2/test_modeling_mamba2.py", - "left_ranges": [ - [ - 418, - 424 - ], - [ - 450, - 456 - ], - [ - 480, - 497 - ], - [ - 508, - 514 - ] - ], - "right_ranges": [ - [ - 404, - 411 - ], - [ - 420, - 426 - ], - [ - 452, - 458 - ], - [ - 482, - 488 - ], - [ - 503, - 509 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3255,23 +3337,15 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-3", + "cluster_id": "cluster-43451-4", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46196, - 47098 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-3 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 + 46658, + 47003, + 47034 ], "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-4 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -3344,6 +3418,15 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, + { + "cluster_id": "cluster-46836-2", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 47077 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -3385,23 +3468,26 @@ "reason": "PRs in cluster-46908-4 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-46927-3", + "cluster_id": "cluster-46927-6", "canonical_pr_number": 46927, "duplicate_pr_numbers": [ 46949, - 47056 + 46951, + 46971, + 47056, + 47058 ], "target_issue_number": null, - "reason": "PRs in cluster-46927-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46927-6 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-46971-2", - "canonical_pr_number": 47058, + "cluster_id": "cluster-46986-2", + "canonical_pr_number": 46986, "duplicate_pr_numbers": [ - 46971 + 47006 ], "target_issue_number": null, - "reason": "PRs in cluster-46971-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46986-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -3411,40 +3497,13 @@ ], "target_issue_number": 47013, "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47048-3", - "canonical_pr_number": 47066, - "duplicate_pr_numbers": [ - 47048 - ], - "target_issue_number": 47065, - "reason": "PRs in cluster-47048-3 are treated as duplicates because they converge on issue #47065 with closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47050-3", - "canonical_pr_number": 47083, - "duplicate_pr_numbers": [ - 47088 - ], - "target_issue_number": 47050, - "reason": "PRs in cluster-47050-3 are treated as duplicates because they converge on issue #47050 with closing_reference, shared_issue_target evidence." - }, - { - "cluster_id": "cluster-47092-2", - "canonical_pr_number": 47092, - "duplicate_pr_numbers": [ - 47096 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47092-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { "cluster_id": "cluster-46894-6", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 8 inbound references.", - "score": 170.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 9 inbound references.", + "score": 171.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 134b1024444c33ae6487ea9846b74ac2a3aa4602..a7963bc6db5db350008091ba768fceffd0e67b29 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": "20260706T120021Z", - "generated_at": "2026-07-06T12:14:25Z", + "snapshot_id": "20260706T180017Z", + "generated_at": "2026-07-06T18:14:25Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:24643", "issue:30277", @@ -132,421 +132,391 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "f259e8e83787b9fbf3c273e5e19bd9fd1302fb88d18abddaaf11fe8eab634627", + "prepared_review_unit_hash": "537b93318a3acd3b93e9cf323d682751cef0c8e81caac0821f4f6394771b3967", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46571, - "estimated_input_tokens": 11643, - "estimated_eval_tokens": 23542 + "serialized_chars": 46561, + "estimated_input_tokens": 11641, + "estimated_eval_tokens": 23538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only a few soft pairs look like true duplicates. The strongest duplicate groups are the Deepspeed ZeRO-3/Bert index-0 failure, the Qwen3_5Moe rotary-embedding/offload failure, and the torch 2.4.1 compatibility reports. Most other pairs share only a broad subsystem or symptom and should stay separate.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43596 is the clearest concrete bug report in the cluster and has a near-exact duplicate in issue:43638; it describes the shared Deepspeed ZeRO-3/BertModel index-out-of-bounds failure most directly.", + "summary": "Mostly a heterogeneous cluster of unrelated bug reports across model-specific failures, docs regressions, and backend incompatibilities. The strongest true duplicate pair remains the DeepSpeed ZeRO-3/BertModel index-out-of-bounds reports, while most soft links are only broad thematic similarity; the 45859/45902 pair should be treated as related but not confirmed duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest canonical issue because it has the strongest concrete duplicate evidence: issue:43638 describes the same DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds failure and reads like a near-duplicate follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best global representative because it is specific enough to anchor a real duplicate pair while still describing the underlying ZeRO-3/BertModel failure cleanly.", + "best_issue_reason": "issue:43596 is the best overall issue representative because it is a precise, self-contained bug report with the strongest duplicate signal in the cluster, unlike the broader theme-only matches elsewhere.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions bug." + "reason": "Different model and failure mode: missing config attribute vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/runtime errors; only the broad accelerator area overlaps." + "reason": "Different backends and errors; shared GPU/MoE context is not enough to call them the same bug." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model-specific bugs: image preprocessor dtype mismatch vs AMD GPU failure." + "reason": "Image-preprocessor dtype mismatch vs AMD GPU runtime failure are unrelated." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are unrelated concrete problems." + "reason": "Different model/path: autocast dtype mismatch vs AMD GPU device issue." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Both mention model/runtime failures, but the model and failure mode are different." + "reason": "Different model/example failures with no concrete shared bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model/backend issues; no shared concrete code-path is evident." + "reason": "Both mention MoE/GPU issues, but the concrete failures differ." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 config failures are different bugs." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different models and different error types; only generic runtime issues overlap." + "reason": "ONNX export error vs device-map CUDA assert; no shared code-path bug." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are different documentation/runtime issues." + "reason": "Task crash vs docs example cleanup; not the same issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure and GenerationMixin import failure are unrelated." + "reason": "Export error and GenerationMixin import error are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they target different removed docs references and are separate fixes." + "reason": "Both are docs regressions, but they point to different removed references and different pages." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRl input-embedding unpacking and resume-training/remote-code issues are different code paths." + "reason": "Training unpacking failure vs resume-with-remote-code issue are different bugs." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training remote-code bug and YOLO multi-GPU device-map bug are unrelated." + "reason": "Resume-training problem vs YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch and Gemma4 device mismatch are different failures." + "reason": "Mask/index shape mismatch is not the same as device mismatch during forward." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different error signatures and model paths; not the same underlying bug." + "reason": "Different failure classes and different model paths." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3/Bert index error and training-resume remote-code issue are unrelated." + "reason": "Bert ZeRO-3 init bug vs training resume/remote-code bug are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are tensor-shape failures, but they are on different code paths and models." + "reason": "Both are shape-ish errors, but they occur in different model/code paths." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask-shape mismatch and video token mismatch are distinct multimodal bugs." + "reason": "Mask shape mismatch vs video-token template mismatch are unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Tensor mask indexing failure and GPT-OSS TP issue are unrelated." + "reason": "Different models and different failure mechanisms." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "No shared concrete bug; one is resume/trust-remote-code, the other an official example failure." + "reason": "Resume-training issue and Nemotron example breakage are not the same bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and resume-training remote-code issues are unrelated." + "reason": "Video input StopIteration and resume-training failure are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export are different problems." + "reason": "BarkProcessor voice_preset and ModernBERT export are different components." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the reported failures are different and model-specific." + "reason": "Different DeepSpeed failures: collective mismatch vs BertModel index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BertModel index-out-of-bounds failure with only pretrained vs non-pretrained setup differences." + "reason": "Same underlying DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds bug; the second report is a near-duplicate of the first." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy invocation and GPT-OSS TP failure are unrelated." + "reason": "Liger cross-entropy call and GPT-OSS TP failure do not share a concrete bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA save/reload output mismatch are different bugs." + "reason": "Detokenization bug and LoRA merge/save mismatch are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA merge/save mismatch are unrelated." + "reason": "NVFP4 runtime failure vs LoRA weight merge inconsistency are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different code paths." + "reason": "Processor failure and remote-code model_class/config_class error are different loading paths." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and different GPU/device-map failures." + "reason": "Different models and different device-mapping failures." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but one is a weight-shape error and the other a collective mismatch." + "reason": "Both are DeepSpeed-related, but the concrete runtime errors are different." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpoint/FSDP recompute mismatch is not the same as the mask shape-indexing error." + "reason": "Activation-checkpoint/FSDP recompute mismatch is not the same as mask indexing mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram error and YOLO multi-GPU device-map failure are unrelated." + "reason": "MPS histogram op limitation vs multi-GPU device-map failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3_5Moe rotary-embedding/offload bug; the second report explains the same materialization issue more precisely." + "accept": false, + "reason": "They share the Qwen3_5MoeTextRotaryEmbedding theme, but the packet does not give enough evidence to confirm the same underlying bug; one is CPU-offload compatibility while the other is uninitialized memory after meta->to_empty(cuda) materialization." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing size mismatch and CustomTrainer num_items_in_batch error are unrelated." + "reason": "FSDP checkpointing issue and CustomTrainer keyword-arg regression are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 initialization error and GPT-OSS TP issue are unrelated." + "reason": "Bert ZeRO-3 init bug and GPT-OSS TP issue are different model paths." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and different failure modes; not a duplicate." + "reason": "Same as above: different model and failure mode." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + "reason": "Different model-specific failures with no shared code-path evidence." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error and AMD GPU failure are separate issues." + "reason": "NVFP4 runtime error and AMD GPU device issue are unrelated." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + "reason": "Reverse embedding lookup and video token/template mismatch are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM attribute error and Mistral regex patch crash are different bugs." + "reason": "Gemma3 config attribute error and Mistral tokenizer patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "These are the same torch 2.4.1 compatibility complaint phrased differently." + "reason": "Same torch 2.4.1 incompatibility report; these read as duplicate compatibility regressions." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device mismatch and Gemma4 reverse embedding lookup are different forward-path problems." + "reason": "Device-map forward mismatch vs reverse embedding lookup are different problems." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch and Qwen3 auto device-map assert are unrelated." + "reason": "FSDP checkpointing issue and Qwen3 device-map CUDA assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are not the same bug." + "reason": "General torch-version incompatibility vs Qwen-3 NVFP4 runtime error are different." }, { "left": "issue:43828", - "right": "issue:44457", + "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and LoRA save/reload output mismatch are unrelated." + "reason": "Autocast dtype mismatch and MPS int histogram limitation are unrelated." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral torch dynamo tracing failure and Mistral image preprocessor dtype mismatch are different problems." + "reason": "Mixtral torch-dynamo tracing error and Mistral image-preprocessor dtype mismatch are different bugs." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models, different symptoms, no shared code-path evidence." + "reason": "Different models and different precision/runtime failures." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Mistral dtype mismatch and Nemotron example breakage are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoE invalid method and MPS histogram int error are unrelated." + "reason": "GraniteMoE invalid method and MPS histogram limitation are not the same issue." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen NVFP4 runtime failure and TRL SFT embedding unpacking are different bugs." + "reason": "NVFP4 runtime error and TRL SFT embedding unpacking are unrelated." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backends and model paths; not a duplicate." + "reason": "Different models and different backend-specific failures." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Mistral image dtype mismatch and Qwen NVFP4 runtime failure are unrelated." + "reason": "Different model paths and distinct error mechanisms." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL input-embedding unpacking and GPT-OSS TP issue are different code paths." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross-entropy call and TRL embedding unpacking are unrelated." + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both hit ZeRO-3 init, but Gemma3 conditional generation and BertModel likely have different root causes." + "reason": "Both are ZeRO-3 index errors, but the model path and likely fix differ." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different removed v5 references." + "reason": "Both are v5 docs regressions, but they reference different removed docs items." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram error are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Liger kernel cross-entropy usage and Phi-tiny-MoE autocast mismatch are different bugs." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Activation-checkpoint/FSDP recomputation error and GenerationMixin import error are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "AMD GPU runtime issue and RAG docs issue are unrelated." + "reason": "Autocast dtype mismatch and MPS int histogram limitation are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy call and mask/index shape mismatch are different failures." + "reason": "Liger cross-entropy invocation and mask/index shape mismatch are different issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted soft pairs are plausible duplicates from the titles/body context, and the negative verdicts generally avoid overclaiming beyond broad subsystem similarity. The canonical issue choice and representative reasoning are also supported by the exact ZeRO-3/BertModel duplicate pair." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it is a bit too strong on one soft-edge accept: issue:45859 vs issue:45902 are clearly related by component/theme, but the packet does not give enough evidence to confidently call them the same underlying bug. A more conservative verdict would keep that as related/uncertain rather than accepted." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -562,7 +532,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:36010", "issue:39290", @@ -650,269 +620,299 @@ "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", - "issue:43404|issue:43866", "issue:45507|issue:46869", + "issue:43404|issue:43866", "issue:41093|issue:41762", "issue:45399|issue:46661", "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "93eca0642f3719e3c4e240076f35ddeea8ab82755f3eb5c34aa624d88b1d9fa9", + "prepared_review_unit_hash": "b01781151f916c320ec080bc747aa6832ceabc9b00ee8b303eba07be8af84e16", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40046, - "estimated_input_tokens": 10012, - "estimated_eval_tokens": 20280 + "serialized_chars": 40044, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly soft-similarity false positives across unrelated transformer/model bugs. The only strong duplicate is the AutoTokenizer v5 regression affecting Granite and other model families; the broader report is the better canonical issue.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the tokenizer regression, covering multiple model families and the silent v4\u2192v5 wrong-token-ID behavior.", + "summary": "This cluster is mostly heterogeneous issue reports. The only clear duplicate groups are the ZeRO-3 index-error reports and the AutoTokenizer token-ID regression reports; the rest describe different models, subsystems, or failure modes.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the best representative issue because it describes the broadest, most general regression in this cluster: AutoTokenizer returning wrong token IDs across multiple model families in v5.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best captures the underlying bug at the right scope; issue:45812 is a narrower Granite-only slice of the same regression.", + "best_issue_reason": "issue:45920 is the strongest overall issue to anchor the cluster because it captures a wider, cross-model tokenizer regression rather than a narrow single-model symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different incompatibilities: torch/version mismatch vs USE_DISTRIBUTED=0 build support." + "reason": "Different problems: torch/version compatibility vs distributed-disabled PyTorch support regression." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to distributed-support breakage." + "reason": "Different failures in different integration paths; one is a vLLM model-load issue, the other is a build/config compatibility break." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint vs missing text-encoder weights are different failure modes." + "reason": "Corrupted checkpoint vs missing model weights loaded; not the same code-path bug." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but they involve different models and load paths; not clearly the same bug." + "accept": true, + "reason": "Both report the same ZeRO-3 loading/index-out-of-bounds failure during model initialization; the model names differ, but the underlying bug looks shared." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error vs Qwen3 auto-device-map cuda assert are different code paths." + "reason": "Unrelated symptoms: Gemma3 config attribute error vs Qwen3 auto-device-map CUDA assert." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but about different outdated text and different behaviors." + "reason": "One is a pipeline docs mismatch, the other is outdated run-command documentation; same area, not same bug." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup error is unrelated to the PyTorch distributed build regression." + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support failure and table QA crash are unrelated subsystems." + "reason": "Different subsystems and failures: AMD GPU execution vs table-question-answering crash." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy usage and Qwen3-VL video StopIteration are distinct bugs." + "reason": "Liger kernel cross-entropy call vs Qwen3.5 video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression is unrelated to outdated RAG examples." + "reason": "Tokenizer detokenization bug vs RAG docs issue; not the same change." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model families and different failure mechanisms: device mismatch vs video token/template mismatch." + "reason": "Different Qwen3.5 multimodal failures: device-map forward mismatch vs video chat-template feature/token mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 device placement." + "reason": "Voxtral processor failure is not the same as Gemma4 device mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and DiffusionGemma ModelOpt compatibility are not the same issue." + "reason": "Checkpoint corruption and ModelOpt/NVFP4 compatibility are different root causes." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to documentation staleness." + "reason": "NemotronH checkpoint loading bug is unrelated to RAG docs." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model regressions are broader, but this is not the same concrete PyTorch USE_DISTRIBUTED=0 breakage." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report the same AutoTokenizer v5 regression causing wrong token IDs across models; 45920 is the broader instance." - }, - { - "left": "issue:43872", - "right": "issue:46304", - "accept": false, - "reason": "bitsandbytes Int8Params API incompatibility is unrelated to PyTorch build flags." + "reason": "Both describe the same AutoTokenizer wrong-token-ID regression after the v4\u2192v5 transition, just across different model families." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint vs NemotronH checkpoint loading failure are different model-specific problems." + "reason": "Checkpoint corruption vs checkpoint loading implementation bug; not duplicate." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG docs." + "reason": "Qwen NVFP4 runtime issue is unrelated to RAG documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a Gemma3 config attribute error and the other is a Qwen3-MoE-specific issue." + "reason": "Both mention sliding-window-related issues, but they are on different models and different error conditions." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors under ZeRO-3, but the shapes/messages and model contexts differ." + "reason": "Both are ZeRO-3 index errors, but the reported failures and triggers differ enough that they do not clearly look like the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/runtime failure and table QA crash are unrelated." + "reason": "Whisper loading failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model-load/test failure is not the same as a corrupted checkpoint report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig breakage are different compatibility issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization and table QA crash do not share an underlying bug." + "reason": "Tokenizer detokenization bug vs table-question-answering crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime issue is unrelated to the PretrainedConfig pydantic regression." + "reason": "Whisper model load failure is unrelated to pydantic model-field breakage." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat flows, but the reported failures are different code paths and symptoms." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; not clearly the same code-path." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 loading index error and torch/version incompatibility are different root causes." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral grouped_mm tracing failure is unrelated to YOLO multi-GPU device mapping." + "reason": "Mixtral dynamo tracing grouped_mm error is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 failure is unrelated to table QA crashing." + "reason": "NVFP4 model runtime issue is unrelated to table QA crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Sliding_window config error and Gemma4 device mismatch are different bugs." + "reason": "Gemma3/vLLM config error and Gemma4 device mismatch are different model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure is unrelated to MPS histogram-not-implemented error." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error is unrelated to the Gemma3 sliding_window regression." + "reason": "ImportError for GenerationMixin is unrelated to the Gemma3TextConfig/vLLM attribute issue." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral tracing failure and MPS MOE histogram error are different execution paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing error and autocast dtype mismatch are distinct MoE failures." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are related only at a very broad MoE level, not the same concrete bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading failure is unrelated to the non-template nodes compile error." + "reason": "Processor failure for Voxtral and non-template compile error are unrelated." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:45507", + "right": "issue:46869", "accept": false, - "reason": "Weight-tying bug and checkpoint corruption are not the same underlying issue." + "reason": "Invalid method in GraniteMoEHybrid is unrelated to YOLO multi-GPU device mapping." }, { - "left": "issue:45507", - "right": "issue:46869", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and YOLO auto device-map failure are unrelated." + "reason": "lm_head tying bug and corrupted checkpoint are different issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are size-mismatch/index errors, but they are different shapes, models, and failure points." + "reason": "Both are index errors, but the specific shapes, triggers, and model/loading contexts do not match closely enough." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class errors are unrelated." + "reason": "flash-attn fallback gating and remote-code config_class AttributeError are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and pydantic field breakage are different config regressions." + "reason": "Missing pad_token_idx in a config class is not the same as pydantic PretrainedConfig field breakage." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/version incompatibility and Gemma4 device mismatch are different issues." + "reason": "Torch compatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The canonical issue choice is grounded: 45920 is the broadest tokenizer-regression report, and 45812 is a narrower Granite-specific duplicate. The soft-edge verdicts are generally conservative and supported by the packet titles; I don't see evidence of overstatement." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical issue choice is supported by the broader v5 AutoTokenizer token-ID regression, and the soft-edge decisions are generally cautious. The only borderline accept is issue:41762 vs issue:43596, but it is still defensible from the shared DeepSpeed ZeRO-3 index-out-of-bounds loading failure pattern." }, "evaluator_used": true, "retried": false, @@ -931,7 +931,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:39186", "issue:40990", @@ -991,8 +991,8 @@ "issue:44291|issue:45070", "issue:43531|issue:45070", "issue:41093|issue:43596", - "issue:45020|issue:45800", "issue:43716|issue:46294", + "issue:45020|issue:45800", "issue:43054|issue:43994", "issue:44479|issue:46294", "issue:46468|issue:46869", @@ -1014,226 +1014,226 @@ "issue:44863|issue:45005", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "8ecc095cc5dda0960186db8f9c42141806c59cccdb824d82d0765869e299548b", + "prepared_review_unit_hash": "32834c89644ca05d47fbe72418f69ebf346366e05396bbd5ec628e6eff664d3b", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36239, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "serialized_chars": 36241, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A few pairs look like true duplicates around the same concrete failure mode, but most are only superficially similar (same subsystem or same broad error class) and should stay separate.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45698 is the strongest standalone anchor: it has the clearest user-facing failure, substantial discussion, and its scope is specific enough to represent the duplicate cache/custom-module loading problem cleanly.", + "summary": "This cluster is mostly heterogeneous and contains several unrelated bug reports; only a few pairs look like true duplicates or near-duplicates. The strongest overlaps are in tied-weight regressions, remote-code/custom-module cache collisions, validation-message bugs, and Qwen video-input regressions.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is the broadest, most representative issue in the set for a concrete v5 regression theme (tied weights), and it has the clearest overlap with another close report in the cluster. It is not a perfect umbrella for the whole cluster, but it is the best single issue anchor here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue to keep as a global reference point because it is open, has the most discussion/inbound references, and tracks an active, broadly impactful regression around quantization/offloading.", + "best_issue_reason": "issue:45005 is the best representative issue because it is a concrete, high-signal regression report with a broad bug surface and the clearest chance of absorbing a related duplicate. The rest of the cluster is too mixed to make a better universal representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF architecture support." + "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM versus GGUF gpt-oss support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5-ish workflows, but one is a generic mask-shape IndexError and the other is an SFT/trainer embedding unpacking failure." + "reason": "Both are shape-related failures, but one is a generic mask/index mismatch and the other is TRL input-embedding unpacking; not the same bug." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE/runtime paths: torch dynamo grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." + "reason": "Both involve MoE models, but one is grouped_mm/dynamo tracing and the other is tensor-parallel support; distinct code paths." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 chat/completions streaming failure." + "reason": "Both mention mismatches, but one is autocast dtype handling and the other is chat/completions streaming with Qwen3.5; different issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming are unrelated." + "reason": "Unrelated: GGUF gpt-oss architecture support versus Qwen3.5 streaming inference." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both touch generation/model behavior in v5, but one is int4 memory/OOM and the other is tied-weights behavior on translation models." + "reason": "OOM from int4 quantization is unrelated to the tied-weights regression in 45005." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different code paths: init_empty_weights argument handling vs pydantic PretrainedConfig field breakage." + "reason": "Different regressions: init_empty_weights argument handling versus pydantic PretrainedConfig field behavior." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is not the same bug as the v5 PretrainedConfig/pydantic regression." + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to the pydantic model field breakage." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexError-style failures, but one is a mask-length mismatch and the other is a zero3/BertModel empty-dimension access." + "reason": "Both are IndexErrors, but the reported paths are different: mask/tensor mismatch versus ZeRO-3 init with BertModel." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "Remote-code model breakage and torch/transformers version incompatibility overlap only at a very broad compatibility level." + "reason": "Both are multimodal mismatch reports, but one is image-preprocessor dtype handling and the other is video feature/token alignment." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Different multimodal failures: image-preprocessor dtype mismatch vs video feature/token count mismatch." + "reason": "Remote-code breakage and torch-version incompatibility are different problems." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Same underlying SigLIP2 regression: both report that SigLIP2 outputs are badly wrong, just with different user-facing symptoms." + "accept": false, + "reason": "Both are about Siglip2 behavior, but one is a relative embedding-quality complaint and the other is a functional AutoModel/pipeline regression; too weak to merge." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both involve Qwen video-related regressions, but one is a v5.3.0 video-input regression across multiple models and the other is a specific apply_chat_template feature/token mismatch." + "accept": true, + "reason": "Both describe the same Qwen video-input regression class, centered on video feature/token/template mismatch across Qwen3.5/Qwen3-VL variants." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map auto failure are unrelated." + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "One is about unwrapping text_config for composite multimodal configs; the other is a rotary-embedding materialization/memory bug." + "reason": "Different Qwen3.5 multimodal/config issues: config unwrapping versus uninitialized rotary embedding memory." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different failures in different loading/training scenarios; only shared theme is remote-code/model initialization." + "reason": "ZeRO-3/BertModel initialization failure and remote-code resume failure are separate bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash-Attn2 fallback gating and remote-code config_class errors are separate issues." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are not the same code-path problem." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Both are multimodal, but image dtype mismatch and input-embedding unpacking are different bugs." + "reason": "One is image preprocessor dtype mismatch; the other is TRL unpacking of Qwen3.5 input embeddings." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight requirement and Qwen3.5 SFT embedding unpacking do not share the same underlying code path." + "reason": "FSDP weight-dimension error is unrelated to TRL embedding unpacking." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter/custom-model init regression is unrelated to flash-attn2 fallback checks." + "reason": "Jupyter custom-model initialization regression and flash-attn fallback blocking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and a bare GLM5 title are not the same bug." + "reason": "Both are model-evaluation complaints, but they concern different models and different failure modes." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Same underlying trust_remote_code/custom-module loading bug: path/caching resolution causes the wrong local code to be loaded." + "reason": "Both point to the same remote-code/custom-module cache collision class: incorrect module resolution because the cache/path identity is not unique enough." }, { "left": "issue:43404", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader v5 translation-model behavior change." + "accept": true, + "reason": "Both are tied-weights regressions; 43404 is a concrete instance of the broader weight-tying failure reported in 45005." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn2 fallback gating are unrelated." + "reason": "Qwen3-MoE FP8 load failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same as tied-weights regressions." + "reason": "Quantization/offloading memory behavior does not match the tied-weights regression in 45005." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and a docs typo are clearly unrelated." + "reason": "DSA indexer behavior and docs mentioning the removed run command are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed CLI docs are different documentation issues." + "reason": "A typo in cache-strategy docs is unrelated to the removed run-command docs issue." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights regression." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied weights." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different model bugs." + "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and tied-weights issues are unrelated." + "reason": "NemotronH checkpoint loading failure is unrelated to tied weights." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Same validation-family bug: both concern misleading/wrong input-vs-embedding error handling, with T5 as a specific model-family case." + "reason": "These look like the same validation bug family: incorrect XOR-based input validation/error messaging, with 46463 as a T5-family instance." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: 43873 is the strongest open/global reference by activity, 45698 is a reasonable canonical anchor by discussion and specificity, and the accepted soft-edge pairs are conservative and plausibly describe the same underlying bugs rather than merely similar subsystems." + "feedback": "The summary stays within what is supported by the packet: it correctly characterizes the cluster as mostly heterogeneous, and the accepted soft pairs are phrased conservatively enough to be plausible duplicates/near-duplicates based on titles alone. The representative issue choice around issue:45005 is also grounded by the explicit tied-weights overlap with issue:43404." }, "evaluator_used": true, "retried": false, @@ -1252,7 +1252,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:24643", "issue:28530", @@ -1334,14 +1334,14 @@ "issue:43782|issue:44960", "issue:41553|issue:43881" ], - "prepared_review_unit_hash": "e85bc2d0ddf9e906beab3ca7dd2876f9fdf44bb7b20a76b4d6119f1914060938", + "prepared_review_unit_hash": "3dce5e01e1703b3ea09fa2124826276c54da29d01cc911f0ae318f4e9b309339", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, @@ -1356,198 +1356,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers issues. Only a few soft pairs look like true duplicates: the non-persistent-buffer regression, the StaticCache seq-length regression, and the Gemma4 quantized-embedder dtype-cast bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43950 is the best canonical issue candidate because it most clearly and broadly describes the non-persistent-buffer regression, and it matches the closely worded variant 43644 and the paraphrase 44534.", + "summary": "This set is mostly heterogeneous. The clear duplicate families are the non-persistent-buffer regression reports, the Gemma4 quantized embedders dtype-cast bug, and the StaticCache/get_seq_length contract regression. Most other soft pairs are only loosely similar and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #43950 is the clearest, broadest statement of the non-persistent-buffer regression and best represents the duplicate family that includes #43644, #44534, and #45902.", "canonical_pr_reason": null, - "best_issue_reason": "For the cluster as a whole, there is no single true canonical because the items span many distinct bugs; among the duplicate-like subgroup, 43950 is the strongest anchor due to its clear regression description and duplicate variants.", + "best_issue_reason": "#43950 is the best overall anchor in this set because it describes the core regression generically and clearly, with the strongest match to the accepted duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Unrelated failures: DeepSeek tokenizer detokenization vs Qwen3 NVFP4 load error." + "reason": "Different failures and code paths: DeepSeek tokenizer output vs Qwen3 NVFP4 loading." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and failure modes; not clearly the same bug." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors and model quality regression are different issues." + "reason": "Docs/example errors in SigLIP2 vs a model-quality discrepancy in text embeddings." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer corruption regression in from_pretrained, just reworded." + "reason": "Same non-persistent-buffer junk regression in Transformers v5; wording differs but the bug is the same." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer signature change vs Gemma3 DeepSpeed load crash are unrelated." + "reason": "CustomTrainer compute_loss API break vs Gemma3 ZeRO-3 loading IndexError; unrelated failures." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Both report the same v5 non-persistent buffer junk/corruption bug." + "reason": "Same non-persistent-buffer corruption regression; both describe the same underlying materialization bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage errors with different root causes." + "reason": "Different incompatibilities: bitsandbytes constructor args vs missing Float8 storage." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; the second is an explicit duplicate." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is the narrower duplicate report." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different model/runtime failures: dtype mismatch in autocast vs flash-attn crash from 3D position_ids." + "reason": "Different models and behaviors: dtype mismatch under autocast vs RLHF gradient explosion from 3D position_ids." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Embedding-quality complaint vs tokenizer/version behavior change; not the same bug." + "reason": "Model embedding quality complaint vs a general tokenization-version change; too broad and not the same bug." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizers, but one is a broad AutoTokenizer ID regression and the other is a DeepSeek-Coder-specific decode/output issue." + "reason": "Related tokenizer regressions, but one is a broad multi-model v5 issue and the other is a specific DeepSeek-Coder case." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities vs worse text embeddings are different symptoms and likely different code paths." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the broader SigLIP2 text-embedding quality complaint." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache.get_seq_length return-type regression affecting static cache arithmetic." + "reason": "Same `cache.get_seq_length()` contract regression; one is the general API symptom, the other a specific prefill/non-CUDA failure mode." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both mention buffer/state materialization problems, but one is non-persistent-buffer loading corruption and the other is rotary embedding uninitialized memory." + "accept": true, + "reason": "Same non-persistent-buffer materialization regression; #45902 is a model-specific manifestation of the same bug." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Different SigLIP2 complaints: embedding quality vs HF/JAX discrepancy." + "reason": "Different problems: SigLIP2 embedding quality vs HF/JAX implementation discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 failures: flash-attn packed-sequence misread vs CPU-offload incompatibility." + "reason": "Flash-Attention crash from misread packed sequence vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA issue and int4 CUDA memory OOM are different bugs." + "reason": "Gradient checkpointing ineffectiveness is not the same as increased reserved memory/OOM under int4 quantization." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "FSDP2 shared_kv_states rebuild bug is unrelated to rotary embedding memory initialization." + "reason": "Gemma4 FSDP2 shared_kv_states bug vs non-persistent buffer materialization bug; different code paths." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs specific model load failure are not the same underlying issue." + "reason": "General loading noise vs a specific model-loading failure; not the same underlying bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message vs missing all_tied_weights_keys attribute are unrelated." + "reason": "Bad AutoTokenizer error message for Voxtral vs Molmo tied-weight attribute error." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import error are unrelated." + "reason": "DeepSeek tokenizer output bug vs Python 3.13 import_utils flash_attn KeyError; unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight shape runtime error and early-stopping metric warning are unrelated." + "reason": "DeepSpeed training weight-shape error vs early-stopping metric selection issue; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Noisy loading output vs a specific model load failure are not the same bug." + "reason": "Both mention loading issues, but they are separate model-specific reports with no shared concrete failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broad compatibility complaint; not enough evidence of one concrete bug." - }, - { - "left": "issue:42947", - "right": "issue:43856", - "accept": false, - "reason": "Different training-memory problems with different mechanisms." - }, - { - "left": "issue:41762", - "right": "issue:42915", - "accept": false, - "reason": "Gemma3 ZeRO-3 load crash and Qwen3Moe FineGrainedFP8 failure are unrelated." + "reason": "#45020 is a broad umbrella for remote_code breakage; #43643 is a specific AutoConfig field-loss issue and not clearly the same concrete bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading for a specific model vs flash-attn2 fallback selection logic; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing model import and bitsandbytes Int8Params constructor error are different issues." + "reason": "Import error for Qwen2_5_VL class vs bitsandbytes Int8Params incompatibility; unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 issue are unrelated." + "reason": "Qwen3VL weight_only loading error vs a separate GLM5 issue; no shared code path evident." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad error message loading Voxtral and glm-4v-9b load failure are unrelated." + "reason": "Different loading bugs for different models; not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are well supported by the issue titles/descriptions (43950/43644/44534, 45987/46858, 46899/46932), and the rejected pairs are generally phrased cautiously enough. No PR-pair mergeability concerns apply here." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The selected anchor issue #43950 fits the duplicate family best, and the accepted soft pairs are plausible matches to the same underlying bugs. The rejected pairs are generally cautious and well-justified by differing symptoms or code paths." }, "evaluator_used": true, "retried": false, @@ -1566,7 +1554,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:24643", "issue:30064", @@ -1647,223 +1635,211 @@ "issue:41093|issue:44805", "issue:41553|issue:44991" ], - "prepared_review_unit_hash": "8a5b9df2f4602a9063566bc767b6581377476207c9252ae75ddacba97a2234e1", + "prepared_review_unit_hash": "79652d7968eaf5744e9d61f6e5853bc575189aa8510bbc5203c5ceed5b75e80d", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36756, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly conservative cluster triage: the docs/pipeline pair and the mask-shape pair still look like clear duplicates, and the two double-shift reports are the same bug pattern. The remote-code issues are related, but 45020 does not cleanly subsume 46661 on the available evidence.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45020 is still the strongest umbrella representative for the cluster because it captures a broad, high-signal remote_code regression. However, 46661 should be treated as a related AutoModel.config_class failure rather than a proven duplicate/subset of 45020.", + "summary": "A few soft pairs look like true duplicates, mainly the docs/pipeline-removal reports, the mask-shape IndexError reports, and the training-loss double-shift reproductions. Most other pairs are only loosely related by subsystem or model family and should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "44509 is the best canonical target among the duplicate-like issues: it gives the clearest, most complete description of the v5 docs regression and cleanly subsumes 43827.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best representative issue because it is the broadest and most central remote-code loading regression in the set, while the nearby reports are either narrower variants or unrelated model-specific failures.", + "best_issue_reason": "44509 is the strongest standalone issue in this set for triage/duplication cleanup because it is specific, actionable, and clearly represents the shared docs problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: an MoE MPS histogram type error vs a Gemma4 PLE device-map mismatch." + "reason": "Different bugs: an MPS histogram dtype error in MOE vs a device-mismatch forward issue in Gemma4 PLE." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both touch tokenizer/attention internals, but they are different bugs: a Mistral regex crash vs flash-attn fallback gating." + "reason": "Both touch Mistral/flash-attn areas, but one is a tokenizer regex crash and the other is a flash-attn fallback gating problem; not the same bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code model breakage and a Gemma4 device-mismatch forward error are unrelated code paths." + "reason": "Too broad vs too specific: remote_code regressions are not enough to show the Gemma4 device-mismatch is the same underlying issue." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Related surface area, but this is a different bug: add-new-model-like handling of TOKENIZER_MAPPING_NAMES vs remote_code regressions." + "reason": "Both involve model loading, but the titles point to different failure modes; one is TOKENIZER_MAPPING_NAMES handling, the other is a broad remote_code regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model-specific runtime problems: autocast dtype mismatch vs device placement mismatch." + "reason": "Different model/path: Phi-tiny-MoE autocast dtype mismatch vs Gemma4 PLE device placement." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen LoRA/tie-word-embeddings, but one is a load-time incompatibility across versions and the other is a warning about config flags." + "reason": "Both mention Qwen LoRA/weights, but one is a version-compatibility loading failure and the other is a gradient-checkpointing warning; not the same bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "One is a broad remote_code regression; the other is a tokenizer codec/warning regression for Kimi-K2.5." + "reason": "Both are tokenizer/model-loading regressions, but the specific Kimi-K2.5 codec regression is not the same as the broad remote_code breakage." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model load failures for different model families, with no clear shared code-path bug." + "reason": "Different model-specific load failures; no evidence they share the same root cause." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different APIs with different causes." + "reason": "Same tokenizer API area, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different regressions." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes parameter-construction incompatibility and YOLO multi-GPU device-map failure are unrelated." + "reason": "Bitsandbytes init-arg incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { "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." + "reason": "Both involve AutoModel loading, but one is text_config unwrapping for composite configs and the other is a remote-code config_class AttributeError." }, { "left": "issue:43872", "right": "issue:44291", "accept": false, - "reason": "Same error token appears, but the failing code paths differ: bitsandbytes Int8Params vs init_empty_weights model loading." + "reason": "Both are TypeErrors around loading, but the underlying causes differ: bitsandbytes Int8Params vs init_empty_weights/_is_hf_initialized." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both report lingering references to pipeline tasks removed in v5." + "reason": "Same docs regression: both report stale pipeline-task references after v5 removals, and 44509 is the fuller report." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both concern DeepSeek tokenizers, but they describe different failures and different model families." + "reason": "Both are DeepSeek tokenizer regressions, but the reported mechanisms differ enough that they do not clearly share one concrete code-path bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is a tied lm_head bug in Mistral3; the other is a non-persistent buffer corruption regression." + "reason": "Different loading bugs: untied lm_head weights vs silent corruption of non-persistent buffers." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both are remote-code/AutoModel loading issues, but the evidence only shows related symptoms: 45020 is a broad remote_code regression, while 46661 is a specific config_class AttributeError." + "reason": "Broad remote_code breakage does not prove the specific config_class AttributeError is the same underlying issue." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "These are the same training-loss double-shift bug pattern reported for two model variants." + "reason": "Same underlying training-loss double-shift bug, with two model-specific reproductions of the same pattern." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper runtime failure and a specific fbank-feature helper issue are plausibly related, but not clearly the same bug from the titles alone." + "reason": "Whisper model failure and _torch_extract_fbank_features() issue may be related, but the available evidence is too thin to treat them as the same bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve MoE/DeepSpeed training, but one is weight conversion on load and the other is gradient averaging during training." + "reason": "Both mention DeepSpeed, but one is weight conversion/loading and the other is gradient averaging; different code paths." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Different checkpointing problems: LoRA checkpointing not taking effect vs a missing supports_gradient_checkpointing flag." + "reason": "Gradient checkpointing ineffective under PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a remote-code variant." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Completely different failures: a Trainer API signature change vs a tensor mask shape mismatch." + "reason": "Different error classes and domains: a trainer compute_loss signature mismatch vs a tensor mask shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 weight-loading reports, but they affect different Qwen generations and different missing-weight symptoms." + "reason": "Both are ZeRO-3 weight-loading failures, but the titles indicate different models and different missing-weight symptoms." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load failures; only the generic 'cannot load checkpoint' theme is shared." + "reason": "Both are model load failures, but for unrelated model families and different failure modes." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different bugs: RLHF NaN/position_ids instability vs a flash-attention AttributeError on sink-less models." + "reason": "Gradient explosion/position_ids fallout is unrelated to the flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video/multimodal regressions, but one is a broad video-input regression and the other is a StopIteration in Qwen3-vl-embedding." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training DeepSpeed weight-shape error and segmentation-map processing failure are unrelated." + "reason": "Completely different domains: DeepSpeed training weight shape vs image processor segmentation maps." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same IndexError pattern with the same mask-vs-tensor shape mismatch; 44805 is just a generalized later report." + "reason": "Same mask-shape IndexError, with 44805 appearing to be the broader/generic duplicate of the concrete 41093 report." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading issues, but the models and failure modes differ." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": false, - "reason": "Shared unexpected kwarg is not enough: these are different parameter-loading paths and likely separate fixes." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Both concern Qwen video models, but one is a broad video-input regression and the other is a specific StopIteration error." - }, - { - "left": "issue:45020", - "right": "issue:45356", - "accept": false, - "reason": "Remote-code loading breakage and a Kimi tokenizer codec regression are distinct issues." + "reason": "Both are tokenizer-loading related, but Voxtral's bad error message and est-roberta's actual load failure are different problems." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The output is mostly careful, but it overreaches on the remote-code pair. Issue 45020 and issue 46661 are clearly related at a high level, yet the packet does not establish they are the same bug or that 45020 cleanly subsumes 46661; one is a broad remote_code regression and the other is a specific config_class AttributeError. That makes the accepted soft-edge verdict and the canonical_issue_reason a bit too strong. The rest of the duplicate calls look conservative, but this one relation should be downgraded to related, not duplicated/subsumed." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are plausibly true duplicates from the titles/descriptions provided, and the rejected pairs are appropriately qualified rather than overstated. The canonical choice for the docs regression is also reasonable based on the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1879,7 +1855,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:36010", "issue:38175", @@ -1952,8 +1928,8 @@ "issue:44560|issue:45685", "issue:43550|issue:44910", "issue:36010|issue:42915", - "issue:44560|issue:44918", "issue:44683|issue:46515", + "issue:44560|issue:44918", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", @@ -1967,14 +1943,14 @@ "issue:43632|issue:45834", "issue:44661|issue:44805" ], - "prepared_review_unit_hash": "06215ab2a561acbad23594b9fa14907de2524e14f3a0f98bff429c939d640d1a", + "prepared_review_unit_hash": "437c1f71b6eda36ded3c8f4c1b470c4bf3a9c17ae7134715f6219e791ed8519e", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, @@ -1989,228 +1965,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, but there are three clear duplicate pairs: Transformers 5.0 custom model initialization (43645/43646), siglip2-base-patch16-224 incorrect outputs (38175/43994), and Gemma4 4-bit multimodal dtype-cast failures (45672/46899). The remaining pairs share broad subsystems or model families but look like distinct bugs.", - "confidence": 0.77, - "canonical_issue_reason": "43646 is the broadest clean duplicate candidate in the set: it captures the generic Transformers 5.0 custom model initialization regression, while 43645 is just the notebook-specific variant.", + "summary": "Most items are unrelated model- or backend-specific issues. The strongest duplicate pairs are the Transformers 5 custom-model init regression, the siglip2-base-patch16-224 bad-output regression, and the Gemma4 4-bit multimodal dtype-cast regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broader, cleaner report of the Transformers 5.0 custom model initialization regression; issue:43645 reads like a notebook-specific manifestation of the same breakage.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best representative issue title here because it is the most general, high-signal report among the true duplicates; the other accepted duplicate pairs are separate subclusters.", + "best_issue_reason": "issue:45812 is the strongest standalone issue here: it is a clear, high-impact regression affecting all Granite models, with a precise symptom and broad user value.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Same broad area (model loading), but different models and failures: Qwen3.5 PagedAttentionCache vs NemotronH checkpoint loading." + "reason": "Different bugs: Qwen3.5 PagedAttentionCache group-type failure versus NemotronH checkpoint-loading failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are load failures, but for different architectures and different root symptoms; not the same bug." + "reason": "Both are loading problems, but they affect different model families and different code paths." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different problems: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "Unrelated: GGUF gpt-oss architecture support versus a Phi-tiny-MoE dtype mismatch under autocast." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both involve Qwen-ish/MoE contexts, but one is GGUF architecture support and the other is a sliding_window bug; distinct code paths." + "reason": "Different Qwen/GGUF issues; one is architecture support, the other is a sliding_window bug." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Same exception class is not enough here; one is a Deepspeed ZeRO3 BertModel IndexError, the other is a torch 2.4.1 incompatibility report." + "reason": "Different failures: Deepspeed ZeRO3/BertModel index error versus a torch-version incompatibility." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both mention rotary/position-related internals, but one is Qwen2.5-VL temporal scaling and the other is Qwen3_5Moe inv_freq materialization; different defects." + "reason": "Both involve rotary/position embeddings, but the model families and concrete bugs are different." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different configuration issues." + "reason": "Both are load failures, but for different tokenizer/model cases and different failure modes." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different bugs: GGUF gpt-oss support vs Float8 storage lookup failure." + "reason": "No shared underlying code path; one is GGUF architecture support, the other is a float8 storage loading error." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription handling are unrelated." + "reason": "Different audio/ASR bugs with different triggers and symptoms." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A Bert/ZeRO3 IndexError and a torch version incompatibility are not the same underlying bug." + "reason": "Different causes and contexts: ZeRO3 training with non-pretrained Bert versus a general torch compatibility issue." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4, but one is FSDP2 shared_kv_states logic and the other is device_map='auto' device mismatch; different failures." + "reason": "Same model family, but one is an FSDP2 shared_kv_states training bug and the other is a device_map forward mismatch." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 config failure and meta-device loading regressions are separate issues." + "reason": "Distinct problems: Qwen3Moe fine-grained FP8 failure versus meta-device materialization issues." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing Qwen2_5_VLForConditionalGeneration and meta-device loading failures are unrelated." + "reason": "Different bugs: missing class import versus meta-device loading breakage." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model families and different symptoms: Mistral-3 preprocessing dtype mismatch vs Qwen3-vl-embedding StopIteration." + "reason": "Unrelated model-path failures: Mistral-3 image preprocessor dtype mismatch versus Qwen3-vl embedding StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are distinct bugs." + "reason": "Different regressions: non-persistent buffer corruption versus Kosmos2.5 long-input indexing." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is just the notebook-specific manifestation." + "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is the notebook-specific form of 43646's broader report." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + "reason": "Different issue domains: 3d_parallel.py runtime failure versus GGUF gpt-oss support." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache internals, but one is Qwen3.5 flash-attention 3D position_ids handling and the other is static-cache slice arithmetic on non-CUDA backends." + "reason": "Both are attention/cache bugs, but they hit different mechanisms and model paths." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl-embedding StopIteration and MPS histogram_mps on Int in moe are different bugs." + "reason": "Different subsystems: Qwen3-vl video StopIteration versus an MPS histogram op not implemented for Int." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both are attention-related, but Bamba SDPA+torch.compile and Qwen3.5 3D position_ids/flash-attention are different code paths." + "reason": "Different attention failures on different models and different execution modes." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Unrelated: an import path regression versus a Qwen3Moe FP8 runtime failure." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Both are Qwen3.5-related, but one is video StopIteration and the other is TRL SFT embedding unpacking; not the same bug." + "reason": "Both mention torch versions, but they are distinct compatibility bugs with different affected code paths." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and a generic torch 2.4.1 incompatibility report are too broad and not the same failure." + "reason": "Different Qwen3.5-related bugs: video embedding StopIteration versus SFT unpacking failure." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization logic." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different causes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device placement bug and a generic torch incompatibility report are not the same underlying problem." + "reason": "Distinct problems: Gemma4 device placement mismatch versus a torch compatibility issue." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping add-new-model-like failure and Gemma4 PLE device mismatch are unrelated." + "reason": "Different failures in unrelated areas: tokenizer mapping validation versus Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and likely different code paths: Qwen3-vl video StopIteration vs a generic mask/tensor shape IndexError." + "reason": "Different indexing/masking bugs with no clear shared code path." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same model and same symptom family for siglip2-base-patch16-224; 43994 is the broader rephrasing of the incorrect-output regression." + "reason": "Same underlying siglip2-base-patch16-224 regression producing incorrect outputs; one reports zero probabilities and the other nonsensical AutoModel/pipeline results." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config validation issues, but for different models and different validation changes." + "reason": "Both are config-validation failures, but they involve different model configs and likely different fixes." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal quantization bug: unsafe dtype casting in audio/vision embedders." + "reason": "Same Gemma4 4-bit multimodal quantization bug: 45672 shows the audio-module torch.finfo() failure, while 46899 describes the broader unsafe dtype cast in multimodal embedders." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Bert/ZeRO3 IndexError and tokenizer-mapping add-new-model-like failure are unrelated." + "reason": "Different breakages: ZeRO3 Bert initialization index error versus add-new-model-like tokenizer mapping logic." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Deepspeed ZeRO3 BertModel IndexError and tokenizer-mapping failure are different bugs." + "reason": "No shared underlying bug; one is Deepspeed/Bert zero-sized state, the other is tokenizer mapping behavior." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA incompatibility and BitNet packed-weights loading are separate regressions." + "reason": "Different model/backend issues: Qwen3Moe LoRA compatibility versus BitNet packed-weight loading." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag breakage and Kosmos2.5 OCR index error are unrelated." + "reason": "Different regressions: _is_hf_initialized flag handling versus Kosmos2.5 OCR long-input indexing." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping bug and generic mask shape IndexError are not the same underlying issue." + "reason": "Unrelated: tokenizer-mapping validation versus a mask/tensor shape mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The three accepted duplicate pairs are plausible from the issue titles, and the rejected pairs are generally justified as different models, symptoms, or code paths. The canonical/best-issue choice is also reasonable given the broadest of the duplicate titles." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The accepted duplicate pairs are plausibly same-root-cause from their titles (43645/43646, 38175/43994, 45672/46899), while the rest are reasonably rejected as different bugs or code paths. No PR-mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -2229,7 +2205,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:38175", "issue:39692", @@ -2312,226 +2288,220 @@ "issue:44402|issue:44488", "issue:39692|issue:44960" ], - "prepared_review_unit_hash": "944f74cca3a2c203dc260b534a54a89d0edf05b64238c057854c0843bfd04fbe", + "prepared_review_unit_hash": "414e6e69e3ec61aba7c8bb3e0cb0d45f18776974b1bd400e89fadb79d0908aa6", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36354, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "serialized_chars": 36349, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 }, "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, with two clear duplicate mini-clusters: the Transformers 5.x non-persistent-buffer regression and the Gemma4 resize_token_embeddings bug.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43644 is the clearest representative of a true duplicate pair (with issue:44534) and has the broadest, most central description of the non-persistent-buffer regression.", + "summary": "This cluster is not a single duplicate thread; it contains several separate bug families. The only clear mergeable duplicates are the non-persistent-buffer regression pair and the resize_token_embeddings regression pair.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set: the items split into unrelated topics (SigLIP2, Qwen3/MoE, tokenizer loading, flash-attn crashes, resize_token_embeddings, etc.), so canonicalization should be done per subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest overall issue candidate because it describes a concrete, repeatable Transformers 5.0.0 regression and is the best canonical anchor for one of the only clearly duplicated problems in the set.", + "best_issue_reason": "issue:45292 is the best representative of one real duplicate family: it states the resize_token_embeddings regression in the most general form, and the Gemma4/T5Gemma variants look like narrower manifestations of the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different failures: device_map/offload load error vs Strix Halo mmap OOM." + "reason": "Different problems: dequantized model offload failure vs Strix Halo mmap/OOM mitigation." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "One is wrong SigLIP2 probabilities; the other is a doc example/model-processor mismatch with quantization failure." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is docs/model-processor mismatch plus quantization failure; not the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying Transformers 5.x regression: non-persistent buffers being filled with junk." + "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 problems and code paths: CUDA assert with auto device mapping vs FineGrainedFP8Config failure." + "reason": "Different Qwen3 issues: CUDA assert on auto device mapping vs FineGrainedFP8Config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 config failure and Strix Halo mmap OOM are unrelated." + "reason": "Unrelated failures in different subsystems; no shared underlying bug." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/hf4.x compatibility issue vs Gemma4 resize_token_embeddings behavior; not the same bug." + "reason": "Different model families and symptoms; one is LoRA compatibility across branches, the other is resize_token_embeddings not updating outputs." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 issue and Qwen3.5 flash-attention generation bug are unrelated." + "reason": "Different models and failures; GLM5 issue vs Qwen3.5 flash-attn generation crash." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different models/repos with no concrete shared root cause shown." + "reason": "Both are load regressions, but the titles point to different models and likely separate model-specific breakages." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading failure vs missing linear_attn entries in Qwen3.5 TP plan." + "reason": "Different models and root causes: NemotronH checkpoint loading vs Qwen3.5 TP plan missing entries." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Related theme of dtype handling, but one is ignored dtype on loading composite checkpoints and the other is stale config.dtype after from_config." + "reason": "Related dtype theme, but one is ignored dtype during checkpoint loading and the other is stale config.dtype after from_config; not the same defect." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different bugs: ZeRO-3 weight loading for Qwen3.5 vs incorrect visual encoder keys in save_pretrained." + "reason": "Different bugs: ZeRO-3 language_model weight loading vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid vs broken official Nemotron example; different concrete failures." + "reason": "Unrelated model/example failures; no evidence of the same code-path." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both mention Transformers 5.x behavior, but one is buffer corruption and the other is Jupyter custom-model initialization; not the same bug." + "reason": "One is a buffer initialization regression; the other is a Jupyter custom-model initialization issue." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Docs-example errors vs nonsensical SigLIP2 outputs; different issues." + "reason": "Both touch SigLIP2, but one is a docs example/quantization issue and the other is nonsensical outputs with AutoModel/pipeline; too different to merge." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed conversion issue vs GLM-4.7-Flash unit-test loading failure." + "reason": "Different model-loading failures with no clear shared code-path." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model regressions: sleng-bert loading failure vs est-roberta tokenizer loading failure." + "reason": "Both are tokenizer/model loading regressions, but on different models and with different symptoms; not confidently the same bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training-memory inefficiency vs quantization offload not working; distinct symptoms and fixes." + "reason": "Both mention memory/offload, but one is Qwen3 MoE training memory usage and the other is quantization offloading behavior." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x incompatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Different issue class: LoRA branch incompatibility vs a generic resize_token_embeddings regression." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7-Flash load failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." + "reason": "Different model-specific loading failures with distinct symptoms." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different memory issues: Qwen3 MoE training inefficiency vs int4 quantization reserved-memory OOM." + "reason": "Both are memory-related, but one is MoE training memory usage and the other is int4 quantization reserved-memory/OOM." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "hf4.x LoRA incompatibility vs t5gemma resize_token_embeddings bug; unrelated." + "reason": "Different root causes and model families; not the same bug." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps calculation bug vs SGD args being ignored." + "reason": "Trainer checkpoint-resume math bug vs optimizer arguments not being used." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 issue vs quantized model broken after save/from_pretrained; unrelated." + "reason": "Different model families and failure modes; no shared underlying change." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "extra_state save/load bug vs init_empty_weights unexpected argument; different code paths." + "reason": "Both involve loading/saving, but extra_state handling and init_empty_weights/_is_hf_initialized are separate defects." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both are double-shift reports, but they are on different model families with no evidence of the same underlying implementation bug." + "reason": "Same high-level pattern, but model-specific training-loss bugs on different implementations; too risky to merge as one duplicate." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Both involve resize_token_embeddings, but they are architecture-specific failures in different model families and not clearly the same bug." + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: the resized embeddings do not propagate to the model's output/input embedding paths." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer pre-tokenizer override regression vs Granite token-id regression; different concrete problems." - }, - { - "left": "issue:45362", - "right": "issue:45406", - "accept": false, - "reason": "Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer; unrelated." + "reason": "Different tokenizer regressions affecting different model families; not the same concrete bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-attention illegal memory access from 3D position_ids vs AttributeError on s_aux=None; different failures." + "reason": "Both crash in flash_attention code, but with different triggers and root causes (3D position_ids packing vs s_aux=None)." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Vocabulary-size mismatch issue vs model loading failure; not the same bug." + "reason": "Tokenizer vocab-size mismatch vs model-loading failure; unrelated issues." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc-example problems vs GLM5 issue; unrelated." + "reason": "Unrelated model families and bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (43644/44534) is well-supported by the titles. The other soft-edge rejections stay conservative and do not overclaim duplicates." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft-edge pairs are well supported by the titles, and the rejected pairs avoid overclaiming shared root causes across superficially similar issues. No mergeability overstatement detected." }, "evaluator_used": true, "retried": false, @@ -2550,7 +2520,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:36010", "issue:39404", @@ -2627,26 +2597,26 @@ "issue:45684|issue:45698", "issue:43854|issue:45216", "issue:45292|issue:45335", - "issue:42175|issue:43957", "issue:43645|issue:44164", + "issue:42175|issue:43957", "issue:44589|issue:44756", "issue:44402|issue:44451", "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "46ef3d17bb21793cb5979d1bcfb29156eacf47d87dc025a1d329029c560ee101", + "prepared_review_unit_hash": "2ffd89425e8fd53d7a82c5cdecf3f5d5cf6f7575795308d72b4e3803bc7dbfce", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36537, + "serialized_chars": 36538, "estimated_input_tokens": 9135, "estimated_eval_tokens": 18526 }, @@ -2655,174 +2625,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are superficial similarity matches across unrelated Transformers regressions. The only clear duplicate-like cluster is the resize_token_embeddings issue family around output/decoder embeddings.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the underlying resize_token_embeddings bug in the most general form, and it matches the other closest reports as a shared code-path failure.", + "summary": "Mostly unrelated issue reports spanning loading, quantization, checkpointing, and model-specific regressions. The only clear duplicate family is the resize_token_embeddings/output_embeddings reports, which appear to describe the same underlying bug across model variants.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45292 is the cleanest representative of the resize_token_embeddings family: it states the general failure to update output embeddings, while the nearby variants add model-specific symptoms to the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest representative of the cluster: concise, general, and directly aligned with the duplicate-like resize_token_embeddings reports.", + "best_issue_reason": "issue:45292 is the best overall issue candidate because it is the broad, model-agnostic wording of the shared embedding-resize regression and best captures the cluster's one genuine duplicate thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading are different failure modes and different fixes." + "reason": "Different failures: Torch 2.10 compatibility versus meta-device loading regression." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo batched inference leakage are unrelated bugs." + "reason": "Both are model bugs, but one is Qwen3 auto device mapping CUDA assert and the other is AudioFlamingo batch leakage." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are distinct loading issues." + "reason": "init_empty_weights argument mismatch is unrelated to mmap-induced OOM." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and AutoModelForCausalLM text_config unwrapping are different code paths." + "reason": "Different code paths: Gemma4 FSDP shared_kv_states rebuild versus Qwen multimodal config text_config unwrapping." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both concern lm_head tying, but for different models and different concrete implementations." + "reason": "Both mention lm_head tying, but the affected models and failure modes differ enough to treat as separate bugs." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA and an Apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading behavior and int4 reserved-memory OOM are not the same bug." + "reason": "Both involve memory pressure, but one is offloading with quantization and the other is int4 reserved-memory growth." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment and VideoPrism output field wiring are separate issues." + "reason": "ModelOutput key assignment bug is not the same as VideoPrism returning the wrong hidden_states tensor." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention state rebuild and Qwen3_5Moe CPU offload incompatibility do not share the same root cause." + "reason": "Different models and mechanisms: FSDP key error versus CPU-offload incompatibility in Qwen3_5Moe rotary embedding." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Qwen-3-8B-NVFP4 loading and git-oss-20b MXFP4 fallback are different model/quantization regressions." + "reason": "Unexpected _is_hf_initialized argument and MXFP4 fallback are separate loading regressions." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "GenerationMixin import failure and Whisper return_language pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is eval-mode prohibition." + "reason": "Both concern gradient checkpointing, but one is ineffective training behavior and the other is eval-mode incompatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batched inference leakage is unrelated to Gemma4 device-map mismatch." + "reason": "AudioFlamingo token leakage and Gemma4 device-mismatch forward errors are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading and Strix Halo mmap OOM are different loading problems." + "reason": "Meta-device model loading and Strix Halo mmap OOM have different root causes." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization memory growth and Strix Halo mmap OOM are not the same underlying issue." + "reason": "Both mention OOM, but the underlying bugs differ: int4 reserved memory growth versus mmap on Strix Halo." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 attention bug are unrelated." + "reason": "SwitchTransformers sparse-layer configuration and Gemma4 shared_kv_states reconstruction are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and broken official Nemotron example are too different to merge." + "reason": "NemotronH checkpoint loading and the official Nemotron example being broken are related by model name only." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both describe the same resize_token_embeddings failure: embeddings are not updated properly after resizing." + "reason": "Same resize_token_embeddings regression: both report embeddings not being updated after resize, with 45276 adding Gemma4-specific symptom detail." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Qwen video-input regression and granite_speech strict-config loading are unrelated." + "reason": "Video input regression for Qwen VL models is unrelated to strict-config loading of granite_speech." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing and RLHF NaN from 3D position_ids/SDPA fallback are distinct problems." + "reason": "Checkpointing in eval mode is a distinct issue from Qwen3.5 RLHF gradient explosion due to 3D position_ids and SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load handling and Strix Halo mmap OOM do not share a root cause." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling and continue_final_message behavior are different tokenizer bugs." + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer regressions." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 shared_kv_states rebuild are separate code paths." + "reason": "Flash attention sink-less crash and Gemma4 FSDP shared_kv_states rebuild are not the same bug." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Permissions propagation on saved custom-model files and wrong module loading after save_pretrained are different issues." + "reason": "Read-only permission propagation during save_pretrained is separate from loading the wrong custom module." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 save_pretrained regression are unrelated model-specific failures." + "reason": "Unit-test model loading failure for GLM-4.7-Flash is not the same as Qwen3.5 save_pretrained regression." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both report resize_token_embeddings failing to update downstream embeddings, just on different model components." + "reason": "Same resize_token_embeddings family: both say resized embeddings are not propagated to the relevant output/decoder embeddings." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization regression is unrelated to extra_state save/load handling." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Missing tensorflow in a pip extra and meta-device loading failures are unrelated packaging vs runtime issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap OOM." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are different model/tokenizer issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and max_steps miscalculation on resume_from_checkpoint are separate Trainer regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The rejected pairs are conservative and the two accepted resize_token_embeddings pairs are plausibly mergeable into one bugfix family. The canonical choice of issue:45292 is defensible as the more general representative of that cluster." + "feedback": "The summary is grounded in the packet: nearly all pairs are clearly unrelated by title, and the resize_token_embeddings trio is the only well-supported duplicate family. The accepted soft-edge pairs are conservative enough given the shared regression wording and model-specific variants." }, "evaluator_used": true, "retried": false, @@ -2841,7 +2841,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:36032", "issue:39404", @@ -2910,10 +2910,10 @@ "issue:43901|issue:44509", "issue:43994|issue:44079", "issue:43906|issue:44530", - "issue:46050|issue:46326", - "issue:36032|issue:43452", "issue:44265|issue:44898", "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:36032|issue:43452", "issue:43906|issue:46326", "issue:39404|issue:44912", "issue:44671|issue:44991", @@ -2926,20 +2926,20 @@ "issue:43596|issue:44683", "issue:43632|issue:47050" ], - "prepared_review_unit_hash": "6bfc9e624cf0d5efc2b5e7698263d872cf4fc3a26ce5344e04f9dfee4a606652", + "prepared_review_unit_hash": "5cfb94394eea88a6a40a269a9afb6b148716c0716f2a2162a53d7b695ab8a4b5", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37509, + "serialized_chars": 37510, "estimated_input_tokens": 9378, "estimated_eval_tokens": 19012 }, @@ -2948,204 +2948,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose topical cluster, not a true duplicate set: the issues span tokenizer regressions, model-loading failures, multimodal bugs, torch/runtime incompatibilities, and docs problems. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45701 is the broadest umbrella item here and the closest representative for the tokenizer-regression slice, though the overall cluster is too heterogeneous to treat as one duplicate thread.", + "summary": "This cluster is mostly heterogeneous Transformers regression/issues. The soft pairs share broad themes like loading, dtype, or tokenizer regressions, but they do not look like the same underlying bug or change, so I rejected all soft merges.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical duplicate stands out. If a representative issue is needed, issue:43425 is the broadest compatibility regression report, but the cluster is too heterogeneous to treat it as a real canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "45701 is the safest global anchor because it is generic enough to cover the tokenizer-related reports better than the narrower model- or backend-specific failures.", + "best_issue_reason": "Issue:43425 is the closest thing to a cluster anchor because it is a broad version-compatibility failure, but it is still not a good duplicate target for the rest of these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Same high-level loss-shift symptom, but different model families and no evidence of the same code path." + "reason": "Same broad symptom class (training-loss shift), but they affect different models and likely different code paths." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Both mention torch-related breakage, but one is a version compatibility issue and the other is a dtype mismatch in a specific model." + "reason": "One is torch version incompatibility, the other is an autocast dtype mismatch in a specific model; not the same bug." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in token conversion vs an encode/decode spacing regression; different bugs." + "reason": "Tokenizer performance regression vs encode/decode space-stripping bug; unrelated failure modes." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Tokenizer wrong IDs vs slow conversion; these are distinct failure modes." + "reason": "Granite token ID regression and slow convert_tokens_to_ids are different tokenizer problems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language breakage is not the same as a broad tokenization change report." + "reason": "Whisper pipeline return_language breakage is unrelated to the generic tokenization-change report." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different subsystems and different error modes; no same concrete bug path." + "reason": "Different runtime errors in different subsystems; no shared concrete code path." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 loading regressions, but they affect different mechanisms: base_model_prefix handling vs Jupyter custom-model initialization." + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is Jupyter/custom model initialization." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch incompatibility and YOLO device-map failure are unrelated concrete problems." + "reason": "Torch compatibility vs multi-GPU device_map failure are distinct issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "flex_attention compilation failure is unrelated to Gemma4 device-mapping mismatch." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Pipeline whisper behavior and from_pretrained-in-class inconsistency are different issues." + "reason": "Different from_pretrained/pipeline behavior regressions with different triggers and symptoms." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic torch 2.10 incompatibility does not match a Mistral dtype mismatch in multimodal preprocessing." + "reason": "Generic torch incompatibility vs Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Same broad torch/device area, but not the same bug or code path." + "reason": "Torch compatibility report and Gemma4 device mismatch are not the same underlying bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are input-shape regressions, but one is a specific v5.3 video-input regression and the other is a generic mask index error." + "reason": "Both are multimodal regressions, but the concrete errors and affected code paths differ." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Storage lookup failure and template-node compilation failure are unrelated runtime errors." + "reason": "Missing Float8 storage and template-node compilation are unrelated errors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs/task-name related, but they cover different APIs and different mismatches." + "reason": "Both involve docs, but they refer to different pipeline/task documentation changes." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical outputs from a specific model vs ModelOutput key assignment behavior; not the same bug." + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are distinct bugs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of one issue is not the same as a cache crash in a different model family." + "reason": "An isolated reproduction of another issue is not the same as a PagedAttentionCache crash." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Quantization save/load breakage and mistral_common continue_final_message are unrelated." + "reason": "torch.export/exportability and Perceiver interpolation failure are different model/export problems." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Tokenizer method-name conflict vs gguf_file loading regression; different code paths." + "reason": "save/from_pretrained extra_state handling and composite config unwrapping are separate loading issues." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "torch.export/exportable-check failure is not the same as Perceiver interpolation failure." + "reason": "Quantization save/load regression and mistral_common continue_final_message behavior do not match." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "extra_state save/load handling is unrelated to composite Qwen text_config unwrapping." + "reason": "Tokenizer init conflict and gguf_file loading breakage are different loader bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Isolated reproduction of one bug is not the same as the continue_final_message tokenizer regression." + "reason": "These are unrelated issues; one is a reproduction report, the other is a tokenizer-specific chat formatting bug." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language and MXFP4 quantization fallback are different regressions." + "reason": "Whisper return_language pipeline breakage and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM predictions and tokenizer load failure for est-roberta are different failure modes." + "reason": "CamemBERT masked-LM regression and est-roberta tokenizer loading failure are different issues." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading issues, but they target different tokenizers and different fixes." + "reason": "Both involve tokenizers, but one is tokenizer loading for a model and the other is a Mistral regex patch crash." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both involve Gemma4, but one is a device-mapping mismatch and the other is a 4-bit dtype cast bug in multimodal embedders." + "reason": "Gemma4 device-map mismatch and Gemma4 4-bit dtype cast bug are separate multimodal problems." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Degenerate zero-loss classification bug and training-loss double-shift are not the same issue." + "reason": "Zero-loss classification bug and training-loss double-shift are not the same underlying error." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Memory-usage issue in Qwen3 MoE training and mmap OOM workaround are unrelated." + "reason": "Memory inefficiency in Qwen3 MoE training and mmap OOM avoidance are unrelated memory issues." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load failure is unrelated to a TimesFM window_size AttributeError." + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a dev0 breakage and the other is a specific weight-shape mismatch; not enough evidence of one bug." + "reason": "Both touch Qwen3-VL loading, but one is a version regression and the other is a weight-shape mismatch; not the same bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3 BertModel failure and compiled flex_attention failure are unrelated." + "reason": "DeepSpeed ZeRO3/BertModel indexing failure and compiled flex_attention on newer torch are unrelated." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "_is_hf_initialized regression and ONNX fp16 attention dtype mismatch are different code paths and symptoms." + "reason": "_is_hf_initialized flag regression and Canine fp16 ONNX dtype mismatch are different problems." } ] }, @@ -3167,7 +3167,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:34567", "issue:36032", @@ -3219,12 +3219,12 @@ "issue:46897" ], "soft_pairs": [ - "issue:44488|issue:44987", "issue:45479|issue:46897", + "issue:44488|issue:44987", "issue:44488|issue:45081", "issue:43611|issue:43644", - "issue:42796|issue:43404", "issue:36032|issue:42915", + "issue:42796|issue:43404", "issue:44462|issue:46489", "issue:46285|issue:46402", "issue:43716|issue:45084", @@ -3238,11 +3238,11 @@ "issue:40990|issue:43421", "issue:34567|issue:40444", "issue:43644|issue:43646", - "issue:40444|issue:46326", "issue:42175|issue:46178", + "issue:40444|issue:46326", "issue:43582|issue:43632", - "issue:44206|issue:44220", "issue:36032|issue:43645", + "issue:44206|issue:44220", "issue:44811|issue:45584", "issue:43452|issue:43482", "issue:44987|issue:44991", @@ -3250,221 +3250,218 @@ "issue:43317|issue:43482", "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "78cce39e36aaaf8b9e1c1bd9891b591293cade8e7896d49901055a5da526bfa1", + "prepared_review_unit_hash": "794afbe6cd0a7daaf396bc2cde419b7d0a045d35fe67c7b16ab050190d0f5d72", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36754, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely unrelated regression reports across tokenizer loading, model initialization, Whisper, multimodal, and backend/offload behavior. None of the soft pairs look like the same underlying bug/change closely enough to merge.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44462 is the broadest and most representative tokenizer-loading regression in this set; several nearby reports are also about AutoTokenizer/model loading behavior, but none are true duplicates of one another.", + "summary": "Mostly unrelated issues; the only clear duplicate-like pair in this packet is the GGUF/from_pretrained loading regression. I would not merge the custom-model-init titles into that family, and the other soft similarities look too shallow for dedupe.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43452 is the best canonical anchor because it describes the broad, generic GGUF/from_pretrained loading regression, while 43482 reads like a model-specific instance of that same failure path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the best single issue to anchor the cluster because it describes a general loading-path regression with broad user impact and fits the largest subset of nearby tokenizer-related reports.", + "best_issue_reason": "43452 is the strongest global issue candidate because it is the most general report of the clearest shared bug in the packet, making it the best representative for deduping that small family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Both are tokenizer/model-loading failures, but they appear to be different regressions on different models and code paths, not the same bug." + "reason": "Similar loss-shift wording, but the titles point to different models and training setups; not enough to call the same bug." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Both mention a training-loss pathology, but the models and bug pattern are different enough that this is not clearly the same underlying defect." + "reason": "Both are loading failures, but they look like separate model/tokenizer regressions rather than one concrete shared code-path bug." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "One is a model-loading failure, the other is a Mistral tokenizer regex/backend_tokenizer crash; different root causes." + "reason": "Generic tokenizer load failure vs a specific Mistral regex-patching crash; different failure modes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; not the same code-path bug." + "reason": "Different Transformers v5 regressions: base_model_prefix loading vs non-persistent buffer initialization." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated." + "reason": "Tokenizer method-name conflict and FineGrainedFP8Config failure are unrelated bugs." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Tokenizer method-name conflict and FP8 config failure are unrelated issues." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are separate code paths." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer behavior, but one is AutoTokenizer ignoring tokenizer.json while the other is a specific DeepSeek-Coder v1 output regression; not enough evidence of the same defect." + "reason": "Generic tokenizer.json precedence bug vs a DeepSeek-specific tokenizer output regression." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text-encoder weight loading are different model-specific regressions." + "reason": "Inconsistent CLIP model structure and Sam3 text-encoder weight loading are different issues." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch and a template-node compilation error are unrelated." + "reason": "Image preprocessor dtype mismatch is unrelated to a template-node compilation error." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return behavior and CamemBERT masked-LM predictions are unrelated." + "reason": "Whisper pipeline language output and CamemBERT masked-LM predictions are unrelated failures." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping registration and compiled flex_attention failure are unrelated." + "reason": "Tokenizer mapping lookup failure and flex_attention compilation on newer torch are different subsystems." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from trust_remote_code config loading and PagedAttentionCache group-type crash are unrelated." + "reason": "trust_remote_code field loss and PagedAttentionCache linear_attention failure are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different model families and different failure modes; not the same bug." + "reason": "FP8 config handling and cache group-type handling do not look like the same bug." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading problems, but they affect different repositories/models and appear to stem from different causes." + "reason": "Both involve loading, but they point to different repositories and different root causes." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped_mm torch dynamo tracing failure and template-node compilation failure are unrelated." + "reason": "Torch Dynamo grouped_mm tracing and template compilation failures are distinct runtime errors." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU placement bug and Qwen3_5Moe CPU-offload incompatibility are separate device-placement regressions." + "reason": "Both mention device/offload behavior, but the models and failing paths differ." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor update bug are unrelated." + "reason": "Perplexity regression and runtime post-processor update bug are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token counting and Qwen2.5-VL iterable-dataset multi-image failure are different training issues." + "reason": "Trainer token accounting and multimodal iterable-dataset failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer corruption and custom model initialization breakage are related to v5 initialization, but not the same concrete bug." - }, - { - "left": "issue:40444", - "right": "issue:46326", - "accept": false, - "reason": "Iterable-dataset multimodal training failure and mistral_common continue_final_message behavior are unrelated." + "reason": "Non-persistent buffers filled with junk and custom model initialization are different symptoms; the packet only supports a loose Transformers 5 similarity, not a same-bug duplicate." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Different backend/package-installation issues; not the same problem." + "reason": "Backend packaging/dependency issue vs backend mapping validation error are distinct." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + "reason": "Different model/pipeline problems with no clear shared code path." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Both are audio-feature related, but one is a regression from an unsupported argument and the other is an internal feature-extraction issue; not clearly the same bug." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict and notebook custom-model initialization breakage are different issues." + "reason": "Tokenizer method conflict and custom model initialization in notebooks are unrelated." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Both involve Whisper token decoding/generation, but one is skip_special_tokens handling and the other is empty-transcription failure after align_special_tokens; different code paths." + "reason": "Both are in audio feature extraction, but one is a specific unsupported-arg crash and the other is a lower-level function complaint; not enough to prove the same bug." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "gguf_file loading breakage and Qwen2.5-GGUF v5 loading failure are related to GGUF loading broadly, but not clearly the same underlying bug." + "accept": true, + "reason": "This looks like the same GGUF loading regression: 43452 is the generic from_pretrained/gguf_file failure, and 43482 is the model-specific Qwen2.5-GGUF instance of it." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions, but they involve different models and likely different tokenizer/config paths." + "reason": "Separate model/tokenizer loading regressions affecting different repositories." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are different failures." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized offload loading failure and Qwen2.5-GGUF loading failure are different loading paths with different failure modes." + "reason": "GPU+CPU offload dequantization failure is unrelated to GGUF loading regression." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message behavior are unrelated." + "reason": "PEFT local-checkpoint loading and continue_final_message behavior are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "I wouldn\u2019t accept this as written because one soft-edge acceptance is too strong for the evidence in the packet: 43644 \u2194 43646. The packet only shows titles, and 43644 is about non-persistent buffers being filled with junk, while 43646 is about custom model initialization. That supports a possible relation within Transformers 5 regressions, but not a confident claim that 43644 is a narrower manifestation of 43646. The rest of the verdicts look conservative, but the canonical/best-issue reasoning also leans a bit too hard on that same unsupported grouping." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3479,7 +3476,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28530", "issue:34567", @@ -3534,8 +3531,8 @@ "issue:43208|issue:47013", "issue:44403|issue:45081", "issue:43792|issue:46869", - "issue:42915|issue:45084", "issue:43646|issue:44534", + "issue:42915|issue:45084", "issue:43645|issue:46661", "issue:44849|issue:45325", "issue:43377|issue:43819", @@ -3543,37 +3540,37 @@ "issue:44987|issue:45081", "issue:43404|issue:44466", "issue:28530|issue:34567", - "issue:42915|issue:44291", "issue:43994|issue:44610", - "issue:44451|issue:45081", + "issue:42915|issue:44291", "issue:36032|issue:43742", + "issue:44451|issue:45081", "issue:44464|issue:45987", "issue:44062|issue:44987", "issue:44008|issue:46899", "issue:42915|issue:44589", "issue:44265|issue:44610", "issue:43322|issue:43540", - "issue:43531|issue:44877", "issue:43632|issue:46821", + "issue:43531|issue:44877", "issue:44479|issue:45325", "issue:36032|issue:41720", "issue:43089|issue:45987", "issue:43425|issue:44403" ], - "prepared_review_unit_hash": "daf8efb16e0f7326b6151e4b6172c2a037eb6ae81bcb16ebec6e5cc3252b9850", + "prepared_review_unit_hash": "dd0b76cf195b8568655d5e24e0ee56ead08a942e2ad1d887812502a38830d021", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35953, + "serialized_chars": 35955, "estimated_input_tokens": 8989, "estimated_eval_tokens": 18234 }, @@ -3582,186 +3579,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not one duplicate cluster; it\u2019s a heterogeneous collection of unrelated issues, with all soft-pair candidates looking like false positives on title-level evidence alone.", - "confidence": 0.86, - "canonical_issue_reason": "No single issue is a safe canonical representative because the items span many unrelated bugs and regressions across different subsystems and models.", + "summary": "This cluster is a loose collection of mostly unrelated bug reports, with only superficial similarity around Transformers v5, multimodal models, or loading failures. I do not see any true duplicate pair worth merging, so I\u2019d keep them separate and use a broad framework-regression issue as the representative item.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43632 is the broadest framework-level regression in the set and most representative of the v5 initialization/load-breaking theme that recurs across several other issues.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate stands out globally; the set does not share one underlying defect, so picking a single issue would be misleading.", + "best_issue_reason": "issue:43632 has the widest apparent blast radius and is the most plausible umbrella representative for this mixed cluster of v5-related breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is a chat-template sampling-rate default and the other is a batching/padding-mask encoder discrepancy; different bugs." + "reason": "Both are audio-related, but one is about chat-template sampling-rate defaults and the other about batched-vs-single encoder output mismatch from padding masks; different bugs and fixes." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Same xLSTM area, but 43208 is a bundle of three training blockers while 47013 is a specific return_last_states unpacking crash." + "reason": "Same xLSTM area, but the reported failures differ: one is about multiple training bugs for sub-7B models, the other is a specific unpacking crash when return_last_states=False." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Both concern loading/tokenizer setup, but one is noisy logs and the other is a Mistral regex patch crash; different failure modes." + "reason": "These are unrelated loading problems: generic loading noise versus a tokenizer regex patch crash." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Completely different models and symptoms: Whisper cannot run versus YOLO multi-GPU auto device-map failure." + "reason": "Different model families and different failure modes; whisper runtime failure is not the same as YOLO multi-GPU device-map failure." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Different root causes and code paths: Qwen3Moe FP8 failure versus a Jinja/template compilation TypeError." + "reason": "Both mention Transformers v5, but one is custom model initialization in notebooks and the other is non-persistent buffers being filled with junk; separate regressions." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization; not the same bug." + "reason": "A quantization config failure for Qwen3Moe is unrelated to a template-node compilation TypeError." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Related to custom/remote-code models, but the notebook initialization break and the missing config_class error are distinct problems." + "reason": "Both involve custom/remote-code model loading, but one is notebook reinitialization behavior and the other is missing config_class on a remote model class; not the same bug." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen multimodal regressions, but one is hidden-state handling and the other is rope/position-id scaling for still images; not the same issue." + "reason": "Both are Qwen issues, but one is hidden-states output and the other is rope-index temporal scaling for still images; different code paths." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model correctness bugs, but MIMI padding-mask batching and DAC forward/from_latents STE mismatch are unrelated." + "reason": "Both concern audio model outputs, but one is a padding-mask batching bug in MIMI and the other is a DAC STE mismatch between latents and forward pass." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo is unrelated to the ScandiBERT loading failure." + "reason": "A missing tied-weights attribute in Molmo is unrelated to failing to load a specific BERT model." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different loading failures: physical-intelligence/fast regression versus Mistral tokenizer regex patch crash." + "reason": "Both are loading-time errors, but they affect different models and different failure points; no shared concrete code path is evident." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a model implementation bug and the other is device-dependent serialization inconsistency." + "reason": "Both mention lm_head/tied weights, but one is an actual missing tie in a model class and the other is inconsistent serialization behavior across devices." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Trainer early-stopping metric lookup and num_input_tokens_seen not updating are separate TrainerState/Trainer behaviors." - }, - { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "Both involve model loading, but FP8 config failure and unexpected _is_hf_initialized argument are different regressions." + "reason": "Early stopping metric selection and token-count tracking are unrelated trainer behaviors." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different model families and fixes: SigLIP2 wrong outputs versus OmDet-Turbo processor/model input-size mismatch." + "reason": "Both are vision-related, but one is wrong outputs from AutoModel/pipeline and the other is a processor/model input-size mismatch." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "ScandiBERT loading failure is not the same as the Mistral regex backend_tokenizer crash." + "reason": "Both touch Transformers v5-era changes, but one is a quantization config failure and the other is init_empty_weights passing an unexpected argument." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are separate model-loading issues." + "reason": "Different loading bugs for different models/tokenizers; the shared word 'load' is not enough." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading regression for ScandiBERT is not the same as a Mistral tokenizer regex patch crash." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and a wrong return type from StaticCache.get_seq_length are different defects." + "reason": "Both relate to generation/cache behavior, but one is chunked generation inconsistency under compiled forward and the other is a return-type contract bug in StaticCache." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Duplicate AddedToken keyword arguments is unrelated to the physical-intelligence/fast loading failure." + "reason": "Tokenizer AddedToken argument duplication is unrelated to the physical-intelligence/fast model-loading failure." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma multimodal issues, but one is a variable-name collision and the other is an unsafe dtype cast in 4-bit quantization." + "reason": "Both are Gemma multimodal issues, but one is a forward variable-name collision and the other is an unsafe dtype cast in 4-bit embedders; different fixes." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to the missing Float8 storage object error." + "reason": "A quantization config failure is not the same as missing Float8 storage support." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export compatibility with torch_compilable_check and OmDet-Turbo's input-size bug are unrelated." + "reason": "torch.export exportability and processor image-size mismatch are separate issues with different layers of the stack." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal model families and failure types: Llava Next segfault versus Qwen3OmniMoe video-processing ValueError." + "reason": "Both are multimodal model bugs, but one is a segmentation fault in Llava-Next loading and the other is a video-input ValueError in Qwen3OmniMoe." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict config loading are unrelated." + "reason": "The _is_hf_initialized regression and a TimesFM window_size AttributeError are unrelated framework bugs." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Transformers v5 _is_hf_initialized breakage and TimesFM window_size AttributeError are separate regression reports." + "reason": "Qwen3-MoE sliding-window behavior and granite_speech config strictness do not share a concrete bug." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Closely related Qwen VL family, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug; not clearly the same underlying defect." + "reason": "These are both Qwen vision-language regressions, but one is a broad video-input regression and the other is a specific still-image temporal-position scaling bug; too broad to treat as one fix." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer loading conflict and Qwen3 auto device-mapping cudaErrorAssert are unrelated." + "reason": "A tokenizer construction error and a CUDA assert on A800 are unrelated." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation sync/dispatch overhead is performance-related and unrelated to the StaticCache seq-length contract bug." + "reason": "Generation performance overhead and StaticCache return-type mismatch are different problems, even if both touch generation internals." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility and noisy loading logs do not describe the same underlying issue." + "reason": "Torch version incompatibility is unrelated to noisy transformer loading output." } ] }, @@ -3783,7 +3780,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:33666", "issue:35707", @@ -3801,6 +3798,7 @@ "issue:43531", "issue:43611", "issue:43632", + "issue:43646", "issue:43716", "issue:43746", "issue:43792", @@ -3840,8 +3838,8 @@ "issue:43883|issue:44991", "issue:43611|issue:44534", "issue:44991|issue:46315", - "issue:44220|issue:44683", "issue:43716|issue:46899", + "issue:44220|issue:44683", "issue:44403|issue:44991", "issue:43381|issue:45923", "issue:42796|issue:43746", @@ -3864,231 +3862,238 @@ "issue:43296|issue:46821", "issue:44462|issue:45812", "issue:43317|issue:43856", - "issue:42175|issue:43296" + "issue:42175|issue:43296", + "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "f3911285ea695298fdd002088f8ee46b2e9b6b3198ecdfc46ecf08a81ce94966", + "prepared_review_unit_hash": "2c56312365ef5fad382aed90d3c492ed93f33c664866abc860b8f59c0f05f863", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36467, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37311, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and contains one likely duplicate-ish Qwen3.5 save_pretrained regression pair; the rest are broad same-subsystem but not same underlying bugs.", - "confidence": 0.31, - "canonical_issue_reason": "issue:45216 is the broadest/earliest clear regression report in the only near-duplicate pair, and it matches the later Qwen3.5 save_pretrained complaint.", + "summary": "Mostly a heterogeneous set of unrelated Transformers issues, with two accepted duplicate subgroups standing out: the Qwen3.5 `save_pretrained` regression pair and the TensorFlow install/backend packaging reports. Everything else looks like a distinct bug or regression rather than the same underlying change.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45812 is the best anchor for the cluster: it is the broadest, most clearly framed regression, affects an entire model family, and has inbound references. The other items are narrower duplicates or unrelated one-off reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative because it describes a concrete regression with a clear failure mode and has the strongest overlap with another candidate.", + "best_issue_reason": "Issue 45812 is the strongest standalone issue here because it is specific, high-impact, and clearly described as a v4\u2192v5 regression affecting all Granite models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same model family and same save_pretrained checkpoint corruption regression; the later issue reads like a follow-up of the same bug." + "reason": "Same underlying Qwen3.5 `save_pretrained` regression: both report incorrect checkpoint contents/visual encoder keys after the version change." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Both involve Qwen models, but one is a PaddleOCR-VL load failure and the other is a sliding_window bug in Qwen3-MoE; different code paths." + "reason": "Different models and failures: PaddleOCR-VL load failure versus Qwen3-MoE `sliding_window` behavior." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is a multi-image iterable dataset finetuning failure and the other is a still-image RoPE/position_ids bug." + "reason": "Both involve Qwen2.5-VL, but one is multi-image finetuning failure and the other is rope-index/position-id scaling." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Unrelated failures: Molmo tied-weights attribute vs tokenizer loading for est-roberta." + "reason": "Unrelated bugs: missing `all_tied_weights_keys` on Molmo versus tokenizer loading for est-roberta." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different regressions: base_model_prefix loading vs non-persistent buffer initialization." + "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure and tokenizer id conversion slowdown are separate issues." + "reason": "Tokenizer loading failure and `convert_tokens_to_ids` slowdown are different code paths and symptoms." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention are unrelated subsystems." + "reason": "Different models and modalities: Mistral-3 image preprocessor dtype mismatch versus Gemma4 4-bit multimodal casting." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Both are multimodal dtype issues, but they affect different models and different failure modes." + "reason": "Audio feature extraction and compiled flex_attention failures are unrelated." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise bug vs tokenizer loading failure; not the same underlying problem." + "reason": "General noisy loading output versus a specific tokenizer-loading regression." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Both mention gradient checkpointing, but one is eval-mode misuse and the other is a missing capability flag." + "reason": "Eval-mode gradient checkpointing restriction is not the same as a missing `supports_gradient_checkpointing` flag." }, { "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 GraniteSpeech checkpoint loading are different problems." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is CodeLlama round-trip spacing; different bugs." + "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space stripping are distinct behaviors and fixes." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Transformers v5 init flag breakage vs Strix Halo mmap/OOM; no common code-path." + "reason": "Transformers v5 initialization flag breakage is unrelated to Strix Halo mmap OOM." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen-VL training-related, but one is generic multi-GPU training and the other is multi-image dataset failure." + "reason": "Both mention Qwen VL training, but multi-GPU training and multi-image iterable-dataset failures are different issues." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are v5-related, but one is init_empty_weights argument handling and the other is float8 storage resolution." + "reason": "Unexpected `_is_hf_initialized` argument and Float8 storage lookup are different failures." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + "reason": "High perplexity on a language model and Whisper `batch_decode` `skip_special_tokens` behavior are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker bug and DeepSeek accuracy regression are not the same issue." + "reason": "Tokenizer BPE-marker regression and DeepSeek-R1 accuracy regression are not the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and Llama4Config pad_token_id attribute error are distinct problems." + "reason": "Qwen2.5-GGUF loading failure and `Llama4Config` missing `pad_token_id` are distinct issues." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable dataset finetuning." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 `shared_kv_states` rebuilding are different code paths." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument compatibility are separate bugs." + "reason": "Qwen3-MoE `sliding_window` behavior is unrelated to `init_empty_weights`/`_is_hf_initialized` construction errors." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates and add_special_tokens/BOS-EOS insertion are related broadly, but not the same concrete defect." + "reason": "Both involve special tokens, but runtime post-processor updates and `add_special_tokens` BOS/EOS behavior are not the same bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Auto device mapping cuda assert and Mistral regex patch tokenizer crash are unrelated." + "reason": "Qwen3 auto device-map `cudaErrorAssert` and Mistral regex patch crash are unrelated." }, { "left": "issue:42175", "right": "issue:45542", - "accept": false, - "reason": "Both concern TensorFlow packaging/backend availability, but one is missing TF in the torch extra and the other is a backend error when only tensorboard is installed." + "accept": true, + "reason": "Both point to TensorFlow being missing or mis-declared in the install/backend path, causing tf-backend-related failures." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length are different issues." + "reason": "GGUF loading failure and CLIPTokenizer `model_max_length` are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping and non-persistent buffer corruption are unrelated." + "reason": "ModelOutput key assignment and non-persistent buffer junk are distinct regressions." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL model loading and TimesFM window_size AttributeError are unrelated." + "reason": "PaddleOCR-VL load failure and TimesFM `window_size` `AttributeError` are unrelated." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Granite token ID regression are separate tokenizer issues." + "reason": "AutoTokenizer ignoring `tokenizer.json` and Granite wrong token IDs may be related at a high level, but they describe different concrete failures and fixes." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map offload loading failure and Qwen3 MoE training memory usage are different problems." + "reason": "Dequantized model offload loading and Qwen3 MoE memory usage are different problems." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow packaging/backend issue and PaddleOCR-VL loading failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Different tokenizer/config regressions with no shared failing code path." + "reason": "`base_model_prefix` loading regression and custom model initialization regression are distinct." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate-ish pair (45216/45357) while treating the rest as same-subsystem but different bugs. The reject verdicts are appropriately cautious, and none of the claims overstate the evidence available from titles/metadata." + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the summary is not fully grounded: it says the Qwen3.5 save_pretrained pair is the only clear duplicate and describes the TensorFlow install/backend reports as only a less-certain second candidate, yet that pair is explicitly marked accept=true. The canonical/best-issue choices are otherwise plausible from the titles, but the summary should reflect both accepted pairs if they are being treated as duplicates." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4104,7 +4109,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:34634", "issue:35707", @@ -4120,11 +4125,10 @@ "issue:43454", "issue:43482", "issue:43493", + "issue:43550", "issue:43582", "issue:43606", - "issue:43611", "issue:43644", - "issue:43646", "issue:43701", "issue:43746", "issue:43818", @@ -4157,7 +4161,6 @@ ], "soft_pairs": [ "issue:44509|issue:46909", - "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:43818|issue:46402", @@ -4185,223 +4188,227 @@ "issue:39692|issue:40444", "issue:41720|issue:45823", "issue:44186|issue:44265", + "issue:43454|issue:43550", "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "8d9c3ddd483e4650ca94b11e2f5b6fd1d733d5c71b2d6597dd46d40e3f58ea21", + "prepared_review_unit_hash": "8c17be866ae856d3fd5c3ca467013d4c4407355801357375896ffa0a988e7b06", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36921, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; none of the suggested soft pairs look like true duplicates or mergeable PR-equivalents. The broad offloading/quantization report is the best representative issue.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43873 is the most central and broadly framed item here, with the highest discussion/inbound activity and a concrete user-facing runtime problem.", + "summary": "The cluster is mostly heterogeneous and does not form one clean duplicate set. Two soft-edge pairs look like true duplicates: the SigLIP2 output-discrepancy reports, and the Qwen2.5-VL position-id/rope-index regression reports. The rest are broad but distinct bug reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45325 is the clearest single bug report to anchor the cluster because it is a concrete code-path regression with a near-identical sibling report (45381) and a precise fix surface in Qwen2.5-VL rope/position-id handling.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global representative because it is active, broad, and actionable compared with the many narrowly scoped one-off regressions.", + "best_issue_reason": "issue:45325 is the strongest representative issue here: it is specific, reproducible, and has the cleanest duplicate-like companion. The other items are mostly unrelated model-specific regressions or docs issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation bugs, but they target different docs problems: removed pipeline tasks vs a broken DIA example." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Both mention Transformers v5 breakage, but one is about `base_model_prefix` loading and the other about custom model initialization." + "reason": "Both are docs bugs, but they cover different documents and different examples; not the same underlying issue." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding effects, but they are different models and different failure modes." + "reason": "Different model paths and symptoms: MIMI padding-mask batching vs Gemma3 sliding-window NaNs." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One is about non-persistent buffers in v5; the other is about `ModelOutput` key assignment. These are unrelated internals." + "reason": "Unrelated bugs: non-persistent buffer initialization junk vs ModelOutput key assignment." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different subsystems and symptoms: Video-LLaVA tower structure vs Sam3 text encoder weight loading." + "reason": "Different models and failures: Video-LLaVA tower/weights issue vs Sam3 text encoder weights not loading." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "One is a finetuning failure with multiple images per prompt; the other is a video position-id regression." + "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is video position ids; different bug surfaces." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both touch Qwen/video-style models, but one is missing temporal attention and the other is incorrect visual encoder key saving." + "reason": "Different models and code paths: Video-LLaVA architecture bug vs Qwen3.5 save_pretrained key regression." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "One is a `torch.export`/`torch_compilable_check` failure; the other is a bfloat16 dtype mismatch. Not the same bug." + "reason": "torch.export/check failures are unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both involve SigLIP2, but one is JAX-vs-HF parity while the other is a bad AutoModel/pipeline result. Too weak to treat as one bug." + "accept": true, + "reason": "Both report SigLIP2 producing wrong outputs; one is an HF-vs-JAX discrepancy and the other is nonsensical AutoModel/pipeline results, likely the same underlying implementation bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different issues: rope-index temporal scaling vs long OCR index error." + "reason": "Same broad multimodal area, but Qwen2.5-VL rope-index regression is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL position issues, but one is still-image temporal scaling and the other is video vision position IDs." + "accept": true, + "reason": "Same Qwen2.5-VL position-id/rope-index regression class in v5.3.0; both point to incorrect multimodal position handling and could plausibly share one fix." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "One is a flash-attention training degeneration regression; the other is a loss/labeling bug for `num_labels=1`." + "reason": "Different training bugs: flash_attention_3 degeneracy vs single-label num_labels=1 zero-loss behavior." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is a config/weight-tying failure causing garbage outputs and the other is serialization inconsistency by device." + "reason": "Related to tied weights, but one is a load-time tying failure and the other is device-dependent serialization inconsistency; not the same bug." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Distinct failures: FineGrainedFP8Config incompatibility vs GGUF loading breakage in v5." + "reason": "Different subsystems and symptoms: FineGrainedFP8Config failure vs GGUF loading failure." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "One is an unexpected `_is_hf_initialized` argument in `init_empty_weights`; the other is strict config blocking `granite_speech` loading." + "reason": "init_empty_weights argument handling and strict config loading are separate failures." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading behavior and tokenization-version changes are different problems." + "reason": "Quantization/offloading behavior and tokenization version changes are different issues." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to video `vision_position_ids`." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral and an Apple Silicon TypeError are separate issues." + "reason": "AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different model paths and symptoms: perplexity regression vs empty-transcription generation failure." + "reason": "High perplexity on gpt-oss and Whisper empty-transcription failure are different model behaviors." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is not the same as `torch.export` failing on `torch_compilable_check`." + "reason": "Bark CPU-offload device mismatch is unrelated to torch.export failures involving torch_compilable_check." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video regression and Gemma4 PLE device mismatch are different model-specific bugs." + "reason": "Different regression surfaces: multimodal video input breakage vs Gemma4 PLE device_map forward mismatch." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sample-rate defaulting and PEFT local-checkpoint loading are unrelated." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch and `window_size` AttributeError do not indicate the same underlying bug." + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` and a Qwen3 device-map CUDA assert are different failure modes." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map cuda asserts." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice preset failure and progressive generation issues are unrelated." + "reason": "Bark voice_preset behavior and progressive generation with inputs_embeds are different code paths." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example errors and Qwen2.5-VL multi-image finetuning failures are different model/docs problems." + "reason": "SigLIP2 docs/example errors are unrelated to Qwen2.5-VL multi-image finetuning failures." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-related, but they affect different models with different error surfaces." + "reason": "Different models and failure modes: cuda assert on A800 vs Gemma4 PLE forward device mismatch." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer NER/padding crashes and `torch.export` failures are separate code paths." + "reason": "Tokenizer padding/truncation crashes are unrelated to torch.export/check issues." }, { - "left": "issue:43819", - "right": "issue:46821", + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying and Bamba compile/SDPA failures are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "DAC forward/from_latents mismatch and a `window_size` AttributeError are unrelated." + "reason": "Bark CPU-offload mismatch and DAC from_latents/STE mismatch are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays close to the packet, and the two accepted soft-edge pairs are phrased conservatively enough to be plausible duplicate candidates rather than asserted duplicates. The rejection reasons for the other pairs also look appropriately cautious. No obvious overstatement." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4416,7 +4423,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:26413", "issue:28530", @@ -4434,7 +4441,6 @@ "issue:43377", "issue:43450", "issue:43454", - "issue:43550", "issue:43572", "issue:43720", "issue:43749", @@ -4468,7 +4474,6 @@ "issue:46821" ], "soft_pairs": [ - "issue:43454|issue:43550", "issue:43257|issue:45923", "issue:42796|issue:46209", "issue:44568|issue:45920", @@ -4479,10 +4484,10 @@ "issue:40990|issue:42947", "issue:46305|issue:46315", "issue:43572|issue:45759", - "issue:43317|issue:43873", - "issue:43749|issue:44534", - "issue:43377|issue:44898", "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:43749|issue:44534", + "issue:43317|issue:43873", "issue:43322|issue:46050", "issue:41720|issue:43322", "issue:36331|issue:42617", @@ -4491,236 +4496,233 @@ "issue:41720|issue:44977", "issue:44877|issue:44991", "issue:43881|issue:44488", - "issue:44466|issue:45357", "issue:40990|issue:45701", "issue:43450|issue:45701", + "issue:44466|issue:45357", "issue:41720|issue:42617", "issue:43065|issue:46402", "issue:26413|issue:28530", "issue:43873|issue:44756", "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "3d4e387004f78e5b432ddbff716d6b9341f79d0c6046502c2a37882b09a1d516", + "prepared_review_unit_hash": "c69aa28c89aaada698e4e240347a2961d562681c6752b62e8b1a8b24d69d2031", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36914, - "estimated_input_tokens": 9229, - "estimated_eval_tokens": 18714 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36056, + "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 a loose topical grouping of distinct Transformers bugs: loading/offloading, tokenization, training loop, model-specific inference, and processor shape issues. The soft pairs share broad subsystem similarity but do not look like the same underlying bug/change.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the broadest and most central open report here: it covers quantization/offloading behavior, which is a recurring theme across several nearby issues in the set. It is a better cluster anchor than the many highly model-specific reports.", + "summary": "This cluster is mostly heterogeneous issue reports around Transformers v5 regressions, with one clear near-duplicate pair around offloading/quantization loading behavior. Most other pairs share only a broad subsystem or model family, not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43873 is the broadest and most central bug here: offloading/loading failures under quantization. It best subsumes the strongest accepted duplicate-style pair with issue:43317.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it is general, clearly framed, and likely to subsume adjacent loading/offloading regressions better than a narrow model- or tokenizer-specific ticket.", + "best_issue_reason": "issue:43873 has the widest scope and the strongest evidence of shared root cause among the items, so it is the best single representative issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "Different bugs in different code paths: weight tying/text generation vs torch.compile+SDPA inference failure." - }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "One is MOE weight conversion/loading with accelerate+deepspeed; the other is a missing gradient-checkpointing flag on a trust_remote_code model. Not the same defect." + "reason": "Same broad Qwen3/MoE area, but different bugs: weight conversion under accelerate+deepspeed vs missing gradient_checkpointing flag." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + "reason": "Tokenizer BPE-marker handling and FP8/B200 inference failure are unrelated concrete problems." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer-related, but one is about add_special_tokens not adding BOS/EOS for a specific tokenizer, while the other is a broader wrong-token-id regression across several models." + "reason": "Both are tokenizer regressions, but the symptoms and affected models differ too much to treat as the same bug without stronger evidence." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-mapping forward mismatch for Gemma4 PLE is unrelated to a TimesFM window_size AttributeError." + "reason": "Different models and failures: Gemma4 device mismatch vs TimesFM window_size AttributeError." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both involve batched inputs, but one is an audio encoder padding-mask correctness bug and the other is a video processor output-shape bug." + "reason": "Both involve batched inputs, but one is MIMI padding-mask behavior and the other is a video processor shape bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying/garbage generation is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Different code paths: batched video shape issue vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A 3d_parallel.py runtime failure and a Qwen3Moe FineGrainedFP8Config issue are different failures." + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config are not the same underlying bug." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a specific model/dataset is not the same underlying bug as ineffective gradient checkpointing with PEFT LoRA." + "reason": "High perplexity on one model is not the same as ineffective gradient checkpointing with PEFT LoRA." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Off-by-one sliding-window masking and tokenizer conversion slowdown are unrelated." + "reason": "Off-by-one sliding window masking and tokenizer lookup slowdown are unrelated." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in one config and failure to unwrap text_config in composite multimodal configs are different configuration bugs." + "reason": "Missing pad_token_idx and failure to unwrap text_config are different configuration issues." }, { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "These are related only at a high level to loading/offloading with quantization; one is a specific gpu+cpu offload load failure, the other is a broader offloading regression." - }, - { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different issues affecting different mechanisms." + "reason": "Video input shape bug and packed-weight unpacking during accelerate loading are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batched-vs-single output mismatch is unrelated to Perceiver image classification failing at non-default resolution." + "reason": "Missing padding-mask support in MIMI and Perceiver non-default resolution failure are different bugs." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Garbage text generation from untied weights and BitNet packed-weight unpacking during accelerate loading are different code-path problems." + "reason": "FSDP RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same concrete defect." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe the same loading/offloading failure mode under quantization/device_map behavior on GPU+CPU offload." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault loading Llava Next models and sinq quantized save/load corruption are not the same bug." + "reason": "Segfault while loading Llava Next and broken quantized save/load after sinq are different failures." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different models and failures: cudaErrorAssert on Qwen3 auto device mapping vs Llava Next segfault on load." + "reason": "Both are model loading crashes, but the model families and failure mechanisms differ." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer.compute_loss signature incompatibility is unrelated to 3d_parallel.py execution failure." + "reason": "CustomTrainer compute_loss signature change and 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both involve memory, but one is int4 quantization OOM regression and the other is an apex RMSNorm memory leak." + "reason": "CUDA reserved memory under int4 quantization and apex.FusedRMSNorm memory leak are separate issues." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API mismatch and Qwen3Moe fine-grained FP8 loading are different issues." + "reason": "Different bugs in different areas: Trainer API mismatch vs Qwen3Moe FP8 config failure." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Qwen3.5 flash-attention generation failure are separate regressions." + "reason": "Both involve Qwen3-family models, but one is auto device mapping with CUDA assert and the other is flash-attention generation behavior." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config blocks granite_speech loading; tokenizer loading for EMBEDDIA/est-roberta is a different failure." + "reason": "Strict config loading and tokenizer loading regression are different problems." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model loading problems, but they involve different models and likely different root causes." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Serialization of lm_head.weight vs incorrect visual encoder keys in save_pretrained are different save/load regressions." + "reason": "Loading failures for different models do not indicate the same underlying bug." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on one model/dataset is unrelated to tokenization differences across transformer versions." + "reason": "Perplexity regression and tokenization changes across versions are not the same concrete issue." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batched-shape bug and tokenization changes are unrelated." + "reason": "Batched video processor shape bug and tokenizer-version behavior change are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is lm_head tied weights and the other is visual encoder key handling." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-mapping assert and 3d_parallel.py runtime failure are distinct problems." + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs not being able to run 3d_parallel.py." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text-encoder weights not loaded affect different components and are not the same bug." + "reason": "Same Sam3 family, but dummy Conv2d in the pixel decoder and missing text encoder weights are different bugs." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric lookup failure are separate training-loop issues." + "reason": "Resume-from-checkpoint epoch_iterator failure and early-stopping metric lookup failure are unrelated training issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading behavior and mmap-on-Strix-Halo OOM are not the same underlying defect." + "reason": "Both mention loading/memory, but disabling mmap for Strix Halo OOM is not the same bug as quantized offloading failures." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are unrelated to bfloat16 dtype mismatches in inference." + "reason": "Tokenizer crash on NER/padding and dtype mismatch in inference are different code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: it characterizes the set as mostly heterogeneous while isolating the one plausible near-duplicate pair. The accepted pair (issue:43317 / issue:43873) looks mergeable as a single offloading/quantization loading bugfix, and the rejected soft edges mostly avoid overstating similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4735,7 +4737,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28530", "issue:33666", @@ -4788,26 +4790,26 @@ ], "soft_pairs": [ "issue:46612|issue:46858", - "issue:45685|issue:46821", "issue:43295|issue:45701", + "issue:45685|issue:46821", "issue:43577|issue:43708", "issue:43550|issue:43720", "issue:43646|issue:46665", - "issue:44451|issue:47020", "issue:36010|issue:42617", + "issue:44451|issue:47020", "issue:44186|issue:44610", "issue:43550|issue:43606", - "issue:43404|issue:45357", "issue:42915|issue:43317", + "issue:43404|issue:45357", "issue:44610|issue:44898", "issue:46821|issue:46869", "issue:44423|issue:45406", "issue:43881|issue:44991", "issue:44734|issue:46858", - "issue:28530|issue:33666", "issue:43526|issue:43883", - "issue:44008|issue:45823", + "issue:28530|issue:33666", "issue:41720|issue:45161", + "issue:44008|issue:45823", "issue:43531|issue:43572", "issue:42915|issue:46291", "issue:36331|issue:41720", @@ -4816,136 +4818,142 @@ "issue:44671|issue:44743", "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "d2e7f55c3e9fd4cf4938a09a326243d2337d4f601063a81878324185a78c091a", + "prepared_review_unit_hash": "7e64e0ad1c4aff8da3e2f2d9faf20a3cedc5c224e9c8008943e37fa8c59f18c4", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36270, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of unrelated Transformers issues with only superficial thematic overlap (mostly loading, cache, or device-map bugs). None of the soft-similarity pairs look like the same underlying bug or a mergeable duplicate PR scenario.", - "confidence": 0.24, - "canonical_issue_reason": "Issue 43550 is the most central concrete runtime bug in the set, with the strongest nearby soft links, but the connected items are still not true duplicates.", + "summary": "This cluster is a loose collection of mostly unrelated bug reports. The soft pairs share broad subsystem vocabulary (generation, tokenization, device maps, multimodal serving) but not the same concrete failure or code path, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46858 is the best anchor for the cluster because it is a concrete runtime/cache correctness bug in core generation code and is the most technically central of the generation-related reports, but it still does not subsume the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43550 is the best representative anchor because it is a specific, reproducible failure in a code path likely to be actionable for triage.", + "best_issue_reason": "issue:46858 is the clearest representative of a real, self-contained bug with a specific failure mechanism (device tensor from cache length breaking arithmetic).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/generation internals, but one is a beam-search reorder omission across several model families while the other is a prefill/static-cache slice-arithmetic bug on non-CUDA backends." + "reason": "Both are generation/cache issues, but one is beam-search cache reordering being skipped for certain models while the other is static-cache length arithmetic on non-CUDA backends; different bugs and code paths." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Completely different failures: an MPS histogram/int issue in MoE code versus a TimesFM window_size attribute error." + "reason": "One is a regression around processor/tokenizer access with images, the other is a version-dependent tokenization behavior change; too broad and not the same underlying defect." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Both mention version/regression behavior around tokenization/processor usage, but they affect different APIs and different failure modes." + "reason": "These are unrelated: an MPS histogram/int type error in MoE code versus a TimesFM window_size attribute error." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype loading and Trainer checkpoint max_steps recomputation are unrelated bugs in different parts of the stack." + "reason": "Different areas entirely: Blip2 dtype propagation versus Trainer resume/max_steps calculation." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both are model/runtime failures, but one is a Bamba torch.compile SDPA issue and the other is a BitNet packed-weight loading problem; not the same code-path bug." + "reason": "Both touch model loading/execution, but one is a torch.compile + SDPA failure and the other is packed-weight unpacking during accelerate loading; not the same bug." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both concern custom-model loading behavior, but one is a 5.0 initialization breakage and the other is inconsistent from_pretrained behavior inside Python classes." + "reason": "Custom model initialization breakage and from_pretrained-in-class inconsistency are related only at a very high level; the failure modes are different." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "A specific model load failure versus a tokenizer constructor type mismatch; different components and root causes." + "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are unrelated." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures with no shared code-path." + "reason": "Both involve loading/tokenizers, but the reported failures are different models and different root causes (model loading vs Unigram vocab type mismatch)." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crashes on NER/padding versus an image processor/model resolution mismatch; both are preprocessing bugs, but not the same bug." + "reason": "Different processor bugs for different models: NER/padding crashes in LayoutLMv2Tokenizer versus image-size mismatch in OmDet-Turbo." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different model-specific failures: torch.compile with SDPA on Bamba versus CPU offload device mismatch on bark-small." + "reason": "Both are runtime/device issues, but one is SDPA under torch.compile and the other is CPU offload device mismatch for Bark; not mergeable as one fix." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "One is a tied-weights bug in Mistral3, the other is incorrect visual encoder keys on save_pretrained for Qwen3.5." + "reason": "Different quantization/offload problems on different models; no shared concrete code path." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Both involve quantized/dequantized model loading, but they affect different models and different phases (FP8 config failure vs offload loading)." + "reason": "Both relate to model weights/save behavior, but one is untied lm_head weights and the other is incorrect visual encoder keys on save_pretrained; not the same defect." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size/preprocessing mismatches, but they are distinct model families with different expected resolutions and different fixes." + "reason": "Both are vision-model preprocessing issues, but the models and failure mechanisms differ completely." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size attribute handling and YOLO multi-GPU device-map auto loading are unrelated." + "reason": "TimesFM window_size attribute error and YOLO multi-GPU device_map failure are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both hit serve/multimodal processor code, but one is a continuous-batching .to() crash and the other is a missing _tokenizer attribute on Gemma4Processor." + "reason": "Both involve serve/multimodal paths, but one is a tensor/string indexing bug in continuous batching and the other is a missing _tokenizer attribute on Gemma4Processor." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Separate tokenizer/model loading issues for different models; no shared underlying defect." + "reason": "Separate tokenizer/model loading failures for different models with different causes." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/indexing logic, but one is server-side KV-cache continuation indexing and the other is a static-cache seq_length tensor arithmetic bug." + "reason": "Both mention cache behavior, but one is a KV-cache continuation indexing bug in serve and the other is cache length arithmetic in prefill; different subsystems and fixes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction versus Molmo missing all_tied_weights_keys." }, { "left": "issue:28530", @@ -4954,64 +4962,58 @@ "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "A processor label-reduction bug and a missing all_tied_weights_keys attribute are unrelated." + "reason": "Both are device/distributed-related, but one is an auto device-map cuda assert and the other is tensor-parallel support for GPT-OSS MoE; not the same bug." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma model bugs: variable-name collision in forward versus a device-mismatch issue with device_map=auto." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Both involve distributed/device-mapping behavior, but one is a cudaErrorAssert on Qwen3 auto mapping and the other is a tensor-parallel-specific GPT-OSS MoE issue." + "reason": "Different Gemma-family bugs with different symptoms and code locations." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config/model bugs." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx absence are unrelated." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "A model quantization failure and a kernels-version import failure are unrelated." + "reason": "FineGrainedFP8Config failure and kernels import/version requirement failure are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature incompatibility and Qwen3 auto device-map failure are different bugs in different subsystems." + "reason": "Trainer.compute_loss signature breakage and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both relate to compiled generation/cache behavior, but one is inconsistent chunked generation outputs while the other is a seq_length tensor arithmetic problem in prefill." + "reason": "Both involve generation and compile/cache concepts, but one is inconsistent chunked generation outputs with compiled forward and the other is a cache length tensor arithmetic bug; not the same underlying change." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Both concern save/pretrained and custom-model handling, but one is a local cache-path collision and the other is read-only permission propagation." + "reason": "Different filesystem/cache behaviors: local-model cache path collisions versus permission propagation in save_pretrained." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction drift and Qwen3.5 recurrent-state reset under cache are not the same issue." + "reason": "CamemBERT MLM prediction regression and Qwen3.5 recurrent-state reset under cache are different model-specific bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer AttributeErrors, but they affect different tokenizers and different call paths." + "reason": "Both are tokenizer-related errors, but they affect different tokenizers and different failure modes; not duplicates." } ] }, @@ -5033,7 +5035,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28530", "issue:29159", @@ -5061,23 +5063,23 @@ "issue:43746", "issue:43782", "issue:43873", + "issue:44077", "issue:44387", "issue:44451", "issue:44492", "issue:44509", "issue:44534", "issue:44589", + "issue:44625", "issue:44913", "issue:44991", "issue:45059", - "issue:45357", "issue:45406", "issue:45464", "issue:45701", "issue:45704", "issue:45759", "issue:45859", - "issue:46402", "issue:46665", "issue:46821", "issue:46858", @@ -5091,14 +5093,14 @@ "issue:33357|issue:35707", "issue:29159|issue:36032", "issue:30064|issue:34634", - "issue:43540|issue:43782", "issue:43873|issue:45704", "issue:44387|issue:45701", + "issue:43540|issue:43782", "issue:43531|issue:45759", "issue:44534|issue:46665", "issue:43550|issue:43653", - "issue:43452|issue:47020", "issue:44492|issue:44509", + "issue:43452|issue:47020", "issue:41720|issue:43746", "issue:42490|issue:43329", "issue:43606|issue:43720", @@ -5110,212 +5112,212 @@ "issue:43606|issue:43653", "issue:43531|issue:44589", "issue:45759|issue:45859", - "issue:44451|issue:44991", "issue:43540|issue:46858", - "issue:45357|issue:46402" + "issue:44451|issue:44991", + "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "dbbac0c03def74a5e9ee37428e1e602c009d07797f3796d3e8c2bffbb778371d", + "prepared_review_unit_hash": "e12f26fa402f3de3e29783b66a29088152e2839512918d75829a0f8cfaa62ad2", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35798, - "estimated_input_tokens": 8950, - "estimated_eval_tokens": 18156 + "serialized_chars": 35780, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose set of unrelated Transformers issues spanning tokenizers, multimodal processors, training state, loading, and offloading/quantization. None of the soft pairs look like true duplicates, so no pair is accepted.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster appears to be a broad miscluster of unrelated issues spanning tokenizers, multimodal processors, quantization/offloading, training state, docs, and model-specific loading bugs. None of the suggested soft pairs looks like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a good canonical here: the items are thematically mixed and do not converge on one concrete bug or code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the broadest and most central report in the offloading/quantization subcluster, with multiple inbound references and active discussion; it is the best representative issue, though still not a duplicate target for the others.", + "best_issue_reason": "No issue should be treated as the cluster representative because the soft-edge candidates are not true duplicates of one another.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43425", - "right": "issue:46821", + "left": "issue:43425 \u0016 Torch 2.10 incompatible", + "right": "issue:46821 \u0016 [TimesFM 2.5]:`window_size` argument raises `AttributeError`", "accept": false, - "reason": "Torch version incompatibility and TimesFM window_size AttributeError are unrelated failures." + "reason": "Different problems: a framework-version compatibility issue vs a TimesFM-specific missing attribute error." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:28530 \u0016 Early stopping required metric_for_best_model, but did not find eval_f1 so early stopping is disabled", + "right": "issue:30064 \u0016 Image Processor fails to process void segmentation maps", "accept": false, - "reason": "Early stopping metric resolution has nothing to do with image processor void segmentation maps." + "reason": "Unrelated training callback behavior and image processor segmentation-map handling." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43316 \u0016 API discrepancy between `Gemma3TextConfig` and others", + "right": "issue:44913 \u0016 In GPTNeoXConfig, rotary_pct silently reverts to default on reload", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload behavior affect different code paths." + "reason": "Both are config/API issues, but they concern different fields and different model classes." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:42915 \u0016 Qwen3Moe failed with FineGrainedFP8Config", + "right": "issue:43322 \u0016 Segmentation Fault when loading Llava Next Models", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Llava Next loading segfaults." + "reason": "Different model families and failure modes; no shared code-path is evident." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:33357 \u0016 bus error on version 4.43.0 with pretrained community CLIP model - MacOS", + "right": "issue:35707 \u0016 Issue with Progressive Generation Using inputs_embeds and past_key_values", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "A MacOS bus error during CLIP loading is unrelated to generation with inputs_embeds/past_key_values." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:29159 \u0016 [tokenizer] Inconsistent behavior in slow tokenizer and fast tokenizer", + "right": "issue:36032 \u0016 T5 Tokenzier not load with `AttributeError: add_special_tokens conflicts with the method add_special_tokens in T5Tokenizer`", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens load conflict." + "reason": "Both tokenizer-related, but one is a slow/fast parity issue and the other is a T5 class loading conflict." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:30064 \u0016 Image Processor fails to process void segmentation maps", + "right": "issue:34634 \u0016 BarkProcessor voice_preset doesn't work", "accept": false, - "reason": "Void segmentation map processing and BarkProcessor voice_preset loading are separate processor issues." + "reason": "Different processors and different bugs; no common underlying defect." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43873 \u0016 Offloading not working as expected with quantization", + "right": "issue:45704 \u0016 T5 silently uses apex.FusedRMSNorm which has a memory leak (NVIDIA/apex#1999)", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are distinct model failures." + "reason": "One is quantization/offload behavior, the other is a T5-specific Apex memory leak." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44387 \u0016 Increased CUDA reserved memory in Transformers 5.x under int4 quantization leads to OOM", + "right": "issue:45701 \u0016 transformers version changes the tokenization", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are unrelated problems." + "reason": "One is a quantization memory regression, the other is a tokenizer output-change report." }, { - "left": "issue:44387", - "right": "issue:45701", + "left": "issue:43540 \u0016 ValueError when processing video inputs in Qwen3OmniMoe", + "right": "issue:43782 \u0016 Qwen3VLForConditionalGeneration.from_pretrained weight_only = True error", "accept": false, - "reason": "int4 CUDA memory regression and tokenization changes are not the same underlying bug." + "reason": "Both involve Qwen multimodal models, but the failing paths and errors are different." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:43531 \u0016 `sliding_window` issue with Qwen3-MoE models", + "right": "issue:45759 \u0016 `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and composite config unwrapping are different model-config issues." + "reason": "Different bugs: one is sliding-window handling, the other is config unwrapping for composite models." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:44534 \u0016 Transformers v5 fills non-persistent buffers with junk", + "right": "issue:46665 \u0016 Inconsistent behaviour when using `from_pretrained` inside Python classes", "accept": false, - "reason": "Non-persistent buffer corruption and from_pretrained-in-Python-class behavior do not share a code path." + "reason": "One is buffer initialization corruption, the other is a `from_pretrained` usage/context inconsistency." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43550 \u0016 [BUG] Bamba-9B-v2 model fails with torch.compile when using SDPA", + "right": "issue:43653 \u0016 [BUG][CI] BigBirdTokenizer mask token not registered as special token, gives empty decode output", "accept": false, - "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different subsystems: compiled attention execution vs tokenizer special-token registration." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:44492 \u0016 Typo in Cache strategies", + "right": "issue:44509 \u0016 Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5", "accept": false, - "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram constructor mismatch are different tokenizer/model-loading bugs." + "reason": "Both are docs-level issues, but they are about different documentation content and fixes." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43452 \u0016 gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained", + "right": "issue:47020 \u0016 XLMRobertaTokenizer.__init__ passes dict to Unigram(vocab=...) expecting a Sequence", "accept": false, - "reason": "A typo in cache strategies is not the same as stale docs for removed pipeline tasks." + "reason": "Both involve tokenizer loading, but one is gguf_file integration and the other is a tokenizer constructor type mismatch." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:41720 \u0016 Qwen3 with auto device mapping fails due to cudaErrorAssert on A800", + "right": "issue:43746 \u0016 [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "Different model types and unrelated loading failures." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:42490 \u0016 Import warning when loading a local model from a path that ends with a slash", + "right": "issue:43329 \u0016 [BUG] _get_num_multimodal_tokens: video branch uses undefined a) get_number_of_video_patches, b)merge_size. Tests never hit video route (multiple VLM processors)", "accept": false, - "reason": "Trailing-slash local path import warnings and multimodal video helper undefined-variable bugs are different issues." + "reason": "A path-normalization warning is unrelated to undefined variables in multimodal token counting." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:43606 \u0016 [BUG][CI] suno/bark-small model fails with a device mismatch when using CPU offload", + "right": "issue:43720 \u0016 [BUG][CI] BitNet AutoBitLinear fails when packed weights aren\u0019t unpacked during accelerate loading", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are separate accelerate-loading failures." + "reason": "Both touch accelerate/offload, but the actual bugs are different model-loading paths." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:45406 \u0016 transformers serve crashes with AttributeError: 'Gemma4Processor' object has no attribute '_tokenizer'", + "right": "issue:45464 \u0016 chat/completions API fail on Qwen3.5-0.8B for streaming inference", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions crashes are unrelated." + "reason": "Different APIs, different models, and different failure points." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:34567 \u0016 TrainerState's property `num_input_tokens_seen` is not updating", + "right": "issue:35707 \u0016 Issue with Progressive Generation Using inputs_embeds and past_key_values", "accept": false, - "reason": "num_input_tokens_seen not updating and progressive generation with inputs_embeds/past_key_values are different trainer/generation bugs." + "reason": "Training-state accounting is unrelated to generation with cached past key values." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43388 \u0016 gather_for_metrics incorrectly drops label elements in the last batch when labels is a tuple with several label types e.g. used by mask2former", + "right": "issue:45059 \u0016 SAM3 PCS very weird behaviour when providing text and bounding boxes", "accept": false, - "reason": "gather_for_metrics truncation and SAM3 text-plus-box behavior are unrelated training vs model-inference problems." + "reason": "Different metric-gathering logic and SAM3 input handling; no shared defect." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:43531 \u0016 `sliding_window` issue with Qwen3-MoE models", + "right": "issue:46821 \u0016 [TimesFM 2.5]:`window_size` argument raises `AttributeError`", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and TimesFM window_size AttributeError only share a keyword, not a code path." + "reason": "They both mention windows, but they are distinct model-specific parameters and failures." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:34634 \u0016 BarkProcessor voice_preset doesn't work", + "right": "issue:41720 \u0016 Qwen3 with auto device mapping fails due to cudaErrorAssert on A800", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping cuda assert are different subsystems." + "reason": "No common underlying bug: processor input handling vs device-map runtime assertion." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43606 \u0016 [BUG][CI] suno/bark-small model fails with a device mismatch when using CPU offload", + "right": "issue:43653 \u0016 [BUG][CI] BigBirdTokenizer mask token not registered as special token, gives empty decode output", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer mask token registration are unrelated." + "reason": "One is an offload/device mismatch, the other is tokenizer special-token registration." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:43531 \u0016 `sliding_window` issue with Qwen3-MoE models", + "right": "issue:44589 \u0016 TypeError: couldn't find storage object Float8_e4m3fnStorage", "accept": false, - "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are distinct failures." + "reason": "Completely different failure modes: attention window logic vs float8 storage deserialization." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:45759 \u0016 `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs", + "right": "issue:45859 \u0016 `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload", "accept": false, - "reason": "Composite config unwrapping and CPU-offload rotary embedding incompatibility are not the same bug." + "reason": "Same broad model family, but one is config unwrapping and the other is CPU-offload compatibility." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43540 \u0016 ValueError when processing video inputs in Qwen3OmniMoe", + "right": "issue:46858 \u0016 _prefill: cache.get_seq_length() returns device tensor, breaks slice arithmetic for static cache + torch.compile on non-CUDA backends", "accept": false, - "reason": "Model loading failure for ScandiBERT and tokenizer loading failure for est-roberta are separate repo/model-specific issues." + "reason": "Video-input processing and static-cache arithmetic are different code paths and bugs." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:44451 \u0016 Latest version cannot load \"vesteinn/ScandiBERT\"", + "right": "issue:44991 \u0016 transformers >= 5.0.0 fails loading tokenizer for EMBEDDIA/est-roberta", "accept": false, - "reason": "Video-input ValueError and static-cache slice arithmetic on non-CUDA backends are unrelated." + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer code paths." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:44077 \u0016 `patchtsmixer` has optional `post_init`, should no longer be allowed", + "right": "issue:44625 \u0016 Qwen3.5 `num_labels` not propagated from core config to text config", "accept": false, - "reason": "Incorrect visual encoder keys on save_pretrained and missing text encoder weights on load are different serialization problems." + "reason": "Different configuration bugs with no shared implementation defect." } ] }, @@ -5337,7 +5339,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:30064", "issue:36010", @@ -5358,7 +5360,6 @@ "issue:43927", "issue:43994", "issue:44062", - "issue:44077", "issue:44368", "issue:44451", "issue:44464", @@ -5382,6 +5383,7 @@ "issue:45923", "issue:46032", "issue:46050", + "issue:46402", "issue:46463", "issue:46655", "issue:46665", @@ -5389,17 +5391,17 @@ "issue:47050" ], "soft_pairs": [ - "issue:44077|issue:44625", + "issue:45357|issue:46402", "issue:43644|issue:46665", "issue:43526|issue:43881", "issue:44987|issue:45042", "issue:44062|issue:44451", - "issue:44625|issue:45479", "issue:44898|issue:45072", + "issue:44625|issue:45479", "issue:43381|issue:43844", "issue:39692|issue:44610", - "issue:43746|issue:46050", "issue:41720|issue:45704", + "issue:43746|issue:46050", "issue:44368|issue:45357", "issue:43381|issue:45704", "issue:46655|issue:46693", @@ -5407,207 +5409,219 @@ "issue:43421|issue:43927", "issue:45704|issue:45923", "issue:45759|issue:45923", - "issue:42886|issue:44843", "issue:43746|issue:43873", + "issue:42886|issue:44843", "issue:44514|issue:44545", "issue:30064|issue:36010", "issue:39692|issue:43493", "issue:43994|issue:44671", "issue:43421|issue:43653", - "issue:43782|issue:45381", + "issue:44464|issue:47050", "issue:46032|issue:46463", - "issue:44464|issue:47050" + "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "2a3396ff7f08512f32c18909561d1e5356fa3736a9351a8b5dbe664df791da7a", + "prepared_review_unit_hash": "1ca856c8920ff59c570f995fa2ddd843732216bdfb54edfd38965578d5ea5268", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36358, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 36367, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with one clear duplicate pair: Qwen2_5_VLProcessor.apply_chat_template crashing on batched input when padding=False. Most other soft matches share only broad subsystem or model-family overlap and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44545 is the clearest, most specific representative of the only true duplicate pair in this set; issue:44514 is essentially the same bug report with a paraphrased title.", + "summary": "Most pairs are clearly unrelated and should not be merged. Two soft edges look like true duplicates: the offline tokenizer cache regression and the exact duplicate Qwen2_5_VLProcessor padding crash.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44514 is the best canonical issue overall: it is the earlier report of the exact Qwen2_5_VLProcessor.apply_chat_template padding=False crash, with the matching duplicate (44545) sharing the same title and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest issue to keep as the representative because it directly names the concrete failure mode, is concise, and cleanly subsumes issue:44514.", + "best_issue_reason": "Issue 44514 is the strongest issue to keep as the representative duplicate target because it is the earliest, exact-title match for a concrete reproducible bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Different bugs: one is about patchtsmixer post_init validation, the other about Qwen3.5 num_labels propagation." + "reason": "Different model families and different load/save failures; both are checkpoint-loading issues but not the same bug." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Unrelated failure modes: non-persistent buffers filled with junk vs from_pretrained behavior inside Python classes." + "reason": "Unrelated regressions: non-persistent buffer initialization vs from_pretrained behavior inside Python classes." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "No concrete overlap; BEiT Fast reduce_labels bug is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v loading failure." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Both mention loading regressions, but one is a model-specific load failure and the other is a PIL/image-processor torchvision dependency issue." + "reason": "One is a model-loading failure for a specific repo; the other is a torchvision dependency regression in PIL image processors." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Too broad to merge: AddedToken argument duplication is not the same concrete bug as ScandiBERT load failure." + "reason": "Tokenizer AddedToken constructor error is not the same as failing to load a specific model." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Different layer of the stack: config propagation vs classification loss behavior for num_labels=1." + "reason": "Different code paths: Perceiver interpolation for non-default resolution vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Different bugs: Perceiver non-default resolution handling vs bfloat16 dtype mismatch in inference." + "reason": "Qwen3.5 num_labels propagation and zero-loss single-label classification are distinct classification bugs." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different models and different failures; only a broad vision/documentation theme is shared." + "reason": "Both involve vision models, but one is a SigLIP2 doc example problem and the other is an OmDet-Turbo processor/model size mismatch." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Both concern loading/saving, but one is PEFT local checkpoint loading and the other is sinq quantization round-trip breakage." + "reason": "Qwen3 A800 cuda assert and T5 apex RMSNorm memory leak are unrelated." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Completely different code paths: Qwen3 device mapping CUDA assert vs T5/apex RMSNorm memory leak." + "reason": "Different serialization/loading paths and different model families: PEFT local checkpoint loading vs sinq quantized save/load corruption." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "The warning about tie_word_embeddings is unrelated to incorrect visual encoder keys during save_pretrained." + "reason": "A LoRA warning about tie_word_embeddings is not the same as incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared underlying bug; checkpointing/eval semantics differ from the apex memory leak." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video processor padding bug is unrelated to FA2 long-context performance regression." + "reason": "Video padding calculation bug is unrelated to FA2 long-context performance regression." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both involve training workflows, but they describe different trainer failures and different code paths." + "reason": "TRL SFT embedding unpacking failure is not the same as trainer.evaluate() failing after train()." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Tokenizer post-processor update behavior is not the same bug as DiaConfig losing token IDs after save/load." + "reason": "Runtime post-processor updates for special tokens and config save/load token ID loss are different defects." }, { - "left": "issue:45759", + "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Composite config unwrapping and missing supports_gradient_checkpointing are separate model-initialization issues." + "reason": "T5 memory leak and missing supports_gradient_checkpointing are unrelated." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:45759", + "right": "issue:45923", "accept": false, - "reason": "Both mention offline tokenizer loading, but 44843 pinpoints a specific unconditional model_info call while 42886 is broader cache-loading behavior; not enough evidence they are the same bug." + "reason": "Composite Qwen config unwrapping and a trust_remote_code flag omission are different issues." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to offloading behavior with quantization." + "reason": "PEFT checkpoint loading and quantization/offloading behavior are not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same HF_HUB_OFFLINE tokenizer-loading regression; 44843 pinpoints the unconditional model_info() call in _patch_mistral_regex as the cause." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; the titles are near-identical paraphrases of the same failure." + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; this is a clear duplicate." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing bug and GenerationMixin import error are unrelated." + "reason": "Void segmentation map processing and GenerationMixin import failure are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both are about SigLIP2, but one is a doc-example/model-processor mismatch and the other is a HF vs JAX implementation discrepancy." + "reason": "Both are about SigLIP2, but one is a docs/example mismatch while the other is an HF-vs-JAX implementation discrepancy." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both involve model outputs, but one is a SigLIP2 inference mismatch and the other is CamemBERT masked LM predictions in v5." + "reason": "Different models and different symptoms: SigLIP2 inference quality vs CamemBERT masked LM predictions." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "TokenizersBackend post-processor updates and BigBirdTokenizer special-token registration are different tokenizer bugs." + "reason": "Special-token post-processor updating and BigBird mask token registration are different tokenizer bugs." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are different multimodal loading/runtime issues." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Canine fp16 ONNX attention dtype mismatch." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer use_cache correctness and T5 decoder-input validation messaging are unrelated." + "reason": "Mamba2Mixer cache correctness bug and T5 error-message bug are not the same issue." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Chunked generation with compiled forward and fp16 ONNX export dtype mismatch are different execution paths and failure modes." + "reason": "Different Qwen model families and different failure modes; no shared underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The representative duplicate pair is well supported by the packet: issue:44514 and issue:44545 have effectively the same title and failure mode. The remaining soft-edge rejections are phrased conservatively and stay within the evidence available from the packet, without over-claiming merges across clearly different bugs." + "feedback": "The summary is well grounded in the packet: the two accepted soft edges are exact or near-exact duplicates by title, and the rest are conservatively rejected as different bugs or different model/code paths. The canonical issue choice (44514 over 44545) is also reasonable because it is the earlier exact-title report." }, "evaluator_used": true, "retried": false, @@ -5626,7 +5640,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:30064", "issue:36331", @@ -5649,7 +5663,6 @@ "issue:43819", "issue:43873", "issue:43927", - "issue:44008", "issue:44062", "issue:44186", "issue:44220", @@ -5658,6 +5671,7 @@ "issue:44625", "issue:44661", "issue:44857", + "issue:44877", "issue:44898", "issue:44991", "issue:44995", @@ -5680,9 +5694,9 @@ "soft_pairs": [ "issue:44857|issue:47050", "issue:45081|issue:45356", - "issue:45356|issue:45907", "issue:43421|issue:44186", "issue:44995|issue:46858", + "issue:45356|issue:45907", "issue:39692|issue:43873", "issue:39692|issue:47050", "issue:43720|issue:43819", @@ -5690,241 +5704,247 @@ "issue:43653|issue:43720", "issue:46829|issue:46832", "issue:43550|issue:43927", - "issue:43550|issue:44361", "issue:44625|issue:47050", + "issue:43550|issue:44361", "issue:43596|issue:44220", "issue:43540|issue:46294", "issue:43531|issue:43643", "issue:45381|issue:46693", - "issue:44062|issue:44488", "issue:45987|issue:46829", + "issue:44062|issue:44488", "issue:43611|issue:46665", "issue:41720|issue:44991", "issue:44220|issue:44661", "issue:30064|issue:36331", "issue:44186|issue:44898", "issue:43653|issue:43819", - "issue:44488|issue:47020", - "issue:43618|issue:43697", "issue:45987|issue:46932", "issue:43335|issue:43756", + "issue:44488|issue:47020", + "issue:43618|issue:43697", "issue:43550|issue:43819", - "issue:44008|issue:46858" + "issue:43643|issue:44877" ], - "prepared_review_unit_hash": "d49ca4b7d4d8bdad33a18f7c4d1bf922edc9c2c35dcdf3eb0a7c7d457fd86d2b", + "prepared_review_unit_hash": "280cebaa048a46610baa3b79e40f61a81fc965a2cbe4dfafd2ef26d81c3ba422", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37673, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "serialized_chars": 37585, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, multimodal, cache, config, and model-specific bugs. I found no strong duplicate pairs; all soft-edge candidates should be kept separate. No PRs are present.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs, and even the closest overlap (the Mistral regex/tokenizer reports) differs in concrete failure mode.", + "summary": "This cluster is broad and noisy: most items are unrelated tokenizer, model-loading, cache, quantization, or vision bugs rather than duplicates of one root cause. No soft-edge pair looks safe to merge as a single duplicate, so the cluster should stay split.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43421 is the broadest tokenizer-backend item here and best matches the repeated special-token/tokenizer-behavior theme, even though the cluster is not truly one duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for dedupe triage; none of the issues is a reliable representative of the whole mixed cluster.", + "best_issue_reason": "issue:43421 is the best representative anchor for the mostly tokenizer-related subset because it is the most general infrastructure-level issue in the list.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Both mention dtype/FP16 failures, but they hit different models and code paths: LwDetr loss under AMP vs Canine ONNX attention export." + "reason": "Both are dtype/runtime failures, but they affect different models and code paths: LwDetrImageLoss AMP/CUDA vs CanineModel ONNX export attention." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Shared `fix_mistral_regex` area, but 45081 is a backend_tokenizer AttributeError while 45356 is a Kimi-K2.5 codec/ warning regression; not the same concrete bug." - }, - { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Completely unrelated subsystems: tokenizer regex regression vs Hub `list_repo_files` argument forwarding." + "reason": "Both involve tokenizer regex-related handling, but one is a crash in _patch_mistral_regex and the other is a Kimi tokenizer regression about codec handling/warnings." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime special-token/post-processor syncing and the other is LayoutLMv2 NER/padding crashes." + "reason": "Shared tokenizer wording, but the bugs differ: runtime special-token post-processing vs LayoutLMv2 NER/batched padding crashes." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/state behavior, but one is a model-specific second-pass cache bug and the other is static-cache seq-length dtype on non-CUDA backends." + "reason": "Both mention cache/sequence behavior, but they target different mechanisms: stale indexer cache in GlmMoeDsa vs StaticCache seq-length tensor arithmetic." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "These are unrelated; one is a tokenizer regression, the other is a hub utility bug about forwarding revision in list_repo_files." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Doc-example quantization issues are not the same as a runtime offloading/quantization regression." + "reason": "SigLIP2 doc-example errors and quantization/offloading issues are not the same concrete bug or code path." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different failures in different areas: documentation example mismatch vs Canine fp16 ONNX attention dtype mismatch." + "reason": "A documentation/model mismatch is unrelated to an ONNX fp16 dtype mismatch in Canine attention." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Unrelated models and bugs: BitNet packed-weight loading vs DAC latent reconstruction without STE." + "reason": "Both are CI-style bugs, but the failure modes differ completely: packed-weight loading vs DAC from_latents missing STE behavior." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both touch multimodal tokenization, but one is a processor.tokenizer regression and the other is a Kosmos2.5 long-OCR index error." + "reason": "Regression in processor/tokenizer access is unrelated to Kosmos2.5 long OCR input index errors." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading bug; no shared code path." + "reason": "Both are loading-related, but one is BigBirdTokenizer special-token registration and the other is BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different RT/vision issues: VideoPrism output field wiring vs RT-DETR feature-level mismatch in forward." + "reason": "Different RT-DETR/video-classification bugs: hidden_states assignment vs forward failure when feature-level counts mismatch." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different symptoms and components: Bamba torch.compile/SDPA vs DiaConfig losing token IDs on save/load." + "reason": "One is a torch.compile/SDPA issue in Bamba; the other is DiaConfig losing custom token IDs after save/load." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:44625", + "right": "issue:47050", "accept": false, - "reason": "No overlap beyond being model bugs; Bamba compile/SDPA and MLuke tokenizer AttributeError are unrelated." + "reason": "Qwen3.5 num_labels propagation and Canine fp16 ONNX dtype mismatch are unrelated bugs." }, { - "left": "issue:44625", - "right": "issue:47050", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Qwen3.5 label propagation and Canine fp16 ONNX export are unrelated defects." + "reason": "Different subsystems and failures: Bamba compile/SDPA vs MLukeTokenizer AttributeError on tasks." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel init failure is unrelated to `_torch_extract_fbank_features()`." + "reason": "A deepspeed/zero3 BertModel index error is not the same as _torch_extract_fbank_features failing." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-input issues in Qwen models, but they fail in different pipelines and with different root causes." + "reason": "Both are Qwen video-input problems, but one is a ValueError in Qwen3OmniMoe video processing and the other is a chat-template video-token/features mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window Qwen3-MoE behavior and AutoConfig trust_remote_code field loss are distinct bugs." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig returning missing fields." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Tokenizer constructor keyword collision is unrelated to loading `cjvt/sleng-bert`." + "reason": "Qwen2.5-VL video position IDs bug and FA2 long-context performance regression are different issues." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length contract bug and VideoPrism hidden_states wiring are unrelated." + "reason": "StaticCache get_seq_length contract violation is unrelated to VideoPrism hidden_states assignment." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer loading failure for cjvt/sleng-bert are separate bugs." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both involve loading/configuration, but one is `base_model_prefix` compatibility in v5.0.0 and the other is `from_pretrained` behavior inside Python classes." + "reason": "base_model_prefix loading regression is not the same as inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different model families and failures: Qwen3 auto device mapping crash vs tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Qwen3 auto device mapping cudaErrorAssert and est-roberta tokenizer loading failure are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction issue vs `TOKENIZER_MAPPING_NAMES` add-new-model-like failure; unrelated code paths." + "reason": "Audio fbank extraction and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different code paths." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void segmentation-map bug and CustomTrainer loss-signature regression are unrelated." + "reason": "ImageProcessor void segmentation maps and CustomTrainer.compute_loss num_items_in_batch are unrelated generic errors." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default resolution failures are different model-specific bugs." + "reason": "LayoutLMv2Tokenizer crashes and Perceiver non-default-resolution failures are distinct model-specific issues." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token decode bug vs DAC latent/forward mismatch; no common underlying issue." + "reason": "BigBirdTokenizer special-token registration and DAC from_latents missing STE are unrelated bugs." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Both are tokenizer-loading problems, but the failing tokenizers and causes differ completely." + "reason": "StaticCache seq-length tensor behavior and Gemma4 quantized embedder dtype casting do not share the same root cause." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "CLIP output field regression and RT-DETR output drift are different model-output bugs." + "reason": "SwitchTransformers sparse-layer config and Smollm3 RoPE-layer dropping are different model configuration bugs." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "StaticCache return-type bug and Gemma4 quantized embedders dtype casting are unrelated." + "reason": "Tokenizer loading for sleng-bert and XLMRobertaTokenizer passing a dict to Unigram are different failures." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different architectural issues." + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are unrelated model-output bugs." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and DAC missing-STE mismatch are unrelated." + "reason": "Bamba torch.compile/SDPA failure and DAC from_latents missing STE are not the same bug." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Gemma3n variable-name collision and static-cache seq-length tensor return are unrelated." + "reason": "trust_remote_code AutoConfig missing fields and strict config blocking granite_speech loading are distinct config-loading problems." } ] }, @@ -5946,7 +5966,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:34634", "issue:36010", @@ -5959,8 +5979,8 @@ "issue:43577", "issue:43582", "issue:43606", - "issue:43643", "issue:43644", + "issue:43716", "issue:43749", "issue:43782", "issue:43818", @@ -5977,7 +5997,6 @@ "issue:44811", "issue:44821", "issue:44843", - "issue:44877", "issue:44936", "issue:44977", "issue:44991", @@ -5995,226 +6014,234 @@ "issue:46294", "issue:46463", "issue:46512", + "issue:46858", "issue:47020" ], "soft_pairs": [ - "issue:43643|issue:44877", + "issue:44008|issue:46858", "issue:44821|issue:45084", - "issue:44843|issue:45081", "issue:34634|issue:36010", "issue:39692|issue:45834", + "issue:44843|issue:45081", "issue:43540|issue:44008", "issue:44448|issue:44671", "issue:44186|issue:44442", "issue:45584|issue:45834", - "issue:43322|issue:45685", "issue:45183|issue:45479", - "issue:44991|issue:47020", + "issue:43322|issue:45685", "issue:43644|issue:43749", - "issue:44991|issue:46291", + "issue:44991|issue:47020", "issue:43606|issue:45072", + "issue:44991|issue:46291", "issue:44561|issue:45020", - "issue:43782|issue:44977", "issue:43421|issue:44811", "issue:43577|issue:43818", - "issue:44479|issue:45834", "issue:43550|issue:45072", + "issue:44479|issue:45834", "issue:43582|issue:46512", + "issue:43782|issue:44977", "issue:43825|issue:43994", "issue:43388|issue:46032", "issue:44805|issue:44936", - "issue:46294|issue:46463" + "issue:46294|issue:46463", + "issue:43716|issue:44008" ], - "prepared_review_unit_hash": "cd41f93d4b6f16dc1e1516a4dc16c63722b50bf7b7cef99df80cb729b292255d", + "prepared_review_unit_hash": "53c61b672f95a7158b58aef0be3e52c2dd92f03744174fc6c8989e7c86901d7a", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35859, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "soft_pair_count": 27, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are related only by broad subsystem similarity, not the same bug. The only strong duplicate-looking pair is the remote_code regression: the specific v5.0 `is_torch_fx_available` removal breakage appears to be a concrete instance of the broader `remote_code` failure report.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45020 is the best canonical issue because it is the broad umbrella report for `remote_code` breakage in recent transformers versions and can naturally subsume the more specific v5.0 helper-removal regression.", + "summary": "Mostly unrelated issue set; only the two remote_code-related reports look like the same underlying regression. I would keep the broad umbrella issue as canonical.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the best umbrella: it is broad, open, and explicitly covers recent-version breakage for remote_code models; the other matching report is a narrower symptom of that same regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the strongest global issue representative: broad, user-facing, and closest to the common root-cause class among the provided issues.", + "best_issue_reason": "issue:45020 is the strongest canonical candidate because it captures the shared failure mode at the right abstraction level and can subsume the more specific trust_remote_code breakage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Both concern config loading, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different failures and code paths." + "reason": "Different subsystems and failures: Gemma 3n forward path name collision vs cache sequence-length tensor arithmetic." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Unrelated problems: loading `AutoImageProcessor` from URL vs a Jinja/template compilation error." - }, - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is a missing `backend_tokenizer` attribute; distinct bugs." + "reason": "Both touch loading/parsing, but one is AutoImageProcessor-from-URL and the other is a Jinja/template compilation error; not the same bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Different subsystems and symptoms: Bark voice preset/device-offload behavior vs a `GenerationMixin` import error." + "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes: SigLIP2 doc example errors vs Kosmos2.5 long-OCR index error." + "reason": "Different models and different problems: doc example errors vs OCR long-input index failure." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but distinct root causes: offline hub call vs missing backend_tokenizer attribute." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal input errors, but Qwen video-processing `ValueError` and Gemma3n variable-name collision are not the same bug." + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Gemma 3n audio_mel_mask name collision." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 model-behavior regressions, but Pegasus output drift and CamemBERT masked-LM prediction errors are separate model-specific issues." + "reason": "Both are v5 output regressions, but they affect different model families and do not indicate the same code-path bug." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crashes in different classes/models; no evidence they share the same underlying code path." + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a speech tokenizer." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription handling after `align_special_tokens` is unrelated to Kosmos2.5 OCR indexing." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Different failures: Llava Next segfault on load vs an MPS histogram unsupported-int error in moe code." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR indexing are different failures." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "One is bad `input_ids`/`inputs_embeds` validation messaging; the other is degenerate zero-loss classification behavior." + "reason": "Validation error messaging for input_ids/inputs_embeds is not the same as the single-label-classification zero-loss bug." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is model-specific and the other is a concrete `XLMRobertaTokenizer` constructor bug; not enough evidence they are the same underlying issue." + "reason": "Segfault on Llava Next loading and an MPS histogram TypeError are unrelated." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Different loading/state issues: non-persistent buffer junk vs FSDP CPU RAM efficient loading." + "reason": "Buffer-initialization junk and FSDP CPU RAM efficient loading are not the same concrete bug." }, { "left": "issue:44991", - "right": "issue:46291", + "right": "issue:47020", "accept": false, - "reason": "Tokenizer loading failure for one model is unrelated to importing pipelines with a kernels metadata/version requirement." + "reason": "Both are tokenizer-loading regressions, but the titles point to different model-specific causes and code paths." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Separate device/dtype problems in different models and execution modes; not the same bug." + "reason": "CPU-offload device mismatch for Bark is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and kernels-version requirements for importing pipelines are unrelated." }, { "left": "issue:44561", "right": "issue:45020", "accept": true, - "reason": "The specific `is_torch_fx_available` removal breaking `trust_remote_code` models is a concrete instance of the broader recent-versions/remote_code regression reported in 45020." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Different Qwen issues: weight-only loading error vs flash-attention generation failure." + "reason": "Both describe the same remote_code/trust_remote_code regression in recent transformers versions; 44561 gives the likely root cause, 45020 is the umbrella report." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Tokenizer post-processor sync and Whisper `batch_decode` special-token handling are unrelated." + "reason": "TokenizersBackend post-processor updates and Whisper batch_decode skip_special_tokens handling are different bugs." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different BLIP2 dtype mismatch vs Video-LLaVA architecture/weight-sharing issue." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Qwen VL video-input regression and Kosmos2.5 OCR indexing are different multimodal bugs." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is a different code-path problem than dtype mismatch regressions." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Both involve runtime execution issues, but Bamba SDPA/torch.compile and bfloat16 dtype mismatches are separate code paths." + "reason": "Video-input regression across Qwen models and Kosmos2.5 OCR indexing are unrelated." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale `model.config.dtype` after `from_config` are distinct dtype/config issues." + "reason": "Apple Silicon allocator TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "weight_only=True loading error and flash-attention generation failure are different Qwen issues." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline translation message bug vs SigLIP2 nonsensical outputs; not the same defect." + "reason": "Pipeline task messaging and SigLIP2 output correctness are not the same bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different bugs: `gather_for_metrics` dropping label elements vs Mamba2 cache correctness." + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache correctness are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape/indexing error and `trainer.evaluate()` after `train()` are not the same failure." + "reason": "Mask-shape IndexError and trainer.evaluate() after train are distinct failures." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen video chat-template mismatch and T5 decoder-input validation are unrelated." + "reason": "Qwen3.5 video token/feature mismatch and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 preprocessor/model dtype mismatch is unrelated to Gemma 3n variable collision." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is conservative and grounded in the packet. The only accepted soft pair, 44561 \u2194 45020, is plausibly the same remote_code regression class, and the other pairs are rejected without overclaiming shared root causes. No mergeability concerns stand out for the accepted pair." + "feedback": "The canonical choice is grounded in the packet: issue:45020 is a reasonable umbrella for the remote_code regression, and issue:44561 is its narrower symptom. The remaining soft-edge rejections are conservative and stay within what the titles/body metadata support." }, "evaluator_used": true, "retried": false, @@ -6233,7 +6260,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28218", "issue:29159", @@ -6241,14 +6268,15 @@ "issue:36010", "issue:36331", "issue:42175", + "issue:43257", "issue:43262", + "issue:43329", "issue:43540", "issue:43550", "issue:43577", "issue:43582", "issue:43645", "issue:43653", - "issue:43716", "issue:43720", "issue:43742", "issue:43749", @@ -6258,7 +6286,6 @@ "issue:43827", "issue:43906", "issue:43931", - "issue:44008", "issue:44291", "issue:44589", "issue:44610", @@ -6285,18 +6312,17 @@ "issue:46932" ], "soft_pairs": [ - "issue:43716|issue:44008", "issue:43931|issue:46846", "issue:43540|issue:45381", "issue:28218|issue:29159", - "issue:43749|issue:44291", "issue:44610|issue:45072", + "issue:43749|issue:44291", "issue:43720|issue:45072", "issue:43645|issue:46665", "issue:43825|issue:43827", "issue:34634|issue:36331", - "issue:42175|issue:45081", "issue:43577|issue:43582", + "issue:42175|issue:45081", "issue:44671|issue:45701", "issue:46175|issue:46932", "issue:45003|issue:46285", @@ -6310,199 +6336,194 @@ "issue:45372|issue:46326", "issue:43550|issue:44912", "issue:36010|issue:43645", - "issue:43906|issue:46209", - "issue:36010|issue:36331" + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43906|issue:46209" ], - "prepared_review_unit_hash": "c12b374af13078ef680643647cb898531d67047692683139ac44a3a29b722321", + "prepared_review_unit_hash": "bd62efd0e67c6bbde80f5ec1c0aa69d7f504cc2b2fc2dd351be62032b4b8d62e", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36125, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "serialized_chars": 36156, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No reliable duplicate cluster here: the soft pairs mostly share a subsystem name or version context, but each pair points to a different concrete bug/change. I would not merge any of the candidate edges.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue is a safe canonical for the cluster; the items span many unrelated root causes across tokenizer, loading, multimodal, quantization, and training bugs.", + "summary": "This is a loose, theme-based cluster rather than a true duplicate set: most items are distinct regressions in loading, tokenization, multimodal processors, or dtype/quantization paths. I found no PRs, and none of the soft pairs are close enough to merge as duplicates under a strict standard.", + "confidence": 0.31, + "canonical_issue_reason": "Issue #45020 is the broadest umbrella report in the set and most representative of the recurring \"recent version breaks model loading/remote code\" pattern, but it is still not a true duplicate target for most of the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue overall: the set is heterogeneous, and none of the issues is representative of the others beyond broad topical similarity.", + "best_issue_reason": "#45020 is the best single issue to anchor this cluster because it is the most general and central regression report among otherwise unrelated, model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Different bugs: image-preprocessor/model dtype mismatch vs Gemma3n forward variable-name collision." - }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both involve Qwen loading/TP, but one is a weight-shape mismatch and the other is a missing tp plan entry causing OOM/shape errors." + "reason": "Different failures and different model families: Qwen3-VL weight-shape mismatch vs Qwen3.5 TP-plan omissions causing OOM/shape errors." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different video-input failures in different models: Qwen3OmniMoe ValueError vs Qwen2.5-VL vision_position_ids bug." + "reason": "Both mention video processing, but they describe different models and different bugs: Qwen3OmniMoe video-input ValueError vs Qwen2.5-VL temporal position id calculation." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer-related, but not the same defect: extra space after added token vs slow/fast tokenizer inconsistency." + "reason": "Tokenizer spacing vs slow/fast tokenizer inconsistency is too broad to treat as the same bug without more evidence; the second title could cover many different tokenizer issues." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Different loading paths and failure modes: FSDP CPU RAM-efficient loading vs init_empty_weights rejecting _is_hf_initialized." + "reason": "Unrelated subsystems and symptoms: OmDet-Turbo image-size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Processor image-size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Both touch loading flows, but one is FSDP CPU RAM efficient loading and the other is an init_empty_weights argument regression; not the same concrete code-path problem." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading bug in BitNet vs bfloat16 inference dtype mismatch." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to bfloat16 inference dtype mismatches." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both touch from_pretrained, but one is notebook custom-model init under v5 and the other is inconsistent behavior inside Python classes." + "reason": "Both involve custom model initialization/loading contexts, but the Jupyter custom-model regression and from_pretrained-inside-classes behavior are different enough to keep separate." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect v5 error message; the other is docs still referencing pipeline()." + "reason": "One is an error-message regression, the other is outdated documentation after pipeline removal; related topic, but not the same underlying bug or change." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Unrelated bugs: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." - }, - { - "left": "issue:42175", - "right": "issue:45081", - "accept": false, - "reason": "Packaging/backend install issue vs Mistral tokenizer regex AttributeError." + "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different root causes: Blip2 dtype propagation vs Apple Silicon allocator warmup TypeError." + "reason": "Blip2 dtype casting/loading bug vs Apple Silicon allocator warmup TypeError; no shared code path." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to the Mistral regex patch crash in tokenizer loading." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT MLM regression vs broad tokenization-version change; same area, different concrete issue." + "reason": "A model-specific masked-LM prediction regression is not the same as a broad tokenization-version change, even if tokenization may be involved." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Huge one-hot embedding memory problem vs Gemma4 quantized dtype casting issue." + "reason": "Gemma4 one-hot position-embedding memory blowup is unrelated to Gemma4 dtype casting for quantized embedders." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access vs CLIPTextModel structural inconsistency." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the CLIP text-model structure inconsistency." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both image-processing-related, but over-padding divisible sizes is separate from wrong patch counting with odd 490 multiples." + "reason": "Both concern image preprocessing math, but one is over-padding and the other is incorrect patch counting for Aria; different implementations and symptoms." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs DAC.from_latents / STE mismatch." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC forward/from_latents mismatch with missing STE." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs: weight_only loading error vs rope-index scaling regression." + "reason": "Different Qwen-VL generations and different bugs: weight_only loading failure vs temporal position_id scaling." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs CUDA AMP crash in LwDetrImageLoss." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to CUDA AMP crashes in LwDetrImageLoss." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug vs MXFP4 quantization load fallback to bf16." + "reason": "BigBirdTokenizer special-token registration issue has nothing in common with BitNet MXFP4 quantization fallback." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure vs PIL backend incorrectly requiring torchvision." + "reason": "Float8 storage lookup error and PIL/torchvision dependency regression are different loading/runtime problems." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error vs remote_code breakage across recent versions." + "reason": "A specific MobileLLM key error is not the same bug as the broad remote_code regression in recent transformers versions." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common/Gemma processor loading, but the failures are different: missing ReasoningEffort import vs continue_final_message behavior." + "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 processor loading and the other is continue_final_message behavior on a tokenizer path." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile + SDPA bug in Bamba vs quantization fallback in git-oss-20b." + "reason": "torch.compile with SDPA in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback in git-oss-20b." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import removal vs custom-model initialization in notebooks." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization are distinct regressions." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Isolated reproduction of another issue vs FP8 inference failure on B200." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to the multimodal token-count video-branch undefined-name bug." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "ImportError for GenerationMixin vs trainer compute_loss keyword-argument mismatch." + "reason": "An isolated reproduction of an older issue is too vague to equate with the FP8 inference failure on B200; no concrete shared bug is evident." } ] }, @@ -6524,7 +6545,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:34567", "issue:38175", @@ -6576,23 +6597,22 @@ "issue:47050" ], "soft_pairs": [ - "issue:43257|issue:43329", "issue:43526|issue:43697", - "issue:43452|issue:44991", "issue:43531|issue:45042", + "issue:43452|issue:44991", "issue:43638|issue:44936", "issue:42175|issue:46291", - "issue:45081|issue:45406", - "issue:44060|issue:44368", "issue:43819|issue:43927", + "issue:44060|issue:44368", + "issue:45081|issue:45406", "issue:43329|issue:45600", "issue:45084|issue:45538", - "issue:42490|issue:43257", "issue:43526|issue:44554", + "issue:42490|issue:43257", "issue:43746|issue:44811", - "issue:43854|issue:44977", "issue:45859|issue:47050", "issue:43643|issue:45759", + "issue:43854|issue:44977", "issue:38175|issue:44610", "issue:43262|issue:44811", "issue:39692|issue:44912", @@ -6600,208 +6620,208 @@ "issue:43329|issue:43450", "issue:43257|issue:43931", "issue:43329|issue:44479", - "issue:42915|issue:43742", "issue:44387|issue:44617", - "issue:44291|issue:45042", + "issue:42915|issue:43742", "issue:34567|issue:40990", + "issue:44291|issue:45042", "issue:42915|issue:44821" ], - "prepared_review_unit_hash": "0cf545c1e5b5e9b528cbab60ecc6aa3481813035da22df88266fb54de31c8e68", + "prepared_review_unit_hash": "02b1296070e6a82d6c96077ed7b37391675f7e1b1ff2e69431eb047111524839", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36743, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "soft_pair_count": 28, + "serialized_chars": 36443, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: the soft-similarity pairs mostly connect different bugs in the same broad Transformers ecosystem, but not the same underlying defect. I would reject all candidate duplicate edges and treat this as many separate issues rather than one duplicate cluster.", + "summary": "All candidate links are false positives from broad lexical similarity. The issues cover different models, subsystems, and failure modes, so none should be merged as duplicates.", "confidence": 0.96, - "canonical_issue_reason": "issue:43257 is the most plausible anchor only because it sits in the densest Qwen3/Qwen3-MoE-related subset and has strong discussion activity, but it is still not a true duplicate of the other candidates.", + "canonical_issue_reason": "No single canonical issue fits this set: the reports span unrelated bugs in training state, model loading, multimodal token accounting, audio/video processors, quantization, and backend/dependency handling.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43257 is the clearest concrete, actionable report among the listed issues and the closest thing to a cluster center, even though the cluster is too mixed for true deduplication.", + "best_issue_reason": "No global best issue is suitable; every item is a distinct bug report with different root causes and affected code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "Different bugs: MoE weight conversion on accelerate+deepspeed vs undefined video token-count helpers in multimodal processors." - }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different code paths: BeitImageProcessorFast label reduction vs RTDetrV2 output divergence in Transformers v5." + "reason": "Different bugs: BEiT label reduction vs RT-DETR output divergence." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Both are model/tokenizer loading problems, but they affect different models and failure modes (gguf_file breakage vs tokenizer load regression)." + "reason": "Different areas: Qwen3-MoE sliding window vs PIL backend torchvision dependency." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs PIL image processors incorrectly requiring torchvision." + "reason": "Unrelated loading failures affecting different tokenizer/model paths." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different lifecycle bugs: Deepspeed ZeRO-3 with non-pretrained Bert causing an index error vs trainer.evaluate() failing after trainer.train()." + "reason": "Different trainer failures: Zero3 empty batch/index error vs post-train evaluate regression." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Package/dependency mismatch vs pipeline import dependency metadata error; same backend area but not the same bug." + "reason": "Different dependency/import problems: TF backend packaging vs kernels metadata requirement." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Different objects and failures: Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve." + "reason": "Different models and root causes: DAC STE mismatch vs DiaConfig losing token IDs." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but one is a Qwen3-Next model issue and the other is a downstream LoRA fine-tuning warning; not the same concrete defect." + "reason": "Both mention tied-weights warnings, but they concern different Qwen variants and different warning behavior." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Different model behavior: DAC.from_latents mismatch with missing STE vs DiaConfig losing custom token IDs after save/load." + "reason": "Similar attribute-error shape, but distinct processors and code paths (Mistral regex patch vs Gemma4 serving)." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video token counting undefined variables vs stale auto_mappings references to removed configs; separate maintenance bugs." + "reason": "Multimodal video token counting bug is unrelated to stale auto_mappings references." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Completely different subsystems: template compilation error vs CLIPTokenizer model_max_length bug." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Both are load-related, but one is a trailing-slash import warning and the other is Qwen3-MoE weight conversion under accelerate+deepspeed." + "reason": "Different tokenizer/template issues with no shared failing code path." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "Different problems: image label reduction vs MPS attention correctness." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Different components: GraniteSpeech PEFT local checkpoint loading vs Whisper batch_decode ignoring skip_special_tokens." + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Different models and failures: GLM-4.7-Flash unit-test loading issue vs Qwen3.5 flash-attention generation regression." + "reason": "Different functionality: local PEFT checkpoint loading vs Whisper batch decoding options." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "Different model/backend bugs: Qwen3.5Moe CPU-offload incompatibility vs CanineModel fp16 ONNX dtype mismatch." + "reason": "Different backends and bugs: CPU offload rotary embedding vs ONNX fp16 attention dtype mismatch." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config handling, but one is trust_remote_code missing fields and the other is not unwrapping text_config for composite multimodal configs." + "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other fails to unwrap text_config." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific regressions: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different symptoms and models: zero probabilities on SigLIP2 vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Different inference bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model size mismatch." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio processor chat-template sampling-rate default bug is unrelated to Whisper batch_decode special-token handling." + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode token skipping." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are not the same as gpt-oss-20b MXFP4 quantization fallback." + "reason": "Documentation/example errors and quantization mismatch are different from MXFP4 fallback to bf16." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3-MoE conversion bug vs GPT-oss-20b CUDA OOM; unrelated model and failure mechanism." + "reason": "Qwen3 MoE conversion bug is unrelated to GPT-oss out-of-memory." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is an undefined-variable bug in token counting and the other is a batched-shape bug in video processors." + "reason": "Video token-count helper bug and batched video processor shape bug are different defects." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Related model family, but different defects: weight conversion under accelerate+deepspeed vs shape-mismatch loading for Qwen3-VL-30B-A3B-Instruct." + "reason": "Different failures: MoE conversion under distributed loading vs Qwen3-VL shape mismatch." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Different bugs: FineGrainedFP8Config failure in Qwen3Moe vs key error loading facebook/MobileLLM-125M." + "reason": "Both touch video/VLM handling, but the concrete failures are different code paths and model families." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention memory pressure, but one is a Transformers 5.x int4 reserved-memory regression and the other is a plain OOM report for Sam3Video." + "reason": "Quantization memory regression is unrelated to Sam3Video OOM." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "init_empty_weights argument compatibility bug is unrelated to PIL backend image processors requiring torchvision." + "reason": "Different issues: FineGrainedFP8 loading failure vs MobileLLM key error." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Training-state token counter not updating is unrelated to high perplexity on gpt-oss-20b." + "reason": "Training token counter bug is unrelated to GPT-oss perplexity." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument mismatch is unrelated to PIL backend torchvision requirements." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are different subsystems and different bugs." + "reason": "Different loading problems: Qwen3Moe FP8 config vs AutoImageProcessor URL support." } ] }, @@ -6823,7 +6843,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28282", "issue:29127", @@ -6875,18 +6895,18 @@ "issue:47020" ], "soft_pairs": [ - "issue:43650|issue:43906", - "issue:46421|issue:46424", "issue:45459|issue:45803", "issue:29159|issue:34567", + "issue:46421|issue:46424", + "issue:43650|issue:43906", "issue:43749|issue:44756", - "issue:43525|issue:46291", "issue:28282|issue:29870", + "issue:43525|issue:46291", + "issue:28282|issue:34689", + "issue:43454|issue:43577", "issue:44987|issue:45538", "issue:43540|issue:46701", - "issue:28282|issue:34689", "issue:43425|issue:46291", - "issue:43454|issue:43577", "issue:43927|issue:44912", "issue:44568|issue:45356", "issue:39379|issue:44554", @@ -6894,198 +6914,198 @@ "issue:42175|issue:43824", "issue:44857|issue:46832", "issue:43697|issue:45357", - "issue:43404|issue:45127", "issue:45137|issue:45405", + "issue:43404|issue:45127", "issue:28282|issue:29127", "issue:45081|issue:47020", "issue:43742|issue:44291", - "issue:44479|issue:46693", - "issue:44936|issue:46821" + "issue:44936|issue:46821", + "issue:44479|issue:46693" ], - "prepared_review_unit_hash": "de9494f3ca28ddf762108f09c503943f874a46c9802309338b9ffb60f24e6c69", + "prepared_review_unit_hash": "7c54e43d2137dcccababa73fde161df2a4f617422c0a50882d5c74bc367f58a5", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35740, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs spanning tokenizers, model loading, training, multimodal, cache, and backend issues. I did not find any soft-edge pair that looks like the same underlying bug or change.", - "confidence": 0.46, - "canonical_issue_reason": "issue:45081 is the most concrete and self-contained report in the set, with a specific failing code path (`_patch_mistral_regex`), explicit exception, and clear repro context. The cluster itself is too broad for a stronger canonical anchor.", + "summary": "This is a heterogeneous cluster of unrelated Transformers issues. The only commonality is broad library scope; none of the soft pairs looks like the same underlying bug/change, so no duplicate merges are warranted.", + "confidence": 0.88, + "canonical_issue_reason": "No true canonical issue stands out: the set spans unrelated loading, tokenizer, training, vision, cache, and quantization problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the best representative issue here because it is narrowly scoped, actionable, and tied to a specific failure mechanism rather than a broad symptom report.", + "best_issue_reason": "Issue 29159 is the broadest user-facing tokenizer-behavior report in the set, so it is the closest weak representative, but it does not actually subsume the mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Completely unrelated: a vague data request vs. an isolated reproduction of a specific bug." + "reason": "Both mention error-handling around tokenization, but they hit different code paths: protobuf decode fallback vs. Fuyu tensor conversion." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Both are cache-related, but they describe different cache behaviors and different failure modes." + "reason": "Tokenizer slow/fast inconsistency and Trainer token-count bookkeeping are unrelated bugs." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Both mention broad exception handling, but they are different code paths and different bugs." + "reason": "Both are cache-related, but one is lazy cache initialization causing recompilation and the other is cache length configuration behavior." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Tokenizer inconsistency and trainer token-count tracking are unrelated issues." + "reason": "These are unrelated; one is a vague data request, the other is a reproduction of a separate issue." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both involve memory/loading concerns, but one is FSDP loading and the other is mmap/OOM on specific hardware." + "reason": "Both concern memory/loading, but FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Missing PyTorch dependency import error and BART generate() UnboundLocalError are different problems." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing `pad_token_id` in a config is unrelated to the pipelines/kernels import failure." + "reason": "Llama4Config missing pad_token_id and pipelines failing on kernels version requirements are unrelated." }, { "left": "issue:28282", - "right": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "PyTorch import error and BART generate unbound variable are unrelated failures." + "reason": "A missing torch dependency is not the same as a Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both touch model attributes, but untied lm_head weights and BLIP2 dtype propagation are distinct bugs." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading a model regression and CLIP tokenizer max length are different problems." + "reason": "Loading a specific model and CLIPTokenizer's max_length constant are not the same underlying issue." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal pipelines and different failure points; not the same bug." - }, - { - "left": "issue:28282", - "right": "issue:34689", - "accept": false, - "reason": "PyTorch missing import and Llama 3.2 vision loading regression are unrelated." + "reason": "Both are multimodal issues, but Qwen3OmniMoe video-input validation and DiffusionGemma pipeline output wiring are different code paths." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility is not the same as the kernels import requirement change." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "Both affect model loading, but one is tied weights and the other is dtype propagation." + "reason": "Torch version incompatibility and kernels import-version requirements are separate dependency issues." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config token ID persistence and MXFP4 quantization fallback are unrelated." + "reason": "Config save/load token-ID loss and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors." + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "mllama mask handling and MPS attention correctness are different code paths." + "reason": "These are both correctness bugs, but one is mllama mask handling and the other is an MPS attention dimension issue." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "CLIP bus error on macOS and trainer token counting are unrelated." + "reason": "A MacOS CLIP bus error and a TrainerState token counter not updating are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend selection issue and missing class import are not the same bug." + "reason": "Packaging/backends missing TensorFlow and failing to import a model class are different problems." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR/LW-DETR crashes with different triggers and stack paths." + "reason": "Both are RT-DETR related, but one is an AMP/CUDA loss crash and the other is a forward-path feature-level mismatch." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Output regression in RTDetrV2 and wrong visual encoder keys in Qwen3.5 save/load are unrelated." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key corruption are unrelated." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Both involve tied weights, but one is a missing tie in Mistral3 and the other is LoRA merge collapse after vocab extension." + "reason": "DeepSpeed ZeRO3 deque errors and an unreleased PEFT version bump do not describe the same bug." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "DeepSpeed deque error and an unreleased dependency version bump are unrelated." + "reason": "Both involve weight tying, but one is a missing tie in Mistral3ForConditionalGeneration and the other is LoRA merge collapse with extended vocab." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import and clearer LayoutLMv3 error messaging are unrelated." + "reason": "A missing PyTorch import and a LayoutLMv3 box-information error are unrelated." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading errors, but they involve different tokenizer classes and different underlying failures." + "reason": "Both are tokenizer construction failures, but they affect different tokenizer implementations and different root causes." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError loading one model and `_is_hf_initialized` arg mismatch are different initialization failures." + "reason": "Model loading key errors and unexpected _is_hf_initialized arguments are different initialization bugs." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Video-input regression and FA2 long-context performance regression are unrelated." + "reason": "Trainer evaluate-after-train failure and TimesFM window_size attribute errors are unrelated." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "Trainer evaluate/train interaction and TimesFM window_size attribute error are unrelated." + "reason": "A video-input regression and a long-context performance regression are not the same underlying issue." } ] }, @@ -7107,7 +7127,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:24643", "issue:27957", @@ -7160,242 +7180,242 @@ "soft_pairs": [ "issue:42915|issue:45538", "issue:45538|issue:46869", - "issue:44062|issue:44991", "issue:43452|issue:43582", + "issue:44062|issue:44991", "issue:24643|issue:29159", - "issue:42915|issue:43749", "issue:27957|issue:28282", + "issue:42915|issue:43749", "issue:43577|issue:46512", "issue:44849|issue:45701", "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:42175|issue:44488", - "issue:44479|issue:45381", "issue:43540|issue:44479", "issue:44987|issue:45907", + "issue:44479|issue:45381", "issue:38175|issue:44898", "issue:44291|issue:44821", "issue:34567|issue:36331", "issue:44792|issue:44964", "issue:44568|issue:45488", - "issue:44062|issue:45081", "issue:43257|issue:43756", + "issue:44062|issue:45081", "issue:45042|issue:45081", "issue:43582|issue:46821", "issue:43742|issue:44589", - "issue:43756|issue:46399", "issue:43531|issue:44821", + "issue:43756|issue:46399", "issue:43756|issue:45325", "issue:45405|issue:45600" ], - "prepared_review_unit_hash": "5e706b67eb4de553ee6d7dbb000129eee5e6e29e111ed71952345ae9d2608f5e", + "prepared_review_unit_hash": "50c3da2be97fed5ae0d5a0e0607b2f05bdefba79cb689db1a529d448d8165bef", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35787, - "estimated_input_tokens": 8947, - "estimated_eval_tokens": 18150 + "serialized_chars": 35783, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the items span tokenizer, loading, dtype, multimodal, and trainer bugs. Only one soft edge looks like a likely true duplicate around the Qwen2.5-VL / Qwen3 video-input regression.", - "confidence": 0.42, - "canonical_issue_reason": "issue:44479 is the best canonical issue because it describes the broadest version of the only clearly overlapping bug family in this set: the v5.3.0 Qwen video-input regression affecting multiple Qwen VL variants.", + "summary": "This set is mostly a heterogeneous collection of unrelated Transformers issues. The only soft pair that looks like the same underlying bug is the Qwen2.5-VL/Qwen3 video-input position-id regression. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44479 is the broadest and most representative of the video-input regression family, covering multiple Qwen VL/MoE variants and likely subsuming the narrower follow-up report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative for the cluster\u2019s one plausible duplicate thread; it is broader and more central than the narrower follow-up report in issue:45381.", + "best_issue_reason": "issue:44479 is the best representative issue because it captures the shared Qwen video-input regression at the highest level and is more general than the narrower variant report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different subsystems and failures: Qwen3Moe FP8 loading vs CLIPTokenizer model_max_length." + "reason": "Different failures in unrelated areas: Qwen3Moe FP8 loading vs CLIPTokenizer max-length metadata." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Unrelated: tokenizer max-length behavior vs YOLO multi-GPU device-map failure." + "reason": "Unrelated tokenizer metadata bug vs YOLO multi-GPU auto device-map failure." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Both are tokenizer-related, but they describe different bugs in different code paths and models." + "reason": "GGUF tokenizer/model loading issue vs Apple Silicon allocator warmup TypeError; no shared code path." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Unrelated: gguf loading vs Apple Silicon allocator warmup TypeError." + "reason": "AddedToken argument conflict vs tokenizer loading failure for a specific model; symptoms and causes differ." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "Different areas: DeepSpeed training weight shape error vs slow/fast tokenizer inconsistency." + "reason": "DeepSpeed training weight-shape error is unrelated to slow/fast tokenizer inconsistency." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Different root causes: FP8Config failure vs FSDP CPU RAM efficient loading." + "reason": "Flash Attention 2 model support issue vs missing PyTorch import error." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Unrelated model-specific Flash Attention issue vs missing PyTorch import error." + "reason": "Both involve training/loading infrastructure, but the concrete problems are different: FP8 config vs FSDP CPU RAM efficient loading." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype, but one is a loading-time dtype bug and the other is stale config dtype after from_config; not the same concrete bug." + "reason": "Both mention dtype handling, but one is a BLIP2 module-casting bug and the other is stale config dtype after from_config; not the same defect." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden_states bug and tokenization changes are different problems." + "reason": "Qwen3.5 hidden-states bug is unrelated to tokenizer-version-dependent tokenization changes." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different failures: auto device mapping cuda assert vs video-input ValueError." + "reason": "Different Qwen3 failures: auto device mapping cuda assert vs video input processing ValueError." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both mention Qwen video input, but they affect different models and show different errors; too weak to treat as the same bug." + "reason": "Both are video-related, but they target different models and errors (ValueError vs StopIteration) and do not clearly share one concrete code path." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Package/backend dependency issue vs model loading failure; no shared code path." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL video-input regression in transformers 5.3.0; 45381 looks like a narrower report of the vision_position_ids bug covered by 44479." + "reason": "Packaging/backend dependency issue vs model loading failure for a specific checkpoint." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Related domain, but different models and different concrete failure modes; not clearly the same bug." + "reason": "Related domain, but 44479 is a broader regression report across several Qwen VL variants; 43540 is a distinct Qwen3OmniMoe video-input error." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different issues: model load failure vs repo_files revision forwarding in CI." + "reason": "Different API problems: loading a model with a new transformers version vs list_repo_files not forwarding revision." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL video-input positional-id regression in v5.3.0; one is the broad regression report, the other a narrower symptom report." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both concern model outputs/classification, but the symptoms and code paths are different." + "reason": "Different model families and failures: SigLIP2 zero-probabilities vs Perceiver image-classification at non-default resolution." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different APIs and failures: init_empty_weights argument handling vs AutoImageProcessor URL loading." + "reason": "Unexpected init_empty_weights argument vs AutoImageProcessor URL loading; unrelated loader paths." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer compute_loss signature are separate trainer regressions." + "reason": "TrainerState token counter not updating is not the same as custom compute_loss signature breakage." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Unrelated multimodal failures: janus image-generation test vs Phi-4 multimodal model loading." + "reason": "Janus test failure and Phi-4 multimodal loading failure are distinct multimodal issues." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors; not the same underlying bug." + "reason": "Different tokenizer regressions affecting different tokenizer classes and behaviors." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Different tokenizer-related errors in different code paths; one is AddedToken construction, the other is Mistral regex patching." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE-layer selection." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Different Qwen3 MoE/DeepSpeed loading bug vs Smollm3 RoPE-layer issue." + "reason": "AddedToken special-flag conflict is unrelated to Mistral regex patching crash." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different areas: image processor torchvision dependency vs Mistral tokenizer regex patch crash." + "reason": "Image-processor torchvision dependency regression is unrelated to tokenizer regex patching." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError; different subsystems." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading errors with no shared code path: MobileLLM key error vs Float8 storage lookup failure." + "reason": "MobileLLM key error is unrelated to missing Float8 storage type." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Smollm3 RoPE layer dropping and Qwen3.5 kernel registration are distinct bugs." + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor URL loading are unrelated." + "reason": "Smollm3 RoPE-layer count bug and Qwen3.5 apply_rotary_pos_emb registration crash are different defects." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve RoPE/position logic, but they are model-specific and describe different bugs." + "reason": "Different RoPE-related symptoms in different model families; no evidence of the same bug." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning and auto_mappings CI breakage are unrelated maintenance issues." + "reason": "PEFT version pin issue vs stale auto_mappings config reference breaking CI; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well-grounded in the packet and appropriately conservative. The cluster is clearly heterogeneous, and the only accepted soft edge (44479/45381) is a plausible duplicate based on the shared Qwen video-input regression context. No PR-pair mergeability issue applies here." + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft pair, issue:44479 vs issue:45381, is a plausible same-bug match based on the shared Qwen2.5-VL video input position-id regression. The other pairwise rejections are cautious and supported by the titles/descriptions. No PRs are present, so there is nothing mergeability-related to flag." }, "evaluator_used": true, "retried": false, @@ -7414,7 +7434,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:24643", "issue:28282", @@ -7467,9 +7487,9 @@ "soft_pairs": [ "issue:43716|issue:46701", "issue:44737|issue:46463", - "issue:43906|issue:46693", "issue:43577|issue:45072", "issue:45823|issue:46463", + "issue:43906|issue:46693", "issue:44568|issue:46491", "issue:24643|issue:29870", "issue:45672|issue:45674", @@ -7478,8 +7498,8 @@ "issue:43906|issue:46468", "issue:43452|issue:44488", "issue:28282|issue:32090", - "issue:45663|issue:46846", "issue:43697|issue:46829", + "issue:45663|issue:46846", "issue:44913|issue:46121", "issue:44737|issue:45588", "issue:43526|issue:45479", @@ -7488,211 +7508,208 @@ "issue:45357|issue:45920", "issue:44466|issue:45005", "issue:44493|issue:46050", - "issue:41762|issue:44936", "issue:43720|issue:44898", "issue:45200|issue:46463", + "issue:41762|issue:44936", "issue:43643|issue:45375" ], - "prepared_review_unit_hash": "1783229042358d9485928525f7d0c58ff842cac6e085275278b1be6dca0e07e7", + "prepared_review_unit_hash": "db6b320365f6cc2f4adac97de36b8f2316a5d9634ec7291fca4397d5e9fcd03d", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35947, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "serialized_chars": 35953, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "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/config/runtime bugs. The only plausible duplicate pair is the tied-weights serialization regression in v5 (issues 44466 and 45005); the rest differ in model family, code path, or failure mode.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45005 is the broader and more representative tied-weights regression report; issue:44466 looks like a narrower manifestation of the same v5 serialization problem.", + "summary": "This cluster is a loose similarity bucket of mostly unrelated transformer bugs: tokenizer regressions, config/serialization issues, multimodal dtype/device problems, training/DeepSpeed failures, and a few model-specific loading errors. The soft pairs share broad subsystem vocabulary only, so none look like true duplicates of the same concrete bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: the items are thematically related but not the same underlying bug, so there is no single issue that cleanly represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 best represents the only likely duplicate bug in the cluster because it describes the underlying tied-weights issue at a higher level rather than a single device-specific symptom.", + "best_issue_reason": "No single issue is a good global representative because the cluster spans many different failure modes and model families; any pick would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal failures: image-preprocessor/model dtype mismatch vs a broken image-text-to-text pipeline." + "reason": "Both involve multimodal inputs, but one is an image-preprocessor dtype mismatch and the other is a broken image-text-to-text pipeline; different code paths and symptoms." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Unrelated components: XLNet CPU positional encoding bug vs T5 decoder input validation error message." - }, - { - "left": "issue:43906", - "right": "issue:46693", - "accept": false, - "reason": "One is an isolated reproduction of a specific bug; the other is a FA2 long-context performance regression." + "reason": "XLNet CPU positional encoding bug vs T5 decoder-input validation error; unrelated models and failures." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different code paths." + "reason": "Both are dtype-related, but one is load-time dtype propagation in Blip2 and the other is inference-time dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder input validation." + "reason": "Gemma4 device-map forward mismatch is unrelated to a T5 decoder validation error message bug." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is an isolated reproduction of a specific prior issue; the other is a performance regression with FA2 and long-context generation." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer round-trip behavior for different models; not the same bug or code path." + "reason": "Tokenizer special-token behavior vs CodeLlama encode/decode leading-space loss; different tokenizer bugs." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight-shape training error and BART generate() decoder mask bug are distinct failures." + "reason": "DeepSpeed training weight-shape runtime error vs Bart generate unbound local decoder_attention_mask; not the same failure." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both concern 4-bit inference, but one is an unsafe uint8 dtype cast in Gemma4 audio modules and the other is BitsAndBytes skip-module handling." + "reason": "Gemma4 4-bit audio/vision uint8 cast bug vs BitsAndBytes skip-modules handling; different quantization paths." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both involve config handling, but one is num_labels propagation and the other is strict config loading for a different model." + "reason": "Qwen3.5 num_labels propagation bug vs strict config blocking granite_speech loading; distinct config issues." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Different subsystems: Qwen3OmniMoe video-input validation vs FA2 generation performance regression." + "reason": "Video-input processing error in Qwen3OmniMoe vs FA2 long-context performance regression; unrelated." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "A reproduction of one bug is not the same as an example being broken; different symptoms and likely causes." + "reason": "An isolated reproduction is not the same bug as the broken official Nemotron example." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but one is about gguf_file in auto classes and the other is a specific model load regression." + "reason": "gguf_file loading breakage for tokenizer/model APIs vs failure to load one specific model checkpoint; different load-time problems." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch-missing ImportError vs NoneType broadcast error in Trainer/accelerate are unrelated." + "reason": "Missing PyTorch import vs NoneType passed to _gpu_broadcast_one; unrelated environment/runtime failures." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Different parallelism bugs: FSDP2 shared_kv_states KeyError vs TP plan omissions causing OOM/shape errors." + "reason": "RTDetrV2 output drift in v5 vs VideoPrism hidden_states field mispopulation; different model behaviors and code paths." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "Different output/serialization bugs in different models; no shared concrete failure path." + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Qwen3.5 tensor-parallel plan omission; different models and mechanisms." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch rope/config handling, but one is silent default reversion on reload and the other is a TypeError during conversion." + "reason": "GPTNeoX config reload losing rotary_pct vs rope validation TypeError on JSON-loaded lists; separate config serialization bugs." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated." + "reason": "XLNet CPU arange issue vs flash_attention crash on s_aux=None; not the same problem." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Image label reduction bug vs sequence-classification zero-loss bug are different issues." + "reason": "BEiT image processor label reduction bug vs sequence-classification zero-loss bug; different components and symptoms." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "Generic T5 validation messaging issue vs Gemma4 multimodal 4-bit dtype cast bug." + "reason": "T5 decoder validation message issue vs Gemma4 4-bit multimodal dtype cast bug; unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are separate problems." + "reason": "RTDetrV2 output differences vs Qwen3.5 save_pretrained regression; no concrete overlap." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different bugs: incorrect visual-encoder keys on save_pretrained vs wrong token IDs in AutoTokenizer." + "reason": "Qwen3.5 incorrect visual-encoder keys on save vs tokenizer producing wrong token IDs across models; different regressions." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe the same v5 tied-weights serialization/save_pretrained regression; 44466 is a device-specific symptom of the broader issue in 45005." + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head.weight serialization and the other is a broader translation-model tied-weights issue; not enough evidence of the same bug." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key warnings and sinq quantization save/load breakage are different regressions." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() failure are not the same bug." + "reason": "Unexpected position-id key warnings vs broken quantized model save/load round-trip; different serialization failures." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated." + "reason": "BitNet packed-weight unpacking issue vs Perceiver interpolate_pos_encoding failure; unrelated." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting issue is unrelated to T5 decoder validation." + "reason": "Gemma4 mm_token_type_ids defaulting bug vs T5 decoder validation error message; different models and fixes." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load-time index error vs trainer.evaluate after trainer.train regression; unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Different strict/trust_remote_code config bugs affecting different fields and model families." + "reason": "AutoConfig missing fields under trust_remote_code vs Qwen3_5MoeVisionConfig field dropped by @strict; distinct config-handling bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The 44466/45005 pairing is the only clearly supported duplicate, based on closely matching tied-weights / v5 serialization symptoms, and the other pairwise rejections are generally justified by different model families, code paths, or failure modes. I don\u2019t see an overclaim that would warrant rejection." - }, - "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 }, @@ -7707,7 +7724,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:29159", "issue:33357", @@ -7762,47 +7779,47 @@ "issue:43688|issue:43749", "issue:38175|issue:43295", "issue:44361|issue:44442", - "issue:43452|issue:44843", "issue:43653|issue:44361", + "issue:43452|issue:44843", "issue:43819|issue:44811", "issue:43994|issue:44898", "issue:43531|issue:43742", "issue:45372|issue:46170", "issue:44857|issue:47000", "issue:43761|issue:46829", + "issue:29159|issue:33357", "issue:43525|issue:46701", "issue:45542|issue:46178", "issue:46832|issue:46932", - "issue:29159|issue:33357", "issue:43688|issue:45704", - "issue:43295|issue:45356", - "issue:43688|issue:45701", "issue:43653|issue:44568", + "issue:43688|issue:45701", + "issue:43295|issue:45356", "issue:43646|issue:43749", "issue:43756|issue:46402", "issue:43452|issue:43577", "issue:44464|issue:44743", - "issue:44843|issue:44991", "issue:43653|issue:43927", "issue:42898|issue:46491", "issue:44821|issue:46821", + "issue:44843|issue:44991", "issue:44479|issue:44625", "issue:43761|issue:47013" ], - "prepared_review_unit_hash": "6c99a0e1f3b99d19fce4554f3d8905b39ad7b2d53a185d70964ab0a705651bc1", + "prepared_review_unit_hash": "0c292df21cb032475051840002b7778a347071ec466b1d239b86784153e0d3fe", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36599, + "serialized_chars": 36598, "estimated_input_tokens": 9150, "estimated_eval_tokens": 18556 }, @@ -7811,186 +7828,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair appears to be the same underlying bug or change; they mostly span unrelated tokenizer, model-loading, and architecture-specific regressions. I would keep the broad tokenizer-regression report as the cluster\u2019s canonical issue, but reject all soft duplicate edges.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45701 is the broadest, most representative tokenizer-behavior regression in the set and has the strongest evidence of being a recurring umbrella report.", + "summary": "This cluster is a loose mix of tokenizer regressions, model-loading bugs, and model-specific inference issues. I don\u2019t see any soft-edge pair that is clearly the same underlying bug, so no merges are justified.", + "confidence": 0.42, + "canonical_issue_reason": "issue:29159 is the broadest and most generic tokenizer-consistency report in the set, making it the best representative of the tokenizer-regression theme present in several nearby issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single issue to anchor the cluster because it is general, clearly user-facing, and likely to absorb nearby tokenizer-regression reports.", + "best_issue_reason": "issue:29159 is the most canonical issue because it captures the widest common theme (slow vs fast tokenizer inconsistency) without being tied to one model or one specific loading path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization vs FSDP CPU-efficient loading; different subsystems and failure modes." + "reason": "Different bugs: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probabilities bug vs processor.tokenizer/image-input regression; not the same code path." + "reason": "Different subsystems: SigLIP2 model output issue vs processor/tokenizer access regression." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and errors: MLukeTokenizer AttributeError vs AutoTokenizer loading failure." + "reason": "Both are AutoTokenizer problems, but they affect different tokenizer classes with different failure modes." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both touch tokenizer/model loading, but one is gguf_file support and the other is an offline mistral regex network call." + "reason": "Different tokenizer-specific bugs: BigBird special-token registration vs MLuke task AttributeError." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "BigBird special-token decode bug vs MLukeTokenizer task AttributeError; unrelated." + "reason": "Both are loading-path failures, but one is gguf support and the other is a mistral regex/offline hub regression." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling; distinct behaviors." + "reason": "Unrelated: DAC latent conversion mismatch vs Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and bugs: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." + "reason": "Different vision-model bugs on different architectures and code paths." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs MobileLLM key error; unrelated model/config paths." + "reason": "Qwen3-MoE sliding-window bug and MobileLLM key error are unrelated." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 mistral_common import error vs Windows/ROCm torch.distributed dependency issue; unrelated." + "reason": "Different dependency/import problems in unrelated packages and platforms." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are RT-DETR-related, but they concern different loss functions and different concrete crashes." + "reason": "Both touch detection losses, but they are distinct failure modes in different RT-DETR code paths." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden_states, but CLIPVision and VideoPrism are separate models with different output bugs." + "reason": "Both concern hidden_states outputs, but they are different models and different output contract bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error in a CLIP model; no shared bug." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id attribute error vs DiffusionGemma pipeline failure; unrelated." + "reason": "Llama4 config missing pad_token_id is unrelated to DiffusionGemma pipeline failure." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Different backend/dependency problems: missing TensorFlow backend vs tensorflow_text mapping error." + "reason": "Both involve backend handling, but the missing TensorFlow backend and tensorflow_text mapping error are separate issues." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level TypeError vs Gemma4 quantized embedder dtype casting; unrelated." - }, - { - "left": "issue:29159", - "right": "issue:33357", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs MacOS bus error on CLIP; no shared underlying bug." + "reason": "RT-DETR backbone/feature-level mismatch vs Gemma4 quantized dtype casting are unrelated." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are different model-specific issues." + "reason": "Aux-loss normalization is unrelated to T5/apex RMSNorm memory leak." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Processor/tokenizer regression vs Kimi-K2.5 codec-warning regression; different symptoms and code paths." + "reason": "Both are tokenizer special-token issues, but on different tokenizers and different regressions." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization vs generic tokenization changes across versions; unrelated." + "reason": "Aux-loss normalization is unrelated to a tokenization regression report." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Special-token registration bug vs add_special_tokens BOS/EOS omission; similar area but different concrete tokenizer behavior." + "reason": "Different tokenizer regressions affecting different components and symptoms." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression vs FSDP loading breakage; not the same bug." + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM-efficient loading." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer dropping vs Sam3 text-encoder weights not loading; different internals." + "reason": "Different model-specific loading/configuration bugs." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading regression vs Blip2 dtype casting issue; unrelated." + "reason": "GGUF loading failure is unrelated to Blip2 dtype propagation." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Qwen3.5 recurrent-state reset; both stateful generation bugs but not the same issue." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Offline model_info call in mistral regex vs tokenizer load failure for est-roberta; different causes." + "reason": "Both involve generation/state handling, but they are different mechanisms and different models." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Both involve token IDs/special tokens, but one is decode behavior and the other is config persistence." + "reason": "Special-token registration bug vs config persistence bug for custom token IDs." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both concern tokenization round-trip behavior, but one is a v5 cleanup-space behavior change and the other is a CodeLlama leading-space regression." + "reason": "Both are tokenizer behavior regressions, but not the same bug: clean_up_tokenization_spaces vs CodeLlama leading-space round-trip." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading vs TimesFM window_size AttributeError; unrelated." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load regressions, but the code paths and root causes differ." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression for Qwen multimodal models vs num_labels propagation bug; unrelated." + "reason": "Video-input regression and num_labels propagation are different model issues." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVision hidden_states regression vs xLSTM train-mode state unpacking crash; different models and code paths." + "reason": "Different shape/return-contract bugs in unrelated model families." } ] }, @@ -8012,7 +8029,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:32090", "issue:33666", @@ -8065,14 +8082,14 @@ ], "soft_pairs": [ "issue:33666|issue:36010", - "issue:44484|issue:44704", - "issue:32090|issue:33666", "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:44484|issue:44704", + "issue:41720|issue:44464", "issue:43688|issue:45440", "issue:44977|issue:46693", - "issue:41720|issue:44464", - "issue:44734|issue:46612", "issue:44464|issue:44977", + "issue:44734|issue:46612", "issue:43504|issue:43550", "issue:43278|issue:43688", "issue:33666|issue:36331", @@ -8083,233 +8100,233 @@ "issue:43611|issue:46846", "issue:43577|issue:44554", "issue:43720|issue:43927", - "issue:44514|issue:45290", "issue:43606|issue:43927", + "issue:44514|issue:45290", "issue:43504|issue:44610", - "issue:43525|issue:43572", "issue:44964|issue:45405", + "issue:43525|issue:43572", "issue:43643|issue:44561", "issue:43720|issue:44361", "issue:44625|issue:45584", "issue:43493|issue:43825", - "issue:44977|issue:46209", "issue:44554|issue:46365", + "issue:44977|issue:46209", "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "95c20b6773d2031bc9393ab5492cd5931b5722d31834b9dd8dd1d84593258a3d", + "prepared_review_unit_hash": "c268ff0f3ab52ae8780da2dbecb26ea72add245016dfeb0f25affc9cf82f80c1", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37139, - "estimated_input_tokens": 9285, - "estimated_eval_tokens": 18826 + "serialized_chars": 37143, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated, model- or API-specific bug reports. The soft pairs share broad themes like generation, config loading, or save/load, but not the same concrete code path, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44554 is the strongest representative bug report here: it is concrete, reproducible, and describes a specific upstream correctness issue in attention behavior with clear impact.", + "summary": "This set is highly heterogeneous: it mixes unrelated training, generation, config, processor, device-mapping, and serialization bugs. There is no single canonical issue or PR candidate, and none of the soft pairs look like safe duplicate merges.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span many distinct code paths and bug classes rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44554 is the most actionable standalone issue in the set and best fits as a canonical reference point because it targets a specific code-path bug rather than a vague symptom.", + "best_issue_reason": "No single issue is a good representative for the cluster because the issues are not duplicates of one another and do not share one root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Different failures: multi-GPU training behavior vs an import error for GenerationMixin. Same library, but not the same bug." + "reason": "Different problems: Qwen2-VL multi-GPU training vs a GenerationMixin import failure." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "One is about save_pretrained shard sizing; the other is AutoProcessor forwarding kwargs to cached_file. Distinct code paths." + "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized sinq model reload failure." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "GPU broadcast NoneType error in Trainer is unrelated to Qwen2-VL multi-GPU training." + "reason": "A Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: shard-size defaults vs AutoProcessor kwargs forwarding." + }, + { + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized sinq restoration. Not the same underlying bug." + "reason": "Different execution paths: auto device mapping CUDA assert vs compiled-forward chunked generation inconsistency." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to DeepSeekV3 implementation divergence." + "reason": "Both touch MoE-style behavior, but one is auxiliary-loss normalization and the other is broader implementation divergence." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention correctness issue vs a long-context FA2 performance regression. Same area, different problem." + "reason": "Flash-attention generation correctness issue vs performance regression with FA2 long-context generation." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "CUDA assert with auto device mapping is not the same as inconsistent outputs from compiled forward in chunked generation." + "reason": "Compiled forward chunked generation bug is not the same as Qwen3.5 flash-attention failure." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation tensor indexing and beam-search cache reorder are different generation bugs affecting different paths." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Compiled-forward inconsistency is not the same as flash-attention generation failure; only superficially related." + "reason": "Different bugs and model families: server KV-cache indexing crash vs beam-search cache reorder omission." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Pretrained loading failure for BEiT semantic segmentation is unrelated to Bamba torch.compile + SDPA behavior." + "reason": "Legacy-field loading bug in Beit is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to auxiliary-loss normalization." + "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different trainer issues." + "reason": "Multi-GPU training issue and CustomTrainer.compute_loss signature break are separate failures." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to the processor.tokenizer regression." + "reason": "Both concern processors, but one is audio sampling-rate defaults and the other is tokenizer/image forwarding regression." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy preset loading for BEiT and BitNet packed-weight unpacking during accelerate loading are distinct model-loading bugs." + "reason": "Different load-time bugs: Beit legacy field vs BitNet packed-weight unpacking." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only loading error is not the same as a FA2 long-context performance regression." + "reason": "from_pretrained weight_only error is not the same as a long-context FA2 performance regression." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is a Gemma3 sliding-window/all-padding issue and the other is a classification-head init/checkpoint issue." + "reason": "Both mention NaNs, but the trigger and affected layers are different." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Base-model-prefix loading breakage and Qwen3.5 tensor-parallel plan omissions are different v5-related regressions." + "reason": "Base_model_prefix loading regression is unrelated to Qwen3.5 tp-plan missing entries." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation bug is unrelated to the attention correctness issue in MPS generation." + "reason": "Blip2 dtype persistence bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig custom token-ID persistence are different serialization/loading problems." + "reason": "Packed-weight loading failure and DiaConfig token-id loss are different bugs." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Batched Qwen2_5_VL apply_chat_template padding crash is different from assistant tool-call handling with no content." + "reason": "CPU offload device mismatch is unrelated to DiaConfig save/load token-ID loss." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "CPU offload device mismatch for bark-small is not the same as lost custom token IDs in DiaConfig." + "reason": "Both are apply_chat_template crashes, but the failing conditions are different and not clearly the same root cause." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT legacy-field loading and OmDet-Turbo processor image-size mismatch are unrelated model-specific bugs." + "reason": "Legacy preset loading in Beit is unrelated to OmDet-Turbo processor size mismatch." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both involve pad-token fields after v5, but they affect different config classes and attributes, so they are not the same bug." + "reason": "Phi-4-multimodal loading failure is not the same as a PEFT version pin issue." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Phi-4-multimodal loading failure is unrelated to the PEFT version bump problem." + "reason": "Similar theme of missing padding token fields, but different configs and distinct regressions." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields with trust_remote_code and removal of is_torch_fx_available are different regressions, even if both affect remote-code models." + "reason": "Both involve trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet accelerate-loading failure and MLukeTokenizer task AttributeError are unrelated." + "reason": "BitNet packed-weight loading bug is unrelated to MLukeTokenizer AttributeError." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure do not share the same code path." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is not the same issue as the pipeline translation-task messaging regression." + "reason": "SigLIP2 implementation discrepancy and a pipeline error message regression are different issues." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Flash-attention generation failure on Qwen3.5 and FP8 inference failure on B200 are different hardware/model bugs." + "reason": "MPS attention correctness bug is unrelated to the Trainer import conflict with datasets." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "The MPS attention correctness issue is unrelated to the Trainer import problem caused by datasets installation." + "reason": "Flash-attention generation bug on Qwen3.5 and FP8 inference failure on B200 are different hardware/model issues." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map mismatch during forward and sinq quantized model save/load corruption are different failure modes." + "reason": "Gemma4 device-map mismatch is unrelated to sinq quantized save/load breakage." } ] }, @@ -8331,7 +8348,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28218", "issue:33357", @@ -8383,45 +8400,45 @@ "issue:46832" ], "soft_pairs": [ - "issue:43452|issue:44451", "issue:28218|issue:33357", + "issue:43452|issue:44451", "issue:43994|issue:46192", "issue:39692|issue:43295", "issue:42796|issue:44977", "issue:43493|issue:43844", "issue:43278|issue:43844", "issue:43646|issue:44466", - "issue:46209|issue:46710", "issue:43278|issue:43701", + "issue:46209|issue:46710", "issue:44568|issue:46489", "issue:44849|issue:46209", "issue:33357|issue:33666", "issue:44792|issue:45405", - "issue:44568|issue:45812", "issue:43927|issue:44361", - "issue:43824|issue:44589", "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:43824|issue:44589", "issue:44488|issue:44843", "issue:44849|issue:45357", "issue:43572|issue:44291", "issue:44589|issue:45520", "issue:46821|issue:46832", - "issue:43334|issue:45759", "issue:43504|issue:43606", + "issue:43334|issue:45759", "issue:45245|issue:46710", - "issue:43334|issue:43572", "issue:44493|issue:46285", "issue:43257|issue:43299", + "issue:43334|issue:43572", "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "5c4ec14f5398598c299cce2082d6021521ae49b4967f72ab09537c75c46a99e5", + "prepared_review_unit_hash": "53a38010781ad1c0078f362c9cc3c5f51fc56b5bde1a487cae25518972b7eb08", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, @@ -8436,192 +8453,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated tokenizer, model-loading, and training regressions; I do not see any soft pair that clearly represents the same underlying bug/change. I would keep issue:45812 as the best single anchor because it is a concrete, high-signal tokenizer regression affecting a broad model family.", - "confidence": 0.4, - "canonical_issue_reason": "issue:45812 is the strongest representative issue here: it describes a clear v4\u2192v5 tokenizer regression, affects multiple Granite models, and has stronger cross-reference signal than the other candidates.", + "summary": "This cluster is heterogeneous: most pairs are only superficially similar (tokenizer/model-loading/regression wording) but do not describe the same underlying bug or change. I would not merge any soft pair; issue 45812 is the strongest representative of the tokenizer-regression subset, but even that is not a duplicate of the others.", + "confidence": 0.84, + "canonical_issue_reason": "45812 is the clearest high-signal issue in this set: a concrete, user-visible tokenizer regression with broad impact, a clear v4\u2192v5 boundary, and stronger evidence than the more niche or environment-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Most actionable single issue in the set: it is concrete, user-facing, and broad enough to serve as the cluster anchor without being overly model-specific.", + "best_issue_reason": "45812 is the best single representative because it is specific, reproducible, and central to the recurring tokenizer-regression theme that shows up in several near-matches.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "One is a gguf_file loading-path regression in AutoTokenizer/AutoModel; the other is a specific model load failure. Same broad area, but not the same concrete bug." + "reason": "Tokenizer spacing bug vs. MacOS bus error on a CLIP model; different failure modes and code paths." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in CLIP model loading." + "reason": "Both are model-loading failures, but one is gguf/AutoTokenizer- AutoModel handling and the other is a specific BERT checkpoint load failure; not the same bug." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs and return_tensors being ignored are different API paths and failure modes." + "reason": "SigLIP2 output quality issue vs. return_tensors being ignored when text_kwargs is passed; unrelated behavior." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example errors are not the same as a runtime regression around processor.tokenizer and image passthrough." + "reason": "Documentation/example errors for SigLIP2 vs. a regression in processor.tokenizer/image passing behavior; different root causes." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different bugs in different code paths." + "reason": "Tokenizer BPE marker handling vs. Qwen3.5 flash-attention generation; not the same underlying problem." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy versus a ZeRO-3 gradient-growth issue are unrelated problems." + "reason": "SigLIP2 implementation discrepancy vs. ZeRO-3 gradient growth; different subsystems and symptoms." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "BF16-to-FP32 dtype drift in eval is not the same as abnormal gradient increase under ZeRO-3." + "reason": "Dtype mismatch in embedding layers vs. ZeRO-3 gradient anomaly; unrelated training bugs." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and inconsistent lm_head serialization are distinct bugs." + "reason": "Custom model initialization breakage vs. device-dependent lm_head serialization inconsistency; different code paths." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "FP8 inference failure on B200 and an accuracy regression after upgrade are not the same underlying issue." + "reason": "Embedding dtype change vs. resume_from_checkpoint key mismatch; no shared underlying defect." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "A dtype mismatch and a resume_from_checkpoint key mismatch are different failure modes." + "reason": "FP8 inference failure on B200 vs. DeepSeek accuracy regression after upgrade; different failure types." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "mdeberta BOS/EOS handling and DeepSeek-Coder tokenizer output issues affect different tokenizers and mechanisms." + "reason": "Both are tokenizer regressions, but they affect different models and tokenization logic; not clearly the same bug." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and FP8 B200 inference are unrelated." + "reason": "Qwen output_hidden_states bug vs. FP8 hardware/runtime issue; unrelated." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + "reason": "MacOS bus error on a CLIP checkpoint vs. Qwen2-VL multi-GPU training; entirely different issues." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus generate test failure and a PEFT version pin are not the same bug." + "reason": "A failing janus test case vs. an unreleased dependency version bump; not a duplicate." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different concrete behavior (special tokens vs wrong IDs)." + "reason": "Config save/load loses custom token IDs vs. MLukeTokenizer AttributeError; different bugs." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Saving/loading custom token IDs is a different issue from MLukeTokenizer AttributeError on tasks." + "reason": "Tensor-parallel OOM vs. PEFT version requirement; unrelated." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Qwen2.5-VL import failure and Float8 storage lookup are unrelated." + "reason": "Both concern tokenizer behavior, but one is missing BOS/EOS insertion for a specific model while the other is wrong token IDs for Granite models; different concrete bugs." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Tensor-parallel OOM and an unreleased PEFT version requirement have no shared underlying bug." + "reason": "ImportError for a Qwen2.5-VL class vs. missing Float8 storage type; unrelated runtime issues." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A specific model load failure and an offline-mode regression in Mistral regex patching are different code paths." + "reason": "Checkpoint load failure for a specific BERT model vs. offline-mode break in _patch_mistral_regex; different causes." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder key serialization are different defects." + "reason": "Qwen3.5 hidden-states bug vs. incorrect visual-encoder keys on save_pretrained; not the same defect." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized argument are both v5 breakages, but not the same concrete bug." + "reason": "Missing pad_token_idx in a config vs. init_empty_weights passing an unexpected argument; different compatibility issues." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import-utils KeyError on Python 3.13 are unrelated." + "reason": "Float8 storage lookup failure vs. Python 3.13 flash_attn import KeyError; unrelated compatibility problems." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR num_feature_levels TypeError are separate model bugs." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id and the other is not unwrapping text_config; different fixes." + "reason": "TimesFM window_size AttributeError vs. RT-DETR feature-level mismatch; separate model-specific bugs." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field loading and Bark CPU-offload device mismatch are unrelated." + "reason": "Legacy-field load failure in BEiT segmentation vs. CPU offload device mismatch in Bark; different code paths." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "A category-count limit error is not the same as an accuracy regression after upgrading Transformers." + "reason": "Qwen3-VL missing pad_token_id vs. composite Qwen 3.5/3.6 config unwrapping for AutoModelForCausalLM; related family, but not the same bug." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Different models and different missing config fields; not the same bug." + "reason": "Category-count runtime limit vs. DeepSeek accuracy regression; no overlap in underlying issue." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected key with position id and CLIP text-model structural inconsistency are different issues." + "reason": "Unexpected position-id key warnings vs. CLIPTextModel structure inconsistency; different model families and defects." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Same general Qwen3 MoE family, but different concrete failures and loading paths; too broad to merge safely." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs. Qwen3-VL MOE loading regression; similar family, but distinct failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL config vs. missing pad_token_idx in StableLmConfig; different models and causes." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT load failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "Legacy-field load bug in BEiT segmentation vs. BigBirdTokenizer special-token registration issue; unrelated." } ] }, @@ -8643,7 +8660,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:15354", "issue:28218", @@ -8707,8 +8724,8 @@ "issue:44869|issue:46752", "issue:42490|issue:43696", "issue:45229|issue:45823", - "issue:43937|issue:46701", "issue:45200|issue:45229", + "issue:43937|issue:46701", "issue:45084|issue:45520", "issue:28218|issue:34567", "issue:43065|issue:46369", @@ -8720,184 +8737,184 @@ "issue:44977|issue:46701", "issue:37428|issue:43957" ], - "prepared_review_unit_hash": "57d20b3b5e8c2a3982bc705d265c123f086217e4f558f1178b3ff65610defe96", + "prepared_review_unit_hash": "e002b5e5c2b36a4dfb4e07f61ec3f4cdeb6d8e4625e8f997269f2bfb125ee813", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34629, - "estimated_input_tokens": 8658, - "estimated_eval_tokens": 17572 + "serialized_chars": 34620, + "estimated_input_tokens": 8655, + "estimated_eval_tokens": 17566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs share broad subsystem vocabulary but not the same concrete bug or code path, so none should be merged as duplicates. If one issue must anchor the set, issue:43957 is the broadest and most actionable runtime regression report, but it does not unify the rest of the cluster.", - "confidence": 0.91, - "canonical_issue_reason": "No true duplicate cluster is evident; most items are unrelated. If forced to pick an anchor, issue:43957 is the best representative because it is a concrete, reproducible model-loading regression affecting multiple models.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues across tokenization, model loading, quantization, serving, attention kernels, and training/runtime errors. None of the soft pairs look like true duplicates or the same fixable code-path bug, so I would keep them separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest, most reusable report in the set: it describes a general offloading/quantization failure rather than a model-specific symptom, and it has strong discussion/reference activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43957 is the strongest single issue here: it describes a specific regression, names affected models, and points to a clear loading path (`torch.device(\"meta\")`) with actionable scope.", + "best_issue_reason": "issue:43873 is the best standalone representative because it covers a general subsystem problem that could plausibly subsume closely related offloading regressions, unlike the many highly model-specific or symptom-specific reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device-related failures, but one is a CPU offload mismatch on Bark and the other is a stale CI test in GraniteSpeech; different bug and code path." + "reason": "Both mention CI/device mismatch, but they are different models and different failure modes; no evidence they share the same code path." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Same model family, but one is a flash-kernel registration error and the other is a tensor-parallel plan gap causing OOM/shape issues; not the same fix." + "reason": "Different bugs in Qwen3.5: one is a missing decorator for rotary-pos-emb registration, the other is an incomplete TP plan causing OOM/shape errors." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Dtype mismatch in inference versus RT-DETR feature-level indexing/forward shape error; unrelated failures." + "reason": "Both are CI/type issues, but one is about dtype mismatches in bfloat16 inference and the other is RT-DETR forward logic when feature levels exceed backbone outputs." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/offload, but one is an offloading behavior issue and the other is save/load breakage after sinq quantization; different underlying defect." + "reason": "Quantization/offloading versus save/load corruption for sinq-quantized models are different lifecycle problems, not the same bug." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after token alignment." + "reason": "Both involve generation behavior, but one is compiled-forward inconsistency and the other is Whisper empty-transcription handling after special-token alignment." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "One is a SigLIP2 model output regression; the other is a position-id key issue across many models. Too broad and different." + "reason": "The first is a SigLIP2 model output problem, while the second is a generic position-id key warning across many models; they are not the same issue." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth in training is not the same as a latest-transformers model-loading failure for Phi-4 multimodal." + "reason": "Different models and different failures: ZeRO-3 gradient growth versus model loading regressions with torch.device('meta')." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is a text-processing bug, while `_gpu_broadcast_one` NoneType is a Trainer/distributed runtime error." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less model crash and sinq save/load breakage are different code paths and symptoms." + "reason": "Flash-attention crash on `s_aux=None` is an attention integration bug, not a quantized-model save/load regression." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting after training failure are unrelated." + "reason": "Flash Attention 2 CI failures and MLFlow job-state reporting are unrelated subsystems with different symptoms." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding with trailing replacement characters is unrelated to empty-list `apply_chat_template` IndexError." + "reason": "Whisper word timestamp crash on trailing replacement character is distinct from empty-list handling in `apply_chat_template`." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and GPT-oss CUDA OOM are not the same bug." + "reason": "A trailing-slash import warning is not the same as an out-of-memory failure when loading GPT-oss-20b." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4, but one is multi-GPU OOM and the other is a device-mapping forward mismatch; different failure mode." + "reason": "Both concern Gemma4 inference, but one is multi-GPU CUDA OOM and the other is a device mismatch in PLE with `device_map='auto'`; different failure modes." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Invalid `GenerationConfig` for GLM-5 is unrelated to DiffusionGemma image-text-to-text pipeline failure." + "reason": "mm_token_type_ids defaulting versus multi-GPU OOM are unrelated; one is an input-default bug, the other a memory issue." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "Missing default `mm_token_type_ids` for fine-tuning is a model-input contract issue, not the same as Gemma4 inference OOM." + "reason": "Invalid GenerationConfig for GLM-5 and pipeline failure for DiffusionGemmaGenerationOutput are separate model/configuration problems." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template-node compilation error and Python 3.13 flash_attn import KeyError are unrelated implementation bugs." + "reason": "Non-template-node compilation error and Python 3.13 flash_attn import KeyError are different import/compile-time failures." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug and TrainerState token counter not updating are separate concerns." + "reason": "Tokenizer added-space behavior and TrainerState token counter not updating are both training/tokenization-adjacent but clearly different bugs." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-architecture placeholder issue, not the same as memory overflow when calling sam3-litetext." + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model architecture choice; memory overflow in sam3-litetext is a runtime resource issue." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp incompatibility and SigLIP2 zero-probability outputs are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are completely unrelated model/runtime issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with differing head dims is not the same bug as an incorrect PyTorch version gate for AuxRequest import." + "reason": "MPS attention correctness when head dims differ is not the same as a PyTorch version check bug in flex_attention." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and resume-from-checkpoint key mismatch are different domains and root causes." + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are different correctness domains." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression after upgrade are distinct issues." + "reason": "Qwen3 auto device mapping cudaErrorAssert and DeepSeek accuracy regression after upgrade are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash from string tensors is not the same as KV-cache continuation indexing." + "reason": "Continuous-batching multimodal crash from string `.to()` misuse is distinct from KV-cache continuation tensor indexing." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure do not share a concrete code path." + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are different model-specific issues." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import failure and meta-device model loading regression are separate loading/import problems." + "reason": "ImportError for `_flash_supports_window_size` and meta-device loading regressions are separate loading-time problems." } ] }, @@ -8919,7 +8936,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28218", "issue:29870", @@ -8982,234 +8999,234 @@ "issue:44186|issue:46192", "issue:43295|issue:44610", "issue:45823|issue:46192", + "issue:43450|issue:43575", "issue:43550|issue:43844", "issue:29870|issue:29942", - "issue:43450|issue:43575", "issue:45520|issue:46178", "issue:43572|issue:44987", "issue:45200|issue:45823", "issue:37428|issue:43824", "issue:42490|issue:43493", "issue:39692|issue:46192", - "issue:44521|issue:45290", "issue:43232|issue:44849", "issue:43295|issue:43493", + "issue:44521|issue:45290", "issue:42915|issue:43824", "issue:45381|issue:46209", "issue:44466|issue:45127", "issue:28218|issue:35141", - "issue:43824|issue:43975", "issue:43278|issue:43856", + "issue:43824|issue:43975", "issue:44737|issue:46894" ], - "prepared_review_unit_hash": "dec8ba7d3b101ffd633f6e3dd5751ece8628eacebbbc67b64c22c952edfc377e", + "prepared_review_unit_hash": "1d75dd4a07d8b8b8d85f84934d4e0d0c295fbc328372d39b3098f8389b1bcd8c", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36881, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes (tokenizers, processors, generation, flash attention, multimodal/chat templates) but not the same concrete bug or fix. I would not merge any of the soft pairs as duplicates. If forced to pick a representative issue, the chat-template/multimodal masking report is the closest hub, but even that is only thematically related to nearby items.", - "confidence": 0.63, - "canonical_issue_reason": "issue:44521 is the closest thing to a hub in this set: it is a broad, high-discussion chat-template bug with inbound references, and it sits near the only semi-coherent subtheme (multimodal/chat-template handling).", + "summary": "This cluster is mostly a set of false-positive semantic matches, not a true duplicate group. The issues span unrelated bugs across tokenizers, multimodal processors, imports, generation, and dtype/device behavior; none of the soft edges should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43295 is the strongest anchor only because it is the most central node in the soft-pair graph and describes a concrete regression with a clear code path, but it should be treated as a representative issue rather than a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue overall, but only weakly so; the cluster does not form a true duplicate set, and most other issues are unrelated regressions in different code paths.", + "best_issue_reason": "issue:43295 is the best single issue to represent this cluster for triage because it is specific, actionable, and the most connected item in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both are processor-related regressions, but one is about processor.tokenizer access and the other is about batched video output shape; different bugs." + "reason": "Different bugs: processor/tokenizer regression with images vs batched video processor output shape." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Different models and different failures: flash-attention generation bug vs accuracy regression after upgrade." + "reason": "Both concern Qwen3.5/DeepSeek behavior, but one is a flash-attention generation bug and the other is an accuracy regression after a version upgrade." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to convert_rope_params_to_dict JSON list handling." + "reason": "Unrelated failure modes: Gemma4Processor missing _tokenizer vs rope-parameter validation TypeError." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated code-path problems." + "reason": "Different code paths: dtype mismatches in bfloat16 inference vs save_pretrained/tokenization failure for Wav2Vec2." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less crash is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + "reason": "Flash-attention integration crash vs AutoModelForCausalLM config unwrapping issue; not the same bug." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Video-input ValueError in Qwen3OmniMoe vs Gemma4 mm_token_type_ids defaulting; distinct model/input handling bugs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom model processor.tokenizer regression and quantization offloading issue are different bugs." + "reason": "Processor/tokenizer API regression vs quantization offloading behavior; only broad multimodal/loader overlap." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size AttributeError." + "reason": "StableLm config missing pad_token_idx vs TimesFM window_size AttributeError; no shared underlying defect." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with explicit text_kwargs." + "reason": "LayoutLMv2 tokenizer crash on NER/batching vs return_tensors being ignored when text_kwargs is passed; different tokenizer bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different issues." + "reason": "Processor/tokenizer regression is unrelated to OmDet-Turbo image-size mismatch between processor and model." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch in forward is unrelated to return_tensors precedence behavior." + "reason": "Gemma4 PLE device-map mismatch vs return_tensors precedence bug; different layers of the stack." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug vs tensor-parallel OOM during Qwen2 load; not a duplicate." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure and ZeRO-3 gradient explosion are different failure modes." + "reason": "Bamba torch.compile + SDPA failure vs ZeRO-3 gradient inflation during training; unrelated behavior." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." + "reason": "Bart generate() decoder_attention_mask bug vs Flash Attention 2 test failures; different symptoms and components." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 flash_attn import-key issue and tensorflow_text backend validation issue are different import-utils bugs." + "reason": "Python 3.13 flash_attn import KeyError vs tensorflow_text backend mapping error; both import-related but not the same issue." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to loading physical-intelligence/fast." + "reason": "StableLm config field regression vs loading failure for a specific model name; no concrete shared code-path." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "mm_token_type_ids defaulting and PLE device placement are distinct Gemma4 issues." + "reason": "Gemma4 text-only mm_token_type_ids default bug vs device_map auto placement mismatch; different fixes required." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Missing flash_attention_utils symbol and missing Qwen2_5_VLForConditionalGeneration symbol are different ImportErrors." + "reason": "Two separate import errors for different symbols and modules; broad flash-attention/import area only." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local model loading warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated bugs." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs example errors and return_tensors precedence are unrelated." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content; not the same bug." + "reason": "SigLIP2 documentation example errors vs return_tensors precedence in processing kwargs; not the same defect." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync_gpus bug and Qwen3.5 output_hidden_states bug are different code paths." + "reason": "Generation kwargs sync/update ordering bug vs Qwen3.5 output_hidden_states bug; distinct generation paths." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "processor.tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are not the same issue." + "reason": "Processor/tokenizer regression vs model/JAX implementation mismatch in SigLIP2; only superficial multimodal overlap." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs vs crash on tool-call assistant messages; different chat-template edge cases." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5 VL import error are unrelated." + "reason": "Qwen3Moe FP8 configuration failure vs Qwen2.5-VL import error; different models and failure modes." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference on B200 are different problems." + "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs vs FP8 inference failure on B200; not the same bug." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are related only loosely via tied weights, not the same bug." + "reason": "Serialization of lm_head.weight with tied weights vs model collapse after LoRA merge with extended vocabulary; related area but different underlying defect." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space detokenization and post_init reinitializing resized embeddings are different bugs." + "reason": "Tokenizer adds an extra space after added token vs output embedding reinitialization after resize; tokenization vs weight initialization." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "ImportError for missing Qwen2_5_VLForConditionalGeneration and DeepSeek detokenization regression are unrelated." + "reason": "Embedding dtype unexpectedly changes during evaluate vs memory inefficiency in Qwen3 MoE training; different training/eval issues." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "BF16-to-FP32 embedding dtype change and Qwen3 MoE memory usage are different training issues." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration vs incorrect detokenization in DeepSeek coder; unrelated." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU torch.arange in XLNet and CohereASR double-shift training loss are unrelated bugs." + "reason": "XLNet CPU device bug in relative positional encoding vs CohereASR double-shift training-loss bug; no shared code path." } ] }, @@ -9231,10 +9248,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ - "issue:29942", - "issue:32090", + "issue:28282", + "issue:33357", "issue:37428", "issue:38175", "issue:41720", @@ -9287,18 +9304,18 @@ "issue:43653|issue:44112", "issue:43262|issue:43450", "issue:43950|issue:46285", - "issue:43334|issue:43525", "issue:44442|issue:45198", + "issue:43334|issue:43525", "issue:45200|issue:46899", - "issue:45200|issue:46932", - "issue:44898|issue:45412", "issue:43526|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:46932", "issue:44792|issue:45563", - "issue:45200|issue:45325", "issue:43819|issue:44112", + "issue:45200|issue:45325", "issue:43335|issue:43550", - "issue:41720|issue:46209", "issue:44561|issue:46234", + "issue:41720|issue:46209", "issue:43827|issue:43901", "issue:44610|issue:44857", "issue:43819|issue:45083", @@ -9312,210 +9329,210 @@ "issue:45759|issue:46285", "issue:43335|issue:43653", "issue:46424|issue:46858", - "issue:29942|issue:32090" + "issue:28282|issue:33357" ], - "prepared_review_unit_hash": "e48ca0435c88ed57fa50cacb4e5d754ec6f02fd13b00da982cdbe22ebc562e61", + "prepared_review_unit_hash": "9a01ff76ae4b386d2465f9c47fc9c39f0ba780f7ef964828c51fb784487bacf6", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37063, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "serialized_chars": 37102, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated models, processors, cache code, docs, and environment regressions. I do not see any true duplicate pair, so all soft links are rejected. The closest thing to a hub is the Gemma4-related issue, but even there the symptoms differ.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #45200 is the closest thing to a central representative because it sits in the most connected subtheme (Gemma4 multimodal regressions) and has multiple soft links nearby, but it is not a true duplicate anchor for the whole cluster.", + "summary": "This set is a heterogeneous grab-bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.18, + "canonical_issue_reason": "There is no clear duplicate cluster here; if one issue must be chosen as an anchor, #46512 is the cleanest, most self-contained open regression report, but it is only a representative issue, not a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "#45200 is the best single issue to keep as the representative node since it is the most interconnected and concrete, but the cluster is too diverse for a real duplicate canonical.", + "best_issue_reason": "#46512 is the best single issue candidate because it is current, narrow, and describes a concrete regression with a straightforward symptom. That said, the overall group is too mixed for a strong canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Both involve from_pretrained/config behavior, but one is a GGUF loading breakage and the other is stale dtype metadata; different bugs and code paths." + "reason": "Different failures: gguf_file loading path vs stale config.dtype after from_config." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "One is a tokenizer special-token registration bug, the other is a stale device override CI failure; unrelated symptoms and fixes." + "reason": "Tokenizer special-token bug vs a GraniteSpeech CI device-override issue; unrelated symptoms and code paths." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Both are processor issues, but audio chat-template sampling-rate defaulting and batched video output shapes are distinct behaviors." + "reason": "Audio chat template sampling-rate default vs video batch shape handling; different processors and bugs." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "One is a non-persistent buffer reload regression; the other is a CLIP class structure inconsistency. Same broad area, different defects." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text-model structure inconsistency." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different configs and loading paths; not the same underlying bug." + "reason": "Both touch tokenization, but one is AutoTokenizer loading and the other is save_pretrained/tokenization for a different model family." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "These are different tokenizer-loading failures for different models; no shared concrete code-path problem." + "reason": "Both mention missing pad_token_id, but they affect different model configs and likely distinct composite-model regressions." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 text-only token-type handling is separate from unsafe dtype casting in quantized multimodal embedders." + "reason": "Gemma4 text-only mm_token_type_ids defaulting and 4-bit quantized audio/vision dtype casting are separate problems." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "The later Gemma4 fix is about quantized vision/audio embedder casting, not the mm_token_type_ids defaulting bug." + "reason": "Image-processor label reduction bug vs return_tensors being ignored when text_kwargs is passed; unrelated preprocessing paths." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated model/runtime bugs." + "reason": "Perceiver resolution/interpolation failure is unrelated to RT-DETR memory release after deletion." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "One is a label-reduction bug in an image processor; the other is return_tensors being ignored when text_kwargs is passed." + "reason": "Text-only fine-tuning mm_token_type_ids defaulting is not the same as quantized vision/audio embedder dtype casting." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image generation test failure and a stale num_return_sequences warning do not describe the same issue." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Both are multimodal model issues, but mm_token_type_ids defaults and rope temporal position scaling are different bugs." + "reason": "Janus image-generation test failure and paged-generate warning behavior are different generation issues." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/forward mismatch and a stale device override test failure are unrelated." + "reason": "DAC latents/STE mismatch has no connection to a GraniteSpeech CI stale device override test." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different model/runtime problems." + "reason": "Gemma4 multimodal token-type ids and Qwen2.5-VL rope temporal scaling are unrelated multimodal bugs." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Different hardware/model failures: cudaErrorAssert on Qwen3 vs FP8 inference on B200." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different model/config issues." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both are missing utility-symbol regressions, but they are different symbols and different affected code paths." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to a missing falcon_mamba_ssm availability helper." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime failures." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs complaints, but one is pipeline removal guidance and the other is return_all_scores wording; not duplicates." + "reason": "Docs about pipeline() removal and docs about return_all_scores are both documentation issues, but not the same bug/change." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet processor input sizing and LwDetr AMP crash are separate vision-model bugs." + "reason": "OmDet processor input-size mismatch vs LwDetrImageLoss float16 AMP crash are different model/runtime issues." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent conversion and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-extract length behavior." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "A float16 CUDA loss crash and missing auxiliary losses with denoising off are different training issues." + "reason": "AMP/CUDA loss crash and missing auxiliary losses in D-FINE are distinct detection-model problems." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both touch labels, but one drops label elements in metrics gathering and the other reduces labels incorrectly in an image processor." + "reason": "Both involve labels, but gather_for_metrics batching and BeitImageProcessorFast reduce_labels are different code paths." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale model.config.dtype after from_config and a missing TimesFM window_size attribute are unrelated." + "reason": "Stale config.dtype after from_config is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe output-length computation are different bugs." + "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length calculations." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center arg in a feature extractor and Whisper empty-transcription failure after align_special_tokens are unrelated." + "reason": "Unsupported center arg in LasrFeatureExtractor and Whisper empty-transcription failure are separate audio bugs." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Siglip2 zero probabilities and RT-DETR memory not being freed are unrelated model issues." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to RT-DETR memory not being released." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "One is a missing flash-attention helper import, the other is torch 2.10 incompatibility; similar theme but not the same bug." + "reason": "Import failure for an internal flash-attention symbol and a Torch 2.10 compatibility report are not the same underlying issue." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Qwen multimodal from_config unwrapping and CLIP structure divergence are different architecture issues." + "reason": "Composite Qwen config unwrapping in from_config and CLIP text-model structural inconsistency are unrelated." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Cache length config handling and device-tensor seq-length arithmetic are separate cache bugs." + "reason": "Cache max length honoring for quantized cache and static-cache seq-length tensor arithmetic are different cache bugs." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer gpu_broadcast NoneType error are unrelated." + "reason": "PyTorch import missing vs MacOS bus error loading a community CLIP model; no shared root cause." } ] }, @@ -9537,13 +9554,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28218", - "issue:28282", "issue:29127", + "issue:29942", "issue:32090", - "issue:33357", "issue:34689", "issue:35141", "issue:37428", @@ -9569,6 +9585,7 @@ "issue:44493", "issue:44514", "issue:44521", + "issue:44617", "issue:44743", "issue:44779", "issue:44855", @@ -9585,26 +9602,27 @@ "issue:46170", "issue:46326", "issue:46431", - "issue:46566" + "issue:46566", + "issue:46697" ], "soft_pairs": [ - "issue:28282|issue:33357", + "issue:29942|issue:32090", "issue:43611|issue:44466", "issue:43335|issue:43504", "issue:43550|issue:44112", - "issue:45520|issue:46170", "issue:44855|issue:45083", + "issue:45520|issue:46170", "issue:44448|issue:44743", - "issue:45290|issue:46326", "issue:37428|issue:44351", "issue:43335|issue:45083", "issue:43335|issue:45593", "issue:43335|issue:44112", - "issue:44514|issue:44521", + "issue:45290|issue:46326", "issue:43278|issue:43825", - "issue:42490|issue:43854", - "issue:45588|issue:45859", + "issue:44514|issue:44521", "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", "issue:29127|issue:32090", "issue:43819|issue:44493", "issue:39692|issue:43526", @@ -9612,220 +9630,227 @@ "issue:43606|issue:44857", "issue:43720|issue:44112", "issue:39692|issue:44493", - "issue:45310|issue:45478", "issue:28218|issue:32090", + "issue:45310|issue:45478", "issue:44448|issue:44779", + "issue:44206|issue:45823", "issue:43701|issue:45083", - "issue:44206|issue:45823" + "issue:44617|issue:46697" ], - "prepared_review_unit_hash": "81bc9a94e2ac648dfa1fdc8387fd43d8a446dbf4ea4d2a8e02c6edb0fb16fa19", + "prepared_review_unit_hash": "82ca0fa787815ab1cd48d13263c7af20bf3f94de9ef839b6c8d60784a38b3e37", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36099, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly unrelated issues grouped by superficial wording; the only clear duplicate pair is the two Qwen3.5 MoE `from_pretrained` reports. I would keep the earlier, fuller report as canonical.", - "confidence": 0.91, - "canonical_issue_reason": "`issue:45310` is the earlier, more established report of the same exact Qwen3.5 MoE `from_pretrained` failure as `issue:45478`, with near-identical title and problem statement.", + "summary": "Only one soft pair is a true duplicate: the two identical Qwen3.5 MoE from_pretrained error issues. The rest share broad subsystems at most, but describe different failures and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier report of the exact same Qwen3.5 MoE from_pretrained failure as issue:45478, so it should anchor that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45310` is the best representative because it is the earliest and most complete instance of the one clear duplicate pair in this set.", + "best_issue_reason": "issue:45310 is the cleanest representative overall because it is the earlier, better-established instance of the only exact duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Both are runtime failures, but one is an AutoModel/PyTorch import error and the other is a MacOS bus error with a community CLIP model; different bugs and code paths." + "reason": "Different bugs: Flash Attention 2 test failures vs Trainer/_gpu_broadcast_one NoneType type error." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both involve model loading in v5, but one is about `base_model_prefix` breaking loading and the other is about inconsistent `lm_head.weight` serialization/tied weights; not the same defect." + "reason": "Both involve v5 model loading/serialization, but one is base_model_prefix loading and the other is lm_head.weight serialization on different devices." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different model/config bugs: sparse layer creation when sparse layers are set to 0 versus BEiT pretrained loading failing due to a legacy field." + "reason": "Different models and failure modes: sparse layer creation in SwitchTransformers vs legacy field loading in BEiT segmentation." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both are CI/model execution failures, but they affect different models and failure modes (`torch.compile`/SDPA vs stale device override test)." - }, - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "Both are import/runtime environment issues, but one is a `flash_attn` KeyError on Python 3.13 and the other is a Windows ROCm/`torch.distributed` dependency problem." + "reason": "Both are CI/runtime failures, but one is torch.compile with SDPA in Bamba and the other is a stale device override test in GraniteSpeech." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different bugs: Python 3.13 `IndentationError` in a scripted DebertaV2 function versus unexpected helper output lengths in qwen3_omni_moe." + "reason": "Completely different code paths: DeBERTa import/parsing error vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "One reports different Pegasus outputs between v4 and v5, while the other is about recurrent states resetting when cache is used; not the same underlying code-path." + "reason": "Both are import/platform issues, but one is flash_attn import handling on Python 3.13 and the other is Windows ROCm torch.distributed dependency fallout." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Both mention chat/template handling, but one crashes on assistant messages with tool calls and no content, while the other is a `continue_final_message` bug for mistral_common tokenizers." + "reason": "Different regressions in different models: Pegasus output mismatch vs Qwen3.5 recurrent state reset with cache." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols/modules (`_flash_supports_window_size` vs `HybridCache`) and different root causes." + "reason": "Both are import errors, but they are for different missing symbols and different underlying modules." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "A config construction bug for sparse encoder layers is unrelated to a feature-extraction length helper behaving unexpectedly." + "reason": "One is a SwitchTransformers config bug; the other is a qwen3_omni_moe helper-function mismatch." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer configuration and missing auxiliary losses in D-FINE are distinct model-specific issues." + "reason": "Different BEiT/SwitchTransformers-related configuration versus D-FINE denoising/auxiliary-loss behavior." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "These are unrelated: SwitchTransformers sparse-layer config versus a GraniteSpeech CI device override failure." + "reason": "No shared underlying bug; one is sparse-layer config creation, the other is a CI test flake." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Both involve `apply_chat_template`, but one crashes on batched padding=False input and the other returns all-zero assistant masks for multimodal inputs; separate bugs." + "reason": "Both touch chat/template flows, but one is tool-call content handling and the other is mistral_common continue_final_message behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different domains: embedding dtype drift in evaluation versus a pipeline error message wrongly advertising translation support." + "reason": "Different failures: embedding dtype drift during evaluate vs pipeline error messaging about translation support." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template bugs, but one is batched padding=False crashing and the other is assistant_masks being all zeros for multimodal inputs." + }, + { + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "One is an import warning caused by a trailing slash in a local model path; the other is a unit-test model loading failure for GLM-4.7-Flash." + "reason": "Both are model-loading/embedding-related, but they describe different regressions and code paths." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different failures in different components: flash-attention integration crashing on `s_aux=None` versus CPU-offload incompatibility in Qwen3.5 MoE rotary embedding." + "reason": "Different flash-attention-related failures: s_aux=None AttributeError vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Both affect loading/serialization, but one is a Llama 3.2 vision model loading regression and the other is post-init reinitializing resized output embeddings." + "reason": "Different local-path/import behaviors; one is a trailing-slash warning, the other is a GLM-4.7-Flash unit-test loading issue." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "One is about unclear layoutlmv3 error messaging for boxes with insufficient info; the other is a Trainer `_gpu_broadcast_one` NoneType type error." + "reason": "Unrelated problems: LayoutLMv3 box-validation error messaging vs Trainer broadcast type error." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent conversion mismatch and unexpected position-id keys are unrelated problems." + "reason": "Different model internals: DAC from_latents/STE mismatch vs unexpected position-id keys during loading." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc example failures and BeitImageProcessorFast label reduction are different issues with different surfaces." + "reason": "Different bugs in different BEiT/SigLIP2 processor surfaces; one is doc-example errors, the other is reduce_labels returning a single label." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "One is missing chat template support in a processor; the other is DiffusionGemma weights staying on meta with `device_map=\"auto\"`." + "reason": "Both are loading-time issues, but one is missing chat template and the other is device_map=auto leaving weights on meta." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different model/runtime failures: CPU offload device mismatch for suno/bark-small versus LwDetrImageLoss crashing under float16 AMP." + "reason": "Different runtime failures: CPU offload device mismatch in bark-small vs float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and a stale GraniteSpeech device override CI test are not the same bug." + "reason": "CI failures in different areas with different causes: packed-weight unpacking vs stale GraniteSpeech device override test." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "A SigLIP2 documentation example failure and unexpected position-id keys are unrelated." + "reason": "Different topics: SigLIP2 documentation/model mismatch vs unexpected position-id keys." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to the Trainer NoneType broadcast error." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Near-identical titles and descriptions indicate the same Qwen3.5 MoE `from_pretrained` regression; these are duplicates." + "reason": "Exact same Qwen3.5 MoE from_pretrained error reported twice; 45478 is a duplicate of 45310." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer spacing behavior after added tokens is unrelated to a Trainer broadcast NoneType error." + "reason": "Both are v4-v5 tokenizer/output regressions, but they affect different models and likely different code paths." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Pegasus output differences across versions and Deepseek tokenizer incorrect results are different model/tokenizer problems." + "reason": "Different device-placement bugs in different models: LasrFeatureExtractor center arg vs Gemma4 PLE device_map=auto forward mismatch." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatches are unrelated to the qwen3_omni_moe feature-extraction length helper." + "reason": "Key mismatch on resume_from_checkpoint is not the same as a helper-function length calculation issue." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "LasrFeatureExtractor crashing on an unsupported `center` arg is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted duplicate, issue:45310 vs issue:45478, is strongly supported by the packet: identical titles, highly similar body lengths/content, and earlier report as canonical is reasonable. The other soft-edge rejections stay on the cautious side and do not overstate equivalence." + "feedback": "The analysis is grounded in the packet: the identical Qwen3.5 MoE from_pretrained titles support the single duplicate call, and the rest of the soft pairs are rejected conservatively with distinctions visible from the issue titles. No overstatement is evident." }, "evaluator_used": true, "retried": false, @@ -9844,7 +9869,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:10000", "issue:15354", @@ -9874,13 +9899,13 @@ "issue:44464", "issue:44493", "issue:44561", - "issue:44617", "issue:44855", "issue:44857", "issue:44977", "issue:45072", "issue:45083", "issue:45127", + "issue:45229", "issue:45245", "issue:45290", "issue:45381", @@ -9892,162 +9917,155 @@ "issue:46399", "issue:46424", "issue:46655", - "issue:46697", "issue:47000" ], "soft_pairs": [ "issue:26413|issue:31501", - "issue:44617|issue:46697", "issue:45127|issue:45245", "issue:45459|issue:46234", - "issue:32090|issue:33357", "issue:42490|issue:43575", + "issue:32090|issue:33357", "issue:44857|issue:45072", "issue:45593|issue:47000", - "issue:44464|issue:46424", "issue:38175|issue:44493", + "issue:44464|issue:46424", "issue:43550|issue:45083", "issue:27957|issue:34689", "issue:29942|issue:35141", - "issue:45290|issue:45381", "issue:29870|issue:32090", + "issue:45290|issue:45381", "issue:10000|issue:15354", "issue:43278|issue:43329", - "issue:45290|issue:46655", "issue:44448|issue:44977", - "issue:37428|issue:42175", "issue:29870|issue:33290", - "issue:45920|issue:46192", + "issue:45290|issue:46655", + "issue:37428|issue:42175", "issue:43278|issue:43381", + "issue:45920|issue:46192", "issue:44360|issue:44561", - "issue:44855|issue:46399", "issue:40444|issue:43526", - "issue:32090|issue:33290" + "issue:44855|issue:46399", + "issue:32090|issue:33290", + "issue:44977|issue:45229" ], - "prepared_review_unit_hash": "213d5bc84ed355825a22e5bd24e06ddd180150c68248d425e4e0afff3ca360d9", + "prepared_review_unit_hash": "9ba113bf96721ef4b84a658dc1fa16cc586e250c891946e2b6e869c62fe45a9c", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35958, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "serialized_chars": 35383, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad vocabulary (training, generation, tokenizer, Flash Attention, multimodal, dtype) but not the same underlying bug or code path. I would reject all soft duplicate edges and treat these as separate issues.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The set is highly heterogeneous: the soft-pair candidates mostly share only broad subsystems (tokenization, flash-attn, trainer, vision, import paths) rather than the same concrete bug. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45920 is the broadest and most central bug report in this set: it describes a regression affecting AutoTokenizer across multiple model families, with clear impact and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative here; the issues cover unrelated bugs across training, inference, tokenization, multimodal processing, and packaging.", + "best_issue_reason": "issue:45920 best represents a high-signal, widely impacting regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both concern training start/resume problems, but one is an empty epoch iterator on resume while the other says FineWeb SLM training never starts; likely different root causes." - }, - { - "left": "issue:44617", - "right": "issue:46697", - "accept": false, - "reason": "OOM in Sam3Video is a memory-capacity issue, while Swin2SR over-padding is an image preprocessing bug; not the same code-path problem." + "reason": "Both are training-start / iterator-related at a high level, but one is specifically resume_from_checkpoint hitting an empty epoch_iterator while the other is a FineWeb training startup failure; not the same concrete defect." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocab collapse and category-count overflow are unrelated failures in different parts of the library." + "reason": "LoRA + extended-vocab collapse and a category-cardinality RuntimeError are unrelated bugs." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "One is exception masking in tokenizer error handling; the other is a missing import_utils symbol. Same utility area, but different bugs." + "reason": "Tokenizer error masking when protobuf is missing is unrelated to a missing import_utils availability symbol." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType failure and MacOS bus error with CLIP are unrelated symptoms and code paths." + "reason": "Local-path trailing-slash import warning and Qwen2-57B tensor-parallel OOM are different failure modes." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Local-path import warnings and tensor-parallel OOM when loading Qwen2-57B are completely different issues." + "reason": "NoneType broadcast in Trainer and a MacOS bus error on CLIP loading are not the same bug." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention precision, but one is AMP/CUDA loss crashing and the other is BF16 inference dtype mismatches in different models; not mergeable as one fix." + "reason": "float16 AMP CUDA crash in LwDetr loss and bfloat16 dtype mismatches in inference are distinct problems." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "D-FINE missing auxiliary losses and RTDetrLoss infeasible cost matrix are different detection-loss bugs." + "reason": "Missing auxiliary losses when denoising is off is not the same as RTDetrLoss infeasible cost-matrix crashes." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Compiled-forward chunked generation inconsistencies and cache max length being ignored are distinct generation/cache behaviors." + "reason": "Zero probabilities in Siglip2 and unexpected position-id keys across many models do not describe the same defect." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected key/position-id behavior are unrelated model behaviors." + "reason": "Compiled-forward chunked generation inconsistency and cache max length only applying to quantized cache are different cache/generation issues." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and a helper-function length calculation bug in qwen3_omni_moe are different code paths." + "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe feature-extract length behavior are unrelated." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support in XLMRoberta and Llama 3.2 Vision model loading regression are not the same bug." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading breakage are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated." + "reason": "Failing FA2 tests and embedding reinitialization after resize are different bugs." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Chat template tool-call handling and Qwen2.5-VL video position IDs are separate multimodal features with different failures." + "reason": "BART generate decoder_attention_mask initialization and Trainer _gpu_broadcast_one NoneType handling are unrelated." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Bart generate decoder_attention_mask initialization and trainer GPU broadcast NoneType are unrelated bugs." + "reason": "Chat template tool-call handling and Qwen2.5-VL video vision_position_ids are separate code paths." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp/JIT export failure are different model/export problems." + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are different problems." }, { "left": "issue:43278", @@ -10056,70 +10074,70 @@ "reason": "BF16-to-FP32 dtype change in eval and undefined video-branch helpers in multimodal token counting are unrelated." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Chat template crashes on tool calls and video padding miscalculation are different subsystems." + "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are not the same bug." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues do not share the same bug." + "reason": "A generate-time UnboundLocalError and a deepspeed Adafactor OOM are not duplicates." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Missing flash-attention import symbol and packaging omitting TensorFlow are unrelated." + "reason": "Assistant tool-call chat templating crash and SmolVLM video padding bug are different failures." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Tokenizer wrong token IDs for many models and return_tensors being ignored when text_kwargs is passed are different API regressions." + "reason": "Missing flash-support import and missing TensorFlow backend in torch install are unrelated packaging/import issues." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift in evaluation and gradient checkpointing being disallowed in eval mode are separate concerns." + "reason": "Evaluation dtype drift and gradient-checkpointing-in-eval-mode are different behaviors." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + "reason": "Wrong token IDs for multiple tokenizers is not the same as return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Python 3.13 IndentationError from a comment near a decorator and a missing decorator on apply_rotary_pos_emb registration are different parser/registration bugs." + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable multi-image finetuning failure and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Qwen2.5-VL iterable-dataset multi-image failure and BeitImageProcessorFast reduce_labels bug are different subsystems and symptoms." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Trainer broadcast NoneType and deepspeed Adafactor OOM are different distributed-training failures." + "reason": "Python 3.13 decorator/comment parse failure and missing decorator registration for apply_rotary_pos_emb are not the same defect." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "DSA indexer ReLU discussion does not match the trust_remote_code breakage from removing is_torch_fx_available." + "reason": "Trainer broadcast NoneType and optimizer OOM are different issues." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Bart generate mask bug and Adafactor/deepspeed OOM are unrelated." + "reason": "Flash-attention generation bug in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are unrelated." } ] }, @@ -10141,7 +10159,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:25251", "issue:29127", @@ -10193,231 +10211,224 @@ "issue:46858" ], "soft_pairs": [ - "issue:44977|issue:45229", "issue:43927|issue:45698", "issue:46421|issue:46858", "issue:42490|issue:43873", "issue:43873|issue:45229", "issue:25251|issue:32090", "issue:44448|issue:44466", - "issue:43976|issue:45440", "issue:43381|issue:43701", + "issue:43976|issue:45440", "issue:44871|issue:44977", - "issue:29127|issue:34567", "issue:33357|issue:39692", - "issue:45588|issue:45823", + "issue:29127|issue:34567", "issue:43278|issue:43575", + "issue:45588|issue:45823", "issue:44561|issue:44779", "issue:44568|issue:45491", "issue:41720|issue:45229", "issue:44186|issue:45198", + "issue:44361|issue:45198", "issue:43611|issue:46121", - "issue:44977|issue:45563", "issue:45198|issue:45803", - "issue:44361|issue:45198", + "issue:44977|issue:45563", "issue:29870|issue:34689", - "issue:43653|issue:44743", "issue:29942|issue:30064", + "issue:43653|issue:44743", "issue:44206|issue:44479", "issue:42915|issue:42994", "issue:43756|issue:45440" ], - "prepared_review_unit_hash": "10be330be30c060d9ac301f7a0c0d5944b839ff48ade56120d97726ea47854b3", + "prepared_review_unit_hash": "4e4e085eff6c69bf293cab9b2b0728d9929757a72c2ee2006cb024d9ec199578", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36252, - "estimated_input_tokens": 9063, - "estimated_eval_tokens": 18382 + "soft_pair_count": 27, + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated regression reports across different models, subsystems, and failure modes. I do not see any safe duplicate merges among the soft pairs.", - "confidence": 0.97, - "canonical_issue_reason": "issue:43873 is the most discussion-heavy open bug and the broadest active anchor in the set, but it is not a duplicate of the others.", + "summary": "This set is not a true duplicate cluster: the issues span unrelated bugs in tokenization, generation, cache behavior, quantization, device mapping, and docs/examples. None of the soft-edge pairs look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No strong canonical duplicate target exists here; issue 43873 is the closest representative only because it has the most discussion and references, but the set is heterogeneous rather than a single bug family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single representative because it has the most activity and references; however, the cluster is too heterogeneous for a real duplicate canonical.", + "best_issue_reason": "Issue 43873 is the best single representative of the set by engagement and breadth of reporting, but it should not be treated as the canonical duplicate for the whole group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44977", - "right": "issue:45229", - "accept": false, - "reason": "Different models and failure modes: flash-attention generation bug vs multi-GPU CUDA OOM." - }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is custom token IDs in config and the other is wrong custom module resolution." + "reason": "Both involve save/load behavior, but one is about custom token IDs being lost and the other about loading the wrong custom module; different failure modes and likely different fixes." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/compile, but one is lazy cache recompilation and the other is device-tensor seq-length arithmetic on non-CUDA backends." + "reason": "Both mention cache behavior, but one is about spurious recompilation from lazy init and the other is a non-CUDA static-cache slice arithmetic bug; not the same code path." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Import-path warning is unrelated to quantization offloading behavior." + "reason": "A local-path import warning is unrelated to quantization/offloading behavior." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading bug is unrelated to Gemma4 multi-GPU OOM." + "reason": "Quantization/offloading issues can contribute to memory pressure, but this is not the same as a multi-GPU CUDA OOM in Gemma4." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to Trainer GPU broadcast NoneType error." + "reason": "Pipeline top_k nesting behavior and a Trainer broadcast NoneType error are unrelated subsystems and bugs." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are version regressions, but one is generation output drift and the other is serialization of lm_head weights." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python-version compatibility break is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "Both are version regressions, but one concerns generation output differences and the other serialization of tied weights; not the same underlying issue." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Checkpointing in eval mode and resume checkpoint key mismatch are different bugs." + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are separate training-state problems." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Gemma eos_token config inconsistency is unrelated to Qwen flash-attention generation failure." + "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue is unrelated to TrainerState token counting." + "reason": "These are different model-specific regressions: one is eos_token_id config mismatch, the other a flash-attention generation failure." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are different model-specific problems." + "reason": "A MacOS bus error on a community CLIP model is not the same as SigLIP2 documentation example errors." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Flash-attention s_aux=None crash is unrelated to Gemma4 device-map mismatch during forward." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to tensor-parallel OOM on model load." + "reason": "Embedding dtype drift during eval and tensor-parallel OOM on Qwen2-57B are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "A flash-attention attribute error on sink-less models is not the same as a Gemma4 device-map mismatch during forward." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available and Deepseek tokenizer regression are different breakages." + "reason": "Removal of a utility function breaking trust_remote_code models and DeepSeek tokenizer regressions are separate failures." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token omission is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings from mixed-length batching are different bugs." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are CUDA issues, but one is device-map assert and the other is OOM on a different model." + "reason": "Both relate to large-model inference, but one is a CUDA assert and the other is an OOM; different root causes." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are unrelated." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Base_model_prefix loading breakage is unrelated to rope-parameter JSON list type handling." + "reason": "MLukeTokenizer attribute errors and Wav2Vec2 save_pretrained/tokenization failures are not the same bug." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Flash-attention generation failure is unrelated to a stale warning about num_return_sequences." + "reason": "base_model_prefix loading regressions and rope-parameter JSON-list validation are separate configuration/path bugs." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except bug." + "reason": "Wav2Vec2 save/tokenization failures and Fuyu tensor conversion exception handling are unrelated." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Qwen3.5 flash-attention generation failure and a stale warning in paged generate() do not share the same defect." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision loading breakage are different code paths." + "reason": "A BART generate-time UnboundLocalError is unrelated to Llama 3.2 Vision model loading." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "BigBird special-token registration bug is unrelated to Qwen3.5 recurrent-state reset." + "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are different problem areas." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to image processor void-segmentation-map handling." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset behavior are unrelated." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in feature extractor is unrelated to Qwen VL video-input regression." + "reason": "An unsupported feature-extractor arg and a video-input regression for Qwen VL models are not the same issue." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both concern quantization, but one is FP8 config failure and the other is quantized model saving." + "reason": "FineGrainedFP8Config compatibility and quantized model saving are different quantization-related bugs." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepseekV3MoE implementation divergence." + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence from remote implementation are different model-architecture problems." } ] }, @@ -10439,7 +10450,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:27957", "issue:29127", @@ -10494,23 +10505,23 @@ "issue:43653|issue:44442", "issue:43065|issue:43994", "issue:43065|issue:45412", - "issue:44265|issue:45198", - "issue:45372|issue:45588", "issue:43575|issue:43701", + "issue:44265|issue:45198", "issue:29127|issue:33357", - "issue:45491|issue:46693", + "issue:45372|issue:45588", "issue:43412|issue:45588", + "issue:45491|issue:46693", "issue:42490|issue:43381", "issue:29127|issue:35141", "issue:45245|issue:45563", "issue:45459|issue:45712", - "issue:45440|issue:45593", "issue:43994|issue:45412", + "issue:45440|issue:45593", "issue:45372|issue:45406", - "issue:45406|issue:46701", + "issue:43575|issue:44387", "issue:43421|issue:45491", + "issue:45406|issue:46701", "issue:45412|issue:46369", - "issue:43575|issue:44387", "issue:43066|issue:44462", "issue:45372|issue:45459", "issue:44442|issue:45072", @@ -10519,8 +10530,8 @@ "issue:27957|issue:29127", "issue:43824|issue:44279", "issue:43526|issue:46693", - "issue:33290|issue:35141", "issue:33290|issue:34689", + "issue:33290|issue:35141", "issue:44857|issue:45588", "issue:43994|issue:46369", "issue:42915|issue:43931", @@ -10528,20 +10539,20 @@ "issue:43334|issue:43531", "issue:45250|issue:46640" ], - "prepared_review_unit_hash": "d6133f9de3cc84df42a4bcc71978a2867595fff50a1b5f48b567b55994a78ce2", + "prepared_review_unit_hash": "56dd971d5a615eafda39f15ed58afe0e1d2bb3e5ff8afcb252338a1e4635e4c9", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38283, + "serialized_chars": 38281, "estimated_input_tokens": 9571, "estimated_eval_tokens": 19398 }, @@ -10550,228 +10561,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous overall; the only loose thematic pockets are Flash-Attention, tokenizer/loading, and assorted model-specific bugs. None of the soft pairs look like the same underlying bug/change, so no duplicates are accepted.", - "confidence": 0.93, - "canonical_issue_reason": "issue:46693 is the most concrete and broadly framed issue in the only visible subtheme (FA2/long-context performance); the rest are narrower or unrelated bug reports.", + "summary": "No true duplicate cluster emerges here: the items span unrelated tokenizer, model-loading, memory, export, and Flash Attention reports. All soft edges look like broad similarity rather than the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and does not describe one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the best representative issue because it states a specific regression with reproduction context and likely captures the clearest actionable bug in the cluster.", + "best_issue_reason": "Issue 46693 is the strongest standalone report overall: it has the most discussion and a concrete FA2 regression description, but it still is not a canonical duplicate target for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures: mask-token decode output vs AutoTokenizer loading a specific tokenizer." + "reason": "Both involve tokenizers, but one is a BigBird special-token decoding bug and the other is an AutoTokenizer load failure for a different model." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different models and symptoms: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 inference quality issues." + "reason": "Different components and symptoms: Sam3PixelDecoder dummy Conv2d vs SigLIP2 producing bad outputs." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Unrelated bugs: dummy Conv2d implementation vs RT-DETR memory release/GC behavior." - }, - { - "left": "issue:44265", - "right": "issue:45198", - "accept": false, - "reason": "Different code paths: torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure." + "reason": "One is a dummy layer in Sam3PixelDecoder; the other is an RT-DETR memory leak when deleted." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Different failures: Gemma 4 processor import dependency issue vs flash_attention.py handling of s_aux=None." + "reason": "OOM on tensor-parallel model load is unrelated to a resume_from_checkpoint key mismatch." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Different problems: tensor-parallel OOM on model load vs resume_from_checkpoint key mismatch." + "reason": "torch.export failure from torch_compilable_check is a different code path than Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Different bug classes: clearer error messaging for LayoutLMv3 boxes vs MacOS bus error on CLIP model load." + "reason": "LayoutLMv3 error messaging and a MacOS CLIP bus error are unrelated bugs." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Related to FA2, but these describe different bugs: NaN embeddings from all-padding windows vs performance regression in long-context generation." + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to a Flash Attention crash on s_aux=None." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Different export/runtime issues: executorch export guard/support problem vs flash attention auxiliary-state crash." + "reason": "Executorch export issues for gemma3n are a different failure mode than flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2, but one is NaNs from all-padding sliding windows and the other is a performance regression in long-context generation." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Different behaviors: local-path import warning vs gradient checkpointing being disallowed in eval mode." + "reason": "Local-path slash import warning is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different subsystems: LayoutLMv3 error clarity vs embedding reinitialization after resize with untied weights." + "reason": "Clarifying an error message for boxes vs post-init reinitializing embeddings are different bugs." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Different issues: category-count limit runtime error vs stale warning in paged generate()." + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Different concerns: protobuf masking tokenizer errors vs leftover dummy classes leaking into repo/API surfaces." + "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes leaking into dir(transformers) are separate issues." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Different model-specific bugs: DeepseekV3MoE divergence vs D-FINE auxiliary-loss handling." + "reason": "SigLIP2 bad results and RT-DETR memory not releasing do not share the same bug." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Different symptoms and models: nonsensical SigLIP2 results vs RT-DETR object lifetime/memory leak." + "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Different Gemma 4 problems: import-time dependency failure vs serve-time missing _tokenizer attribute." + "reason": "Gemma 4 load-time ImportError and serve-time missing _tokenizer attribute are related by model family only, not the same code-path bug." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Different pipelines and failures: Gemma4Processor attribute error vs DiffusionGemmaGenerationOutput pipeline breakage." + "reason": "Tensor-parallel load OOM for one Qwen2 model is not the same as int4 quantization memory regression in Transformers 5.x." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Different tokenizer/runtime behaviors: special-token post-processor updates vs FA2 sliding-window NaNs." + "reason": "TokenizerBackend post-processor update behavior is unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Both are memory-related, but one is RT-DETR cleanup/leak behavior and the other is sam3-litetext overflow; not the same bug." + "reason": "A missing _tokenizer attribute in Gemma4Processor is a different failure than DiffusionGemmaGenerationOutput pipeline breakage." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Different memory issues in different contexts: tensor-parallel model load OOM vs int4 quantization reserved-memory regression." + "reason": "RT-DETR GC/memory leak and sam3-litetext memory overflow are separate memory problems in different models." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer loading problems, but distinct: wrong decoder type in v5 vs AutoTokenizer ignoring tokenizer.json." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer issues, but not the same underlying bug." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Different root causes: Gemma 4 processor dependency import failure vs protobuf-related tokenizer error masking." + "reason": "Gemma 4 import failure from mistral_common is unrelated to protobuf masking real tokenizer errors." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Different model/tokenizer loading issue vs dtype mismatch in bfloat16 inference." + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different processors and bugs: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR index error." + "reason": "A Fast BeitImageProcessor label reduction bug is unrelated to a Kosmos2.5 OCR index error." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Different issues: XLMRoberta Flash Attention 2 support vs Adafactor + deepspeed OOM." + "reason": "XLMRoberta Flash Attention support and Adafactor/DeepSpeed OOM are unrelated." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Completely different topics: Flash Attention 2 support vs LayoutLMv3 error-message clarity." + "reason": "Flash Attention support for XLMRoberta is not the same as LayoutLMv3 error-message clarity." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Different dependency/import issues: missing Qwen2.5-VL export vs generic transformers dependency issue." + "reason": "A missing Qwen2.5-VL import symbol and a generic dependency issue are not the same bug." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Different areas: Beit image-processor label reduction vs FA2 long-context generation regression." + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:34689", "accept": false, - "reason": "Different optimization bugs: deepspeed Adafactor OOM vs embedding reinitialization on resize." + "reason": "Adafactor OOM in DeepSpeed and Llama 3.2 vision model-loading breakage are different problems." }, { "left": "issue:33290", - "right": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Different model/loading problem: Adafactor OOM vs Llama 3.2 90B Vision model loading breakage." + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different numeric/mixed-precision bug vs flash_attention.py sinkless-model AttributeError." + "reason": "Loss crashes under float16 AMP and a flash_attention integration AttributeError are different issues." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Different models and failure modes: bad SigLIP2 outputs vs sam3-litetext memory overflow." + "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different Qwen issues: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as Qwen3-VL weight-shape mismatch." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different image-processing bugs: Beit reduce_labels behavior vs LayoutLMv2 NER padding/truncation crash." + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer crashes are different tokenizer/processor bugs." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Different Qwen3-VL vs Qwen3-MoE loading/runtime problems; not the same code-path bug." + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are distinct model/config issues." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Related Flash Attention wording, but one is a generic feature request and the other is a specific issue; not the same underlying bug." + "reason": "Generic Flash Attention 2.0 feature request and a specific FA2 issue report are not the same underlying bug/change." } ] }, @@ -10793,7 +10804,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:27957", "issue:29870", @@ -10833,6 +10844,7 @@ "issue:45381", "issue:45440", "issue:45588", + "issue:45600", "issue:45759", "issue:45859", "issue:45907", @@ -10840,14 +10852,13 @@ "issue:46178", "issue:46234", "issue:46399", - "issue:46697", - "issue:46821" + "issue:46697" ], "soft_pairs": [ "issue:43381|issue:43873", - "issue:45588|issue:46821", - "issue:46121|issue:46399", + "issue:45588|issue:45600", "issue:43646|issue:44077", + "issue:46121|issue:46399", "issue:44514|issue:45381", "issue:44977|issue:45245", "issue:43761|issue:45859", @@ -10855,206 +10866,206 @@ "issue:43262|issue:44206", "issue:44442|issue:44898", "issue:42490|issue:44743", - "issue:42175|issue:46234", "issue:43720|issue:44442", + "issue:42175|issue:46234", "issue:27957|issue:29870", "issue:45003|issue:45440", "issue:44077|issue:44479", "issue:43316|issue:43525", "issue:43493|issue:43827", "issue:43873|issue:44871", - "issue:44062|issue:45907", "issue:45325|issue:46697", + "issue:44062|issue:45907", "issue:43643|issue:44913", "issue:44855|issue:45137", - "issue:43316|issue:45759", "issue:43749|issue:43931", + "issue:43316|issue:45759", "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "4694106f9d579af38f588f94c036fbf823c326fb2acd45d733bff9a7cec55404", + "prepared_review_unit_hash": "de05a7cc7040fcdd1459c04dc887a4640b4049906795d2f8d63150a07fc7c40e", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35142, - "estimated_input_tokens": 8786, - "estimated_eval_tokens": 17828 + "serialized_chars": 35154, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate: most are separate regressions in different models, processors, or utility paths. The closest-looking pairs still differ in concrete failure mode and code path, so they should stay separate issues.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43749 is the most broadly impactful and central bug here: it has the most discussion and inbound references, and it describes a core loading regression rather than a narrow model-specific edge case.", + "summary": "These items are mostly distinct bug reports across unrelated subsystems; I don\u2019t see a true duplicate cluster, so the best anchor is the broad, active quantization/offloading report.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest and most active report in the set (highest discussion/inbound refs, still open), so it\u2019s the best anchor issue even though the items are not one duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the strongest standalone issue for triage because it is high-signal, widely discussed, and likely to have the largest user impact.", + "best_issue_reason": "issue:43873 is the best representative because it describes a general runtime behavior problem rather than a narrow model-specific regression, and it has the strongest signal of ongoing relevance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Different problems: one is about gradient checkpointing in eval mode, the other about quantized offloading behavior." + "reason": "Both are regression-style runtime issues, but one is about gradient checkpointing in eval mode and the other about quantization/offloading; different failure paths." }, { "left": "issue:45588", - "right": "issue:46821", + "right": "issue:45600", "accept": false, - "reason": "Unrelated subsystems and failures: flash-attention sink handling vs TimesFM window_size attribute handling." + "reason": "Flash-attention crash on sink-less models and stale auto_mappings references are unrelated bugs in different code paths." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Different code paths: rope-validation list handling versus Qwen3.5 kernel registration/decorator failure." + "reason": "Missing fields from trust_remote_code config loading is a config deserialization issue; patchtsmixer post_init policy is a model-definition constraint." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is a model config validation change for patchtsmixer." + "reason": "One is a rope-validation TypeError on JSON-loaded lists; the other is a missing decorator causing kernel registration failure." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL related, but one crashes in batched chat-template processing and the other has incorrect video position IDs." + "reason": "Both are Qwen2.5-VL related, but one crashes in apply_chat_template batching and the other has incorrect video position IDs." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Completely different failures: flash-attention generation bug versus category-cardinality runtime error." + "reason": "Flash-attention generation failure and the category-cardinality RuntimeError are unrelated." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different models and mechanisms: CLIP hidden_states regression vs Qwen3_5Moe CPU offload incompatibility." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe rotary embedding offload incompatibility are different model/code paths." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different components: modular Qwen recurrent state handling versus Whisper batch_decode skip_special_tokens behavior." + "reason": "Recurrent-state reset with cache and Whisper batch_decode skipping special tokens are separate processor/model behaviors." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Unrelated audio bugs: chat-template sampling rate defaulting vs unsupported center argument in a feature extractor." + "reason": "Audio chat-template sample-rate handling and LASR feature extractor center-arg crash are different audio preprocessing bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different model families and bugs: tokenizer loading failure vs Perceiver image-size interpolation failure." + "reason": "Tokenizer loading for FastSpeech2Conformer and Perceiver image interpolation failure affect unrelated components." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Path-normalization import warning is unrelated to modular Qwen recurrent-state reset logic." + "reason": "A local-path import warning is unrelated to the Qwen recurrent-state caching bug." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Different backend/import issues with no shared code path: pip extras backend selection vs missing availability helper." + "reason": "BitNet packed-weight loading and tokenizer loading failure do not share the same underlying defect." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug is unrelated to FastSpeech2Conformer tokenizer loading." + "reason": "Missing tensorflow in the torch extra and a missing import-utils availability helper are separate packaging/API issues." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Both involve generation/attention in different models, but the concrete failures differ: Flash Attention 2 support vs an UnboundLocalError in Bart generate()." + "reason": "Flash Attention 2 support for XLM-Roberta and Bart generate() decoder_attention_mask assignment are unrelated." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Different issue types: unsafe sys.modules access in modeling_utils versus DeepSeekV3MoE implementation divergence." + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are different root causes." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "A config/post_init restriction is not the same bug as the v5.3.0 video-input regression across Qwen VL variants." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated model issues." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config discrepancies, but they affect different models and fields; no shared underlying defect is evident." + "reason": "A Gemma3TextConfig API discrepancy is not the same bug as Llama4Config missing pad_token_id." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Completely unrelated: SigLIP2 implementation divergence vs docs still mentioning removed pipeline() APIs." + "reason": "SigLIP2 HF-vs-JAX implementation differences and outdated pipeline docs are not the same defect." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id config mismatch are distinct bugs." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are separate configuration/runtime problems." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Tokenizer AddedToken construction error is unrelated to list_repo_files failing to forward revision." + "reason": "Qwen2.5-VL rope indexing and Swin2SR over-padding are distinct vision preprocessing bugs." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Different components and symptoms: Qwen2.5-VL rope/position-ID scaling vs Swin2SR image padding logic." + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated utility bugs." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Different configuration persistence bugs: missing fields from trust_remote_code config loading vs GPTNeoX rotary_pct not round-tripping." + "reason": "Missing fields from trust_remote_code config loading and GPTNeoX rotary_pct reload loss are both config-related, but not the same bug." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Different runtime environments and failures: torch.jit parsing/IndentationError on Python 3.13 versus DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque IndexError have different failure mechanisms." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Both mention config/model init behavior, but one is a Gemma3TextConfig API mismatch and the other is unwrapping text_config for composite Qwen multimodal configs." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are unrelated loading issues." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures with different causes." + "reason": "Gemma3TextConfig API mismatch and missing text_config unwrapping in AutoModelForCausalLM.from_config are different config-handling bugs." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Different backend problems: model loading regression with transformers>=5.1.0 versus tensorflow_text backend mapping." + "reason": "A transformers loading regression and a backend-mapping tensorflow_text error are unrelated." } ] }, @@ -11076,7 +11087,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:16998", "issue:22355", @@ -11129,16 +11140,16 @@ ], "soft_pairs": [ "issue:44190|issue:44496", - "issue:43232|issue:43388", "issue:43931|issue:45216", - "issue:43701|issue:46506", "issue:42617|issue:43575", + "issue:43232|issue:43388", + "issue:43701|issue:46506", "issue:44442|issue:45803", "issue:43550|issue:43701", - "issue:43761|issue:44188", "issue:43575|issue:43742", - "issue:43761|issue:44079", + "issue:43761|issue:44188", "issue:27957|issue:32090", + "issue:43761|issue:44079", "issue:43606|issue:43701", "issue:25251|issue:28282", "issue:46829|issue:46932", @@ -11158,20 +11169,20 @@ "issue:45803|issue:46365", "issue:44162|issue:44792" ], - "prepared_review_unit_hash": "49364c6f17d26d795e8f8ea300bde292eda22209d8814d0cdff4d97d2115a8d9", + "prepared_review_unit_hash": "37884375cf8ce177207f76ab9d7cc381124951aecdbce08f35d574c58bbff790", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36259, + "serialized_chars": 36257, "estimated_input_tokens": 9065, "estimated_eval_tokens": 18386 }, @@ -11180,186 +11191,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad transformer themes but describe different bugs, models, or code paths. No strong duplicate cluster emerges; if a representative issue is needed, the broadest regression report is the best fit.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43646 is the broadest and most central bug report in the set, describing a general Transformers 5.0.0 regression affecting custom model initialization rather than a narrow model-specific symptom.", + "summary": "The soft pairs are mostly text-similar but describe different bugs across unrelated code paths. I did not find any pair that is clearly the same underlying issue, so no duplicates were accepted.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative because it is a general framework regression and more canonical than the many model- or feature-specific reports in this noisy cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Both involve loading/data setup errors, but one is a local dataset script failure and the other is an unrecognized model/config issue; different underlying problems." + "reason": "Different failures: local dataset loading in a no-trainer script vs unrecognized model/config loading." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Both mention generation/training internals, but one is about sync_gpus/update_model_kwargs in generation and the other is about gather_for_metrics dropping tuple labels; not the same bug." + "reason": "Both involve Qwen models, but one is a load-time shape mismatch and the other is a save_pretrained regression." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Both are model loading/config shape problems, but one is a Qwen3-VL weight-shape mismatch and the other is a save_pretrained regression for Qwen3.5; different failure modes." + "reason": "Both mention distributed/model loading issues, but one is a 3d_parallel.py problem and the other is tensor-parallel OOM." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence for PPDocLayoutV3." + "reason": "Generation kwargs sync bug vs gather_for_metrics label truncation; different subsystems and symptoms." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "One is about running a 3D parallel script, the other is OOM when loading a specific Qwen model with tensor parallelism; same general area, not the same defect." + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA numerical divergence." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and bare-except swallowing interrupts are unrelated bugs." + "reason": "Tokenizer loading failure is unrelated to a bare except in Fuyu tensor conversion." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile with SDPA on Bamba and checkpoint key mismatch are different code paths and symptoms." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "One is CLIPVisionModel returning hidden_states=None; the other is attention kernel divergence under allow_is_bidirectional_skip with torch.compile. Different root causes." + "reason": "torch.compile/SDPA bug is unrelated to resume_from_checkpoint key handling." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM while loading a large Qwen model is not the same as a key error when loading MobileLLM-125M." + "reason": "Both are model loading errors, but one is OOM from TP and the other is a key error for a specific model." }, { "left": "issue:43761", - "right": "issue:44079", + "right": "issue:44188", "accept": false, - "reason": "Hidden-states regression in CLIPVisionModel is separate from ModelOutput key assignment when a field was previously None." + "reason": "Hidden-states output bug is not the same as attention-kernel divergence under torch.compile." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer GPU broadcast TypeError." + "reason": "Flash Attention 2 support issue is unrelated to a Trainer gpu_broadcast NoneType error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Output hidden_states regression and ModelOutput key assignment bug affect different code paths." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch in bark-small and resume checkpoint key mismatch are unrelated." + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to AutoModel PyTorch import errors." + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch installation errors." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden_states output bug and Gemma4 quantized embedders dtype-casting issue are different model families and code paths." + "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load related but clearly different bugs." + "reason": "Both touch save/load, but one is dequantized model saving and the other is wrong custom module resolution after save_pretrained." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + "reason": "model_max_length behavior and missing transformers.onnx are unrelated issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is not the same as pipeline translation support error messaging." + "reason": "Custom model processor/tokenizer regression is unrelated to the pipeline translation error message in v5." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor.tokenizer regression and Gemma-3 eos_token_id inconsistency are distinct configuration issues." + "reason": "Processor/tokenizer regression is unrelated to Gemma eos_token_id config inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and Whisper empty transcription failure after align_special_tokens are different generation/tokenization bugs." + "reason": "Both mention token alignment/config, but one is eos_token_id mismatch and the other is Whisper empty-transcription generation failure." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing is_falcon_mamba_ssm_available helper and kernels import requiring version/revision are unrelated import/package issues." + "reason": "Missing import utility helper and pipelines import failure with kernels are different dependency issues." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSMixer optional post_init validation and non-persistent buffers filled with junk are separate v5 behavior changes." + "reason": "PatchTSMixer post_init API change is unrelated to non-persistent buffer initialization bugs." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated multimodal configuration bugs." + "reason": "Gemma3TextConfig API inconsistency is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is different from spurious recompilation caused by cache lazy initialization." + "reason": "Compiled forward output inconsistency and chunked prefill recompilation are related to generation, but not the same concrete bug." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Gemma3TextConfig API mismatch and TimesFM window_size AttributeError are unrelated configuration errors." + "reason": "Config API discrepancy is unrelated to TimesFM window_size attribute errors." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct not persisting on reload are different serialization/config issues." + "reason": "Custom model initialization breakage is unrelated to GPTNeoX rotary_pct reload behavior." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel load and an unrecognized model/config error are not the same underlying bug." + "reason": "gguf_file handling in tokenizer/model loading is a different failure than unrecognized model config." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and quantized model save/load breakage after sinq are separate regression classes." + "reason": "Gemma eos_token_id mismatch and sinq quantization save/load corruption are distinct bugs." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion and Trainer import failure due to datasets are unrelated." + "reason": "Bare except in Fuyu tensor conversion is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 broken workflow report and janus image generation test failure are not the same bug." + "reason": "ESM2 breakage and janus generate-images test failure are unrelated model-specific issues." } ] }, @@ -11381,8 +11392,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ + "issue:29870", "issue:35141", "issue:41950", "issue:42490", @@ -11433,202 +11445,209 @@ ], "soft_pairs": [ "issue:43404|issue:43441", - "issue:44242|issue:46894", "issue:43065|issue:44617", + "issue:44242|issue:46894", "issue:44610|issue:46369", - "issue:43540|issue:44514", "issue:45632|issue:46424", + "issue:43540|issue:44514", "issue:43572|issue:46178", "issue:45542|issue:46234", - "issue:43650|issue:46202", - "issue:45803|issue:46170", "issue:44792|issue:45600", - "issue:43504|issue:45698", + "issue:45803|issue:46170", + "issue:43650|issue:46202", "issue:44792|issue:44977", + "issue:43504|issue:45698", "issue:45127|issue:45200", "issue:43352|issue:46640", "issue:41950|issue:43475", - "issue:43525|issue:43531", "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:35141|issue:42490", "issue:43673|issue:44743", "issue:43388|issue:43688", - "issue:35141|issue:42490", "issue:44190|issue:44964", "issue:44734|issue:45406", - "issue:44855|issue:45588" + "issue:44855|issue:45588", + "issue:29870|issue:35141" ], - "prepared_review_unit_hash": "c3492be17a64fdb929e8084e89c83a78400b6aa3f841ac1ebfe930111b59b3c8", + "prepared_review_unit_hash": "8b5d63190f86919d118de17c95906e5cd70d0d83295a814c1907c7f4c26c63e9", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 34303, - "estimated_input_tokens": 8576, - "estimated_eval_tokens": 17408 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35247, + "estimated_input_tokens": 8812, + "estimated_eval_tokens": 17880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are thematically broad but not duplicates of one another; none of the soft pairs look like the same underlying bug or change.", + "summary": "No soft pair looks like the same underlying bug/change; they span unrelated model-specific, cache, processor, and config issues. I\u2019d keep them separate and use the most central issue as the representative tracker.", "confidence": 0.96, - "canonical_issue_reason": "issue:45698 has the strongest triage signal (most discussion and inbound references) and is a concrete, well-scoped loading bug, so it is the best representative of this otherwise mixed set.", + "canonical_issue_reason": "issue:46894 is the best representative because it is already a higher-connectivity tracker (multiple inbound references) and its title explicitly frames the bug as a repeatable pattern to be tracked, rather than a narrow one-off report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best standalone issue to anchor the cluster because it is specific, actionable, and high-signal, even though it is not duplicated by the others.", + "best_issue_reason": "issue:46894 is the strongest global issue candidate: it has the most signaled reuse/tracking value and reads like the closest thing to a cluster anchor among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different failures: tied lm_head weights vs FlashAttention support in a different model." + "reason": "Both mention FlashAttention/model generation problems, but they are different models and different failure modes: untied lm_head vs unsupported FlashAttention 2.0." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Both concern loss computation, but the models and bug mechanisms differ; not the same code path." + "reason": "One is about a dummy Conv2d in Sam3PixelDecoder, the other is a Sam3Video OOM; same family, not the same bug." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "A dummy Conv2d definition is unrelated to a SAM3 video OOM symptom." + "reason": "Both involve loss accounting, but the concrete bugs differ: missing load-balancing loss vs a training-loss double-shift issue in another model." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor output size mismatch is not the same as memory overflow in sam3-litetext." + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to Sam3-lite text memory overflow." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Video-input ValueError and batched chat-template padding crash are separate input-processing bugs." + "reason": "These are different cache bugs: local trust_remote_code path collisions vs max_cache_length behavior for quantized cache." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length handling." + "reason": "Both are multimodal processor issues, but the code paths and symptoms are different: video input parsing vs batched chat template padding." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing config field and undefined backend mapping are different regressions." + "reason": "Missing pad_token_idx in a model config is unrelated to a backend mapping error for tensorflow_text." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend selection is unrelated to a missing import_utils availability helper." + "reason": "These are both optional-dependency/import-utility complaints, but they concern different backends and different missing symbols." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "A placeholder/data request is unrelated to a Gemma tokenization roundtrip bug." + "reason": "One is a failing Janus image-generation test, the other is stale auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors is not the same bug as the Windows ROCm distributed import issue." + "reason": "Bare except swallowing errors is a separate issue from a Windows/ROCm torch.distributed import dependency problem." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "A Janus image-generation test failure is unrelated to stale auto_mappings entries for Sam3LiteText." + "reason": "No meaningful overlap beyond being user-visible pipeline bugs; the first issue is not even a concrete technical report from the title alone." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Legacy preset loading and wrong custom-module loading after save/load are different serialization problems." + "reason": "Different models and different failure types: a test regression vs flash-attention generation failure." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Janus image-generation testing and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Legacy-field loading for Beit semantic segmentation is not the same as custom-module resolution after save_pretrained/from_pretrained." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/extended-vocab collapse with tied embeddings is not the same as missing mm_token_type_ids defaults." + "reason": "One is LoRA merge plus extended-vocab collapse with tied embeddings; the other is a Gemma 4 multimodal token-id defaulting issue." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "A model explicitly not supporting Flash Attention 2 is different from a generic Flash Attention 2 issue report." + "reason": "Both mention Flash Attention, but 43352 is a specific model unsupported by FA2, while 46640 is too vague to match it as the same code-path bug." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Image-processor lookup in a video pipeline and a missing SAM3 video attribute are different bugs." + "reason": "A video-classification processor lookup bug is not the same as a missing fpn_position_embeddings attribute in Sam3 video encoding." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoXConfig rotary_pct persistence on reload." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in one config and sliding_window behavior in another model are not the same defect." + "reason": "Missing pad_token_id in Llama4Config and a Qwen3-MoE sliding_window problem are separate config/runtime bugs." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are unrelated." + "reason": "One is an embedding reinitialization bug, the other is a local-model import warning caused by a trailing slash path." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache missing and recurrent-state reset with cache are different cache-path failures." + "reason": "Both touch cache/recurrent state behavior, but chunked-prefill cache missing and recurrent-state resets are different underlying problems." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering dropping tuple labels is unrelated to auxiliary-loss normalization." - }, - { - "left": "issue:35141", - "right": "issue:42490", - "accept": false, - "reason": "Embedding reinitialization during resize and a trailing-slash model-path warning are unrelated." + "reason": "Metric gathering dropping tuple labels and auxiliary-loss normalization are unrelated training/evaluation bugs." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Dataset loading in a training script is not the same as loading a multimodal model checkpoint." + "reason": "Local dataset loading in an example script is unrelated to loading a specific multimodal model in latest transformers." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing and Gemma4Processor missing _tokenizer are separate serve-time crashes." + "reason": "Both affect transformers serve, but one is KV-cache indexing in responses and the other is a missing _tokenizer on Gemma4Processor." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing failure is unrelated to the flash_attention.py s_aux=None AttributeError." + "reason": "Python 3.13 TorchScript parsing failure is unrelated to a flash_attention.py attribute error on sink-less models." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generation UnboundLocalError and token-embedding reinitialization in post_init are completely different bugs." } ] }, @@ -11650,12 +11669,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:25251", "issue:27957", - "issue:29870", - "issue:35141", "issue:39692", "issue:41720", "issue:43065", @@ -11682,7 +11699,9 @@ "issue:44913", "issue:44933", "issue:45072", + "issue:45127", "issue:45245", + "issue:45357", "issue:45362", "issue:45381", "issue:45563", @@ -11702,11 +11721,10 @@ "issue:47013" ], "soft_pairs": [ - "issue:44869|issue:46832", - "issue:29870|issue:35141", "issue:45072|issue:46932", - "issue:45245|issue:46858", + "issue:44869|issue:46832", "issue:45632|issue:46617", + "issue:45245|issue:46858", "issue:43827|issue:43994", "issue:46082|issue:46697", "issue:44617|issue:45584", @@ -11725,211 +11743,212 @@ "issue:43065|issue:44610", "issue:44479|issue:44734", "issue:43335|issue:44190", + "issue:44617|issue:46369", "issue:43854|issue:44792", "issue:45588|issue:47013", - "issue:44617|issue:46369", "issue:45381|issue:46655", - "issue:39692|issue:44190" + "issue:39692|issue:44190", + "issue:45127|issue:45357" ], - "prepared_review_unit_hash": "312fba84c9ce1d73dc3a3175ee74f256eec8388ddffa7bdcf9623736fff769e8", + "prepared_review_unit_hash": "824f9a9261ae7917d41547b3bec14ff9bc8a2f4f7f47c341c0644b22465ceefa", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36230, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 36184, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Highly heterogeneous set of issues across unrelated models/subsystems. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because this cluster is not a true duplicate set; the items cover many unrelated failures and regressions.", + "summary": "All soft pairs are false positives: they mostly share broad subsystems or model families, but each pair points to a different bug, regression, or validation failure. There are no pull requests in this set.", + "confidence": 0.62, + "canonical_issue_reason": "No single true duplicate cluster stands out across these issues. If one issue must anchor the set, #43994 is the most concrete user-facing repro with a clear runtime symptom in a common API path.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for duplicate consolidation: the set is too diverse, and no issue is clearly representative of a duplicate family.", + "best_issue_reason": "#43994 is the strongest standalone issue here: it describes a direct, reproducible incorrect-output bug affecting AutoModel/pipeline usage, which is more actionable than doc-only or highly specific config/load errors.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Different subsystems and failure modes: Whisper timestamp decoding vs RT-DETR feature-level handling." + "reason": "Both mention dtype problems, but they affect different models and different code paths: SwitchTransformers/TimmWrapper inference vs Gemma4 quantized embedders." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Both are generation/model bugs, but they affect different code paths and symptoms; not the same defect." + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated failure modes." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Both mention dtype casting, but on different models/components and with different concrete failures." + "reason": "Cache path collisions for local trust_remote_code models are distinct from a FileNotFoundError when loading from cache." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-cardinality error is unrelated to cache sequence-length tensor arithmetic." - }, - { - "left": "issue:45632", - "right": "issue:46617", - "accept": false, - "reason": "Both involve trust_remote_code/cache, but one is a path collision and the other is a FileNotFoundError with a different cause." + "reason": "A category-count limit error is not the same bug as slice arithmetic breaking because get_seq_length returns a device tensor." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "One is stale docs after pipeline removal; the other is a model/pipeline correctness issue." + "reason": "Doc references to removed pipeline APIs are unrelated to SigLIP2 producing nonsensical outputs at runtime." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Config validation for head_dim is unrelated to image processor over-padding." + "reason": "Head-dim validation in LlamaConfig is unrelated to Swin2SR over-padding images." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + "reason": "CUDA OOM in Sam3Video is a different problem from Whisper failing on empty transcription after special-token alignment." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape loading mismatch is not the same as Qwen3-Next tied-weights warning logic." + "reason": "Qwen3-VL weight-shape mismatches and Qwen3-Next tied-weight warnings are different model-loading bugs." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug and GPTNeoX config reload regression are different issues." + "reason": "Non-persistent buffer junk initialization is not the same as GPTNeoX rotary_pct resetting on reload." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated issues." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse layer creation bug is unrelated to Python 3.13 TorchScript parsing/indentation failure." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Python 3.13 torch.jit parsing of DebertaV2Model." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init restriction and strict config loading are different config-policy problems." + "reason": "Optional post_init on patchtsmixer and strict config blocking granite_speech are different configuration problems." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Load-balancing loss omission and Florence2 double-shift training bug are different loss-calculation defects." + "reason": "Missing load-balancing loss and a double-shift training-loss bug are different MoE/training issues." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Cache missing in v5 chunked prefill and cache lazy-init recompilation are adjacent but not the same bug." + "reason": "Chunked-prefill cache missing in v5.0.0 and spurious recompilation from lazy cache init are separate cache behaviors." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import and Qwen3.5 chat crash are unrelated." + "reason": "A nonexistent import from image_utils is unrelated to Qwen3.5-35B chat crashes." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug is unrelated to Sam3-LiteText memory overflow." + "reason": "Wrong video position ids in Qwen2.5-VL do not match a Sam3-litetext memory overflow." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning for num_return_sequences is unrelated to Whisper empty transcription failure." + "reason": "A stale warning for num_return_sequences is different from a generation crash on empty transcription." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping CUDA assert and category-count limit are different failure modes." + "reason": "cudaErrorAssert on A800 with auto device mapping is unrelated to the 2^24 category limit." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA model failure is unrelated to local dataset loading in the training script." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to loading a local dataset in the example script." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated." + "reason": "A dummy Conv2d in Sam3PixelDecoder and an OmDet processor/model resolution mismatch are different bugs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video input regression across Qwen VL models is unrelated to serve KV-cache continuation indexing." + "reason": "A video-input regression across Qwen VL models is not the same as KV-cache continuation crashing from wrong tensor indexing." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config bug is unrelated to dataset-loading failure." + "reason": "Sparse-layer config behavior and local dataset loading failures are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different models and likely different causes." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Model loading test failure for GLM-4.7-Flash is unrelated to janus image-generation test failure." + "reason": "GLM-4.7-Flash unit-test loading issues are unrelated to the janus image-generation test failure." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention sinkless-model crash and xLSTM unpacking crash are different code paths." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Both mention memory, but one is an OOM in Sam3Video and the other is a model-specific memory overflow; not the same bug." + "reason": "flash_attention.py crashing on s_aux=None is a different code path from xLSTMLayer unpacking a bare tensor." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both concern video processing, but one is wrong vision_position_ids and the other is incorrect padding calculation." + "reason": "Qwen2.5-VL position-id regression and SmolVLM padding miscalculation are different video-processor bugs." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to local dataset loading." - } - ] - }, + "reason": "SigLIP2 docs/example errors are unrelated to the local dataset loading issue in the training script." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual-encoder keys in save_pretrained are different save/merge bugs." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -11948,7 +11967,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:25251", "issue:27957", @@ -11963,6 +11982,7 @@ "issue:43295", "issue:43404", "issue:43526", + "issue:43531", "issue:43540", "issue:43643", "issue:43673", @@ -11980,11 +12000,9 @@ "issue:44938", "issue:44964", "issue:45003", - "issue:45127", "issue:45216", "issue:45276", "issue:45290", - "issue:45357", "issue:45381", "issue:45542", "issue:45563", @@ -12000,232 +12018,241 @@ "issue:46858" ], "soft_pairs": [ - "issue:45127|issue:45357", "issue:43295|issue:45276", "issue:44464|issue:45563", "issue:44779|issue:46489", - "issue:45290|issue:46752", "issue:44112|issue:45600", + "issue:45276|issue:45584", + "issue:45290|issue:46752", "issue:43540|issue:44734", "issue:44521|issue:45381", - "issue:45276|issue:45584", "issue:25251|issue:29870", "issue:43526|issue:46697", "issue:43643|issue:44496", "issue:44462|issue:45907", "issue:44938|issue:45542", - "issue:44737|issue:45803", "issue:43854|issue:44964", + "issue:44737|issue:45803", "issue:44246|issue:45003", "issue:43673|issue:46858", - "issue:44964|issue:45600", "issue:27957|issue:35141", - "issue:45632|issue:46234", + "issue:44964|issue:45600", "issue:44112|issue:44964", + "issue:45632|issue:46234", "issue:42796|issue:44521", "issue:42175|issue:44279", "issue:32090|issue:35141", "issue:36246|issue:41628", "issue:43404|issue:45216", - "issue:36246|issue:38617" + "issue:36246|issue:38617", + "issue:43531|issue:45600" ], - "prepared_review_unit_hash": "dc08620a61fbddafd4fd14ea5a4f47f68f1b1adc3206430c66b1e2280d6a6180", + "prepared_review_unit_hash": "1d33d8897134b445d6e4df1bbac1b3e37022f61167119e0e24c690bc2771422c", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36526, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 35855, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated issue reports spanning different models, tokenizer paths, generation paths, and import/config problems. None of the soft pairs look like true duplicates, and there are no PRs here.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44521 is the most active and well-documented standalone report in the set, so it's the best available anchor even though the cluster is not a true duplicate group.", + "summary": "Most candidate edges are clearly different bugs or regressions. The only plausible duplicate pair is the DeepSeek tokenizer regression pair, where the second issue looks like a narrower follow-up to the first.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the broadest and earliest report of the DeepSeek tokenizer regression; issue:46489 reads like a model-specific follow-up/gap in the earlier fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the strongest discussion/signals among these issues, but it is not a representative duplicate of the other items.", + "best_issue_reason": "issue:44779 best represents the underlying defect because it describes the general tokenizer regression, while issue:46489 narrows it to DeepSeek-Coder v1.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "Both involve save/tied-weight behavior, but they are different models and different bugs: LoRA merge collapse vs incorrect visual encoder keys in save_pretrained." - }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both mention embedding resizing, but the failures are different: a processor/tokenizer regression vs Gemma4 embedding/output propagation not updating." + "reason": "Both mention embedding resizing, but they describe different failures on different model paths and symptoms." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Different generation problems: inconsistent outputs with compiled forward versus a stale warning in paged generate()." + "reason": "Different generation bugs: inconsistent compiled chunked generation vs a stale warning about num_return_sequences." }, { "left": "issue:44779", "right": "issue:46489", + "accept": true, + "reason": "Both point to the same DeepSeek tokenizer regression in v5+, with 46489 appearing to be a model-specific gap in the earlier fix." + }, + { + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both are DeepSeek tokenizer regressions, but one is generic DeepSeek v5 behavior and the other is a DeepSeek-Coder v1-specific gap in an earlier fix." + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is an auto_mappings reference to removed configs." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Same helper function, but different edge cases: tool-call assistant messages with no content versus an empty messages list IndexError." + "reason": "Unrelated: one is embedding resizing/tied weights, the other is Whisper generation on empty transcription after align_special_tokens." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Both affect CI, but they are unrelated: a stale GraniteSpeech test versus auto_mappings referencing removed configs." + "reason": "Both crash in apply_chat_template, but the triggers differ: tool-call assistant messages vs an empty list input." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths and symptoms: Qwen3OmniMoe video input validation versus transformers serve KV-cache tensor indexing." + "reason": "Different subsystems and failures: Qwen3OmniMoe video processing vs serve KV-cache continuation indexing." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal chat/vision issues, but one is assistant mask generation and the other is vision_position_ids for qwen2.5-vl videos." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Completely different bugs: Gemma4 resize_token_embeddings propagation versus Whisper empty transcription handling after align_special_tokens." + "reason": "Both are multimodal-related, but one is assistant_masks in chat templating and the other is Qwen2.5-VL video position ids." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "No shared underlying bug: pipeline top_k output shape change versus Bart generate() decoder_attention_mask initialization error." + "reason": "Completely different bugs: pipeline top_k nesting vs Bart generate() decoder_attention_mask initialization." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Unrelated image-processing bugs in different models: Beit label reduction versus Swin2SR over-padding." + "reason": "Both are image-processor issues, but they affect different models and different operations (labels reduction vs padding)." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/model loading issues, but one is missing fields from trust_remote_code AutoConfig and the other is an unrecognized model/config.json problem." + "reason": "Both involve config loading, but the actual problems differ: missing fields with trust_remote_code vs unrecognized model_type." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Different repository-access behavior: AutoTokenizer ignoring tokenizer.json versus list_repo_files not forwarding revision." + "reason": "Different code paths: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Unrelated import/runtime issues: Python 3.14 loading failure versus missing TensorFlow backend when only tensorboard is installed." + "reason": "Unrelated backend/environment issues: Python 3.14 import failure vs TensorFlow backend detection when only tensorboard is installed." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Different failures entirely: XLNet device placement bug versus a bare except swallowing KeyboardInterrupt in FuyuBatchFeature." + "reason": "Both are model-loading complaints, but they are about different models and different failure modes." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Both are model loading reports, but they concern different models and failure modes, so they are not the same underlying bug." + "reason": "Different bugs: CPU tensor allocation in XLNet vs bare except swallowing errors in FuyuBatchFeature." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import performance and sys.modules safety are not the same issue; no concrete shared bug path is evident." + "reason": "Import slowdown and unsafe sys.modules access may be related in a broad sense, but these are not clearly the same concrete bug." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/generation internals, but one is missing cache in chunked prefill and the other is a device-tensor seq_length arithmetic bug under static cache/torch.compile." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Completely different areas: model loading failure versus CI breakage from removed auto_mappings references." + "reason": "Both involve generation cache internals, but they describe different cache failures and code paths." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different subsystems: Flash Attention support for XLMRoberta versus embedding reinitialization after token resize." + "reason": "No shared bug: Flash Attention 2 support for XLMRoberta vs reinitialization after resize_token_embeddings." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Unrelated issues: local trust_remote_code cache path collisions versus a missing import_utils helper." + "reason": "Different issues entirely: Phi-4 multimodal loading vs stale auto_mappings references." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "One is a stale CI test in GraniteSpeech; the other is a model-loading problem for Phi-4 multimodal." + "reason": "Different models and failures; CI test flake is not the same as model loading failure." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is a missing availability helper export." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different bugs." + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are distinct code paths." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "The first is packaging metadata for optional TensorFlow support; the second is a vague dependency issue without the same concrete failure path." + "reason": "The titles are too generic to establish the same bug; one is a missing TensorFlow backend in the torch extra, the other is a broader dependency issue." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Different areas and symptoms: Trainer GPU broadcast of NoneType vs embedding reinitialization after resize." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols and module/export problems rather than the same missing export." + "reason": "Both are import errors, but for different symbols with different root causes." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model families and different bugs: untied lm_head weights versus incorrect checkpoint saving behavior." + "reason": "Different model-specific weight/tie bugs: untied lm_head vs incorrect checkpoint save_pretrained behavior." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "No clear overlap: missing Qwen2_5_VLImageProcessor import vs missing layer_type_validation export." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs in unrelated subsystems: Qwen3-MoE sliding_window vs auto_mappings CI breakage." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek pair is the only plausible match, and the other soft-edge rejections avoid overclaiming on title-level evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12240,16 +12267,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:41950", "issue:42907", "issue:43295", + "issue:43299", "issue:43381", "issue:43441", "issue:43479", "issue:43526", - "issue:43531", "issue:43582", "issue:43650", "issue:43673", @@ -12271,13 +12298,13 @@ "issue:44987", "issue:45042", "issue:45083", + "issue:45216", "issue:45335", "issue:45375", "issue:45446", "issue:45584", "issue:45588", "issue:45593", - "issue:45600", "issue:45759", "issue:46082", "issue:46121", @@ -12291,7 +12318,6 @@ "issue:46932" ], "soft_pairs": [ - "issue:43531|issue:45600", "issue:46082|issue:46121", "issue:44295|issue:46506", "issue:41950|issue:44016", @@ -12303,12 +12329,12 @@ "issue:43976|issue:44987", "issue:43526|issue:43901", "issue:43901|issue:44496", - "issue:43673|issue:44336", "issue:44016|issue:44220", + "issue:43673|issue:44336", "issue:44496|issue:45759", "issue:44683|issue:45446", - "issue:42907|issue:43441", "issue:43381|issue:45593", + "issue:42907|issue:43441", "issue:43650|issue:44220", "issue:44016|issue:44062", "issue:43441|issue:45588", @@ -12320,216 +12346,217 @@ "issue:43479|issue:45375", "issue:45335|issue:45584", "issue:44327|issue:46752", + "issue:43299|issue:45216", "issue:46123|issue:46369" ], - "prepared_review_unit_hash": "85523e064fccda62bcbddba28501114c6db18bf5c3e3617ace27fd1c1d1bc9ba", + "prepared_review_unit_hash": "6bfc8f0c52ee498d710b8bd484b375fdba8bfb0ab32edffc8fd7540aac627095", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35961, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of mostly unrelated Transformers issues spanning model configs, generation/cache behavior, image processors, FlashAttention, docs, and notebooks. None of the soft-edge candidates look like true duplicates with enough concrete overlap to merge.", - "confidence": 0.88, - "canonical_issue_reason": "No single duplicate theme dominates this set; if one issue must anchor the cluster, #44521 is the strongest representative because it is actively discussed, has inbound references, and is a broadly impactful multimodal templating bug.", + "summary": "No duplicate pairs should be merged here; the items mostly share only broad Transformer/subsystem vocabulary and split into many unrelated bugs and regressions.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best overall triage anchor: it is detailed, still open, and the most hub-like issue in this list, making it the clearest representative for follow-up.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Different problems: Qwen3-MoE sliding-window behavior vs a removed auto-mapping reference causing CI breakage." - }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Unrelated config-validation bugs: Llama head_dim handling vs rope-validation accepting JSON-loaded lists." + "reason": "Different config bugs: explicit head_dim validation vs rope-key list handling." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Different code paths and symptoms: position_ids buffer access vs CPU/CUDA numerical divergence in PPDocLayoutV3." + "reason": "Unrelated failures: buffer read error vs CPU/CUDA output differences." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Different subsystems: video-classification processor lookup vs a syntax error in a notebook document." + "reason": "Different areas: video pipeline processor lookup vs notebook syntax error." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill while the other is a max_cache_length config limitation for quantized cache." + "reason": "Cache-related, but different bugs: missing GenerationMixin cache vs max_cache_length handling." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Distinct regressions: processor.tokenizer/image passing behavior vs t5gemma embedding resize not propagating." + "reason": "Different code paths: processor.tokenizer regression vs embedding resize not propagating." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon TypeError in caching warmup is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Apple Silicon TypeError vs Gemma4 dtype-casting fix; no shared bug." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different helper/model bug vs runtime backend divergence; only broad ML-model similarity." + "reason": "Different problems: feature-length helper behavior vs CPU/CUDA inconsistency." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized-model config loading vs PIL image processors unnecessarily requiring torchvision are separate failures." + "reason": "Unrecognized model config import vs PIL processor torchvision dependency." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility issue is not the same as loading a specific model failing." + "reason": "Python-version support issue vs a specific model loading failure." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch for return_all_scores." + "reason": "Image processor label-reduction bug vs docs/behavior mismatch for a pipeline argument." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for text classification is not the same as a model config import/load failure." + "reason": "Docs mismatch vs model import/config failure; unrelated." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Cache-missing bug and ANSI-color output issue are different parts of the codebase and unrelated failures." + "reason": "Notebook syntax error and audio feature-extraction bug are unrelated." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Notebook syntax error is unrelated to the audio feature-extraction helper bug." + "reason": "Cache-missing regression vs ANSI escape output issue." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Different model-loading issues: missing model_type vs AutoModelForCausalLM not unwrapping text_config." + "reason": "Different multimodal model issues: unknown model type vs missing text_config unwrap." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Related only by flex_attention; one is compiled flex_attention failing on torch>=2.9, the other is a version-check bug for AuxRequest import." + "reason": "Both touch flex_attention, but one is a compile failure and the other a version-check/import bug." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Ministral save/dequantization failure is a different bug from Ministral-3 FlashAttention breakage." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE aux-loss behavior." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated training/inference issues." + "reason": "Different Ministral/FlashAttention failures with different symptoms and code paths." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder issue title 'ADD THE DATA' is not the same as the _torch_extract_fbank_features bug." + "reason": "No relation; placeholder issue title vs audio feature helper bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + "reason": "Notebook syntax error vs AddedToken keyword-argument conflict." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "These are both FlashAttention-adjacent, but one is a model-specific Ministral-3 v5 RC failure while the other is a generic s_aux=None AttributeError; not enough evidence they are the same bug." + "reason": "Both mention flash_attention, but one is model-specific and the other is sink-less s_aux=None handling." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python compatibility breakage and a generic dependency issue are too broad and not the same underlying defect." + "reason": "Python version incompatibility vs general dependency issue." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max length behavior." + "reason": "Different subsystems: Janus image-generation test vs cache-length config behavior." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2_5_VL export and nonexistent image_utils import are both import errors, but they concern different symbols and fixes." + "reason": "Both are import errors, but for different missing symbols and modules." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Multimodal assistant-mask bug and FA2 long-context performance regression are different generation issues." + "reason": "Assistant-mask bug in apply_chat_template vs FA2 long-context performance regression." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue is not the same as a torch 2.4.1 incompatibility report." + "reason": "General dependency issue vs torch 2.4.1 incompatibility." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but one is default-init behavior for Phi4MultimodalConfig and the other is a missing field dropped by strict config handling." + "reason": "Different multimodal config bugs: default init on None vs missing deepstack_visual_indexes field." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different model families and failures: t5gemma embedding resize vs Whisper empty-transcription generation after token alignment." + "reason": "Embedding resize propagation bug vs Whisper empty-transcription failure." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Both touch generation, but QA decode_spans top-k bounds and apply_chat_template on an empty list are separate crash sites." + "reason": "Different edge cases in different pipelines: top-k bounds vs empty chat list." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Load-time regression vs save_pretrained checkpoint regression." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "MaskGenerationPipeline final-batch handling and sam3-litetext memory overflow are unrelated." + "reason": "Partial-batch last-flag bug vs model memory overflow; not the same issue." } ] }, @@ -12551,7 +12578,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:33290", "issue:39692", @@ -12603,238 +12630,231 @@ "issue:47085" ], "soft_pairs": [ - "issue:43299|issue:45216", "issue:46614|issue:47085", "issue:44279|issue:45405", "issue:43295|issue:44779", - "issue:42796|issue:43650", "issue:39692|issue:43901", + "issue:42796|issue:43650", "issue:44075|issue:44368", "issue:43577|issue:45216", "issue:44351|issue:45278", "issue:41950|issue:45020", "issue:43976|issue:45405", - "issue:46082|issue:46399", "issue:43381|issue:47000", - "issue:44779|issue:45812", "issue:44466|issue:45276", + "issue:46082|issue:46399", + "issue:44779|issue:45812", "issue:43299|issue:45357", "issue:46082|issue:46512", - "issue:43650|issue:46209", "issue:43653|issue:45593", + "issue:43650|issue:46209", "issue:41950|issue:45823", "issue:44242|issue:45200", "issue:43299|issue:43854", "issue:44462|issue:45081", - "issue:44016|issue:44291", "issue:45588|issue:47000", + "issue:44016|issue:44291", "issue:44683|issue:45542", "issue:43479|issue:43525", "issue:33290|issue:45656", "issue:45081|issue:45907" ], - "prepared_review_unit_hash": "7e7776a3533bff3c86252299c4412401e86cef1dad4952c59e3c7beecf7261fa", + "prepared_review_unit_hash": "0df64922430c693f81b377f06fa32f8aed991412c96658845192122f10b241a9", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36530, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "soft_pair_count": 28, + "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": "These items are mostly unrelated single issues; the soft links are topical similarities, not true duplicates. I would reject every soft edge. There are no PRs in the set; if forced to pick one issue as the most representative standalone report, issue:47000 is the strongest candidate.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical duplicate cluster exists: the issues span unrelated subsystems (tokenizers, docs, multimodal configs, deepspeed, import/runtime regressions, etc.).", - "canonical_pr_reason": "No pull requests are present in the provided items.", - "best_issue_reason": "issue:47000 is the best standalone issue in this set: it is active, specific, reproducible, and has the strongest engagement signal (discussion/inbound references) among the listed issues.", - "best_pr_reason": "No pull requests are present in the provided items.", + "summary": "This cluster is a false-positive mix: the soft pairs share broad vocabulary (tokenizer, config, deepspeed, regression) but not the same concrete bug or change. I would not merge any of the suggested issue pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and failure modes, so none is a safe representative for duplicate triage.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the cluster is too heterogeneous for a meaningful canonical issue choice.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Both are Qwen multimodal regressions, but one is a load-time MOE model issue and the other is a save_pretrained serialization bug; different code paths and symptoms." - }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Both mention tokenizer behavior, but this is a stale phonemizer backend bug while the other is a thread-safety regression in fast tokenizers; not the same defect." + "reason": "Both mention tokenizer behavior, but one is a stale phonemizer backend issue and the other is a thread-safety regression; different code paths and symptoms." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "One is a generic dependency problem; the other is a specific MIN_PEFT_VERSION bump to an unreleased version. Related theme, different underlying issue." + "reason": "One is a generic dependency problem; the other is an unreleased PEFT minimum-version bump. Not the same bug." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer/model regressions, but one concerns processor.tokenizer/image handling and the other DeepSeek tokenization correctness; not the same bug." + "reason": "Both are v5 tokenizer regressions, but one is processor/tokenizer image-passing breakage and the other is wrong DeepSeek tokenization results. Different concrete failures." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Completely unrelated: a tokenizer BPE-marker bug versus a placeholder issue with no technical bug description." + "reason": "Both are documentation-related, but they concern different docs and different issues (SigLIP2 example errors vs TextClassificationPipeline return_all_scores wording)." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Both are documentation-related, but they concern different examples and different failure modes; not a duplicate." + "reason": "Completely unrelated: video-classification processor lookup versus a nonspecific 'ADD THE DATA' issue." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Different problems: SGD args being ignored versus a model config warning about tie_word_embeddings." + "reason": "One is about SGD optimizer arguments not being used; the other is a warning about tie_word_embeddings in a Qwen LoRA setup. Not the same bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both involve model loading/serialization behavior, but one is dtype propagation in BLIP-2 and the other is incorrect Qwen3.5 checkpoint saving; distinct code paths." + "reason": "Different regressions: Blip2 dtype propagation versus Qwen3.5 save_pretrained checkpoint serialization." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific missing export/import for HybridCache is not the same as a broad set of import errors after upgrade." + "reason": "45278 is a broad import-error report after upgrade; 44351 is specifically missing HybridCache. Broad overlap is not enough to treat as the same issue." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "One is a pipeline processor lookup bug; the other is a broad remote_code compatibility break. Too different to merge as duplicates." + "reason": "Video-classification pipeline processor lookup and remote_code breakages are different failure modes." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "A Python-version compatibility issue is unrelated to an unreleased dependency version bump." + "reason": "Python version compatibility and unreleased dependency bump are unrelated." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "Different model/config failures: head_dim validation in LlamaConfig versus a Qwen3.5 kernel registration crash." + "reason": "Gradient checkpointing eval-mode behavior and RTDetr loss infeasibility are unrelated." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Gradient checkpointing in eval mode and an RTDetr loss infeasibility crash are unrelated runtime issues." + "reason": "Both involve weights/tied-weights behavior, but one is serialization-dependent lm_head.weight handling and the other is resize_token_embeddings propagation. Not the same concrete bug." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behavior; not the same underlying bug." + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are unrelated." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "One is serialization inconsistency for tied weights; the other is resize_token_embeddings not updating Gemma4 embeddings. Related domain, different bug." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different bugs; too broad to merge as duplicates." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained writing wrong visual encoder keys; distinct failure points." + "reason": "One is a model loading regression for Qwen3VL MoE; the other is incorrect save_pretrained visual encoder keys for Qwen3.5. Different operations and code paths." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Head-dim validation and stale config dtype after from_config are separate config issues with different behavior." + "reason": "Different config issues: explicit head_dim validation versus stale model.config.dtype after from_config." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "No technical overlap: a placeholder issue versus an FP8 inference problem on B200." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Different training bugs: BigBirdTokenizer special-token registration versus D-FINE auxiliary-loss handling." + "reason": "'ADD THE DATA' is unrelated to FP8 inference failures on B200." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different multimodal issues: image processor lookup in video-classification pipeline versus Gemma4 PLE device placement during forward." + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are distinct bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Both touch loss computation, but one is MoE load-balancing loss gating and the other is mm_token_type_ids defaulting in Gemma 4." + "reason": "Both concern model loss/input handling, but one is router/load-balancing loss gating and the other is mm_token_type_ids defaults. Different underlying fixes." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different Qwen3.5/GLM loading failures with no shared code path or symptom." + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure are unrelated model-specific issues." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to a Mistral regex patch crash." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-loading topics, but the concrete failures and fixes differ." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "A notebook syntax error and an init_empty_weights argument mismatch are unrelated issues." + "reason": "Flash-attention crash on s_aux=None and RTDetrLoss infeasible cost matrix are unrelated." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Different crashes in different subsystems: flash_attention integration versus RTDetr loss matching." + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on new torch and tensorboard-without-TensorFlow backend errors are unrelated." + "reason": "Compiled flex_attention on torch 2.9 and a TensorBoard/TensorFlow backend issue are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but one is default multimodal sub-config initialization and the other is a missing pad_token_id attribute." + "reason": "Phi4MultimodalConfig default initialization and Llama4Config pad_token_id are separate config bugs." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed and optimizers, but one is OOM with Adafactor and the other is duplicate optimizer.step calls; different bugs." + "reason": "Both mention deepspeed/optimizers, but one is OOM with Adafactor and the other is double optimizer stepping. Different symptoms and likely different causes." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "A tokenizer-loading crash and a list_repo_files revision-forwarding regression are unrelated." + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated repository/tooling issues." } ] }, @@ -12856,7 +12876,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:42175", "issue:42796", @@ -12924,10 +12944,10 @@ "issue:43525|issue:43881", "issue:44016|issue:45823", "issue:44186|issue:47000", - "issue:44188|issue:44336", - "issue:44987|issue:45542", "issue:43824|issue:43976", + "issue:44987|issue:45542", "issue:42796|issue:43441", + "issue:44188|issue:44336", "issue:43525|issue:43643", "issue:43723|issue:44162", "issue:44589|issue:45362", @@ -12938,208 +12958,202 @@ "issue:46291|issue:46399", "issue:44297|issue:45397" ], - "prepared_review_unit_hash": "1ac70d940a80fc66ede8b50ae213127dab1e4de100ee1a666d1ccf6f8112fdf8", + "prepared_review_unit_hash": "37e61a8c339f285eeedc024caa7964e6039cc55ef23e0b62fd4cc0f2fe9eec57", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36359, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 36361, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the soft pairs are mostly lexical matches across unrelated Transformers bugs, regressions, docs, and packaging issues. I would reject every proposed merge.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue is safe here; the items span distinct failure modes and subsystems, so there is no trustworthy dedup anchor.", + "summary": "The soft matches look like false positives: the issues span unrelated bugs in packaging, tokenizers, model loading, docs, and performance. No clear duplicate canonical issue emerges, and there are no PRs to compare.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous, and the proposed links do not appear to describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative for deduping this cluster. The closest broad theme is loading/import regressions, but that still doesn't cover the tokenizer, processor, kernel, docs, and packaging reports.", + "best_issue_reason": "No best issue for deduplication; none of the issues is a credible representative for the others because they cover distinct failures and subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "One is quantized model saving, the other is dequantized model loading/offload; different code paths and different bugs." + "reason": "Both involve quantization/offload, but one is a save failure and the other is a dequantized-model load/offload bug; different code paths." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure in Ministral-3 vs OCR index error in Kosmos2.5; unrelated models and failure modes." + "reason": "Completely different models and failures: FlashAttention regression vs OCR long-input index error." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI color handling in loading_report is unrelated to Qwen3.5 variable-length position_ids." + "reason": "ANSI color output in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation parsing crash vs mistral_common import breakage during Gemma 4 processor loading." + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to a Chinese report about data filtering slowdown." + "reason": "Processor save-pretrained file omission vs Chinese-language filter slowdown after upgrade; unrelated bugs." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload rotary embedding incompatibility is a different path from variable-length position_ids handling." + "reason": "Same model family, but different failures: CPU offload rotary embedding vs variable-length position_ids." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA layernorm precision/config issue vs torch.split return handling in GlmMoeDsaIndexer; no shared bug." + "reason": "Different models and errors: MLA layernorm precision issue vs GlmMoeDsaIndexer split return values." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor files on save and gemma-4 zero3 from_pretrained are different loading/saving failures." + "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": "TensorFlow backend packaging issue vs Python 3.9/3.10 compatibility regression; unrelated." + "reason": "TensorFlow backend packaging issue is unrelated to Python version compatibility." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores vs intermittent import slowness; different problem classes." + "reason": "Pipeline docs mismatch and intermittent import slowdown are unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Removed auto_mapping config references and leftover dummy PT classes are separate repo-maintenance issues." + "reason": "Both touch repo maintenance, but one is stale auto_mappings entries and the other is dummy PT objects leaking into exports." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression affect different model stacks and logic." + "reason": "Different components: CamemBERT masked-LM output regression vs Deepseek tokenizer correctness regression." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked prefill cache regression vs CLIPVisionModel hidden_states output regression; not the same bug." + "reason": "Generation cache/chunked_prefill bug and CLIPVision hidden_states regression are unrelated." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4 pad_token_id attribute missing and glm-4v-9b loading failure are distinct model/config issues." + "reason": "Missing pad_token_id on Llama4Config is unrelated to glm-4v-9b loading failure." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device mismatch during forward." + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash vs RTDetrLoss cost-matrix infeasibility; different components." + "reason": "Tokenizer padding/truncation crash and RTDetrLoss cost-matrix infeasibility are different failures." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes emitted by loading_report." + "reason": "Qwen2.5-VL import error is unrelated to Python 3.9/3.10 support mismatch." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Kernel package version/revision requirement is unrelated to tensorboard-only TensorFlow backend detection." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Missing Qwen2.5-VL import symbol vs Python version support regression; no common code path." + "reason": "Model-loading failure for physical-intelligence/fast is unrelated to TensorFlow backend detection packaging." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Tokenizer BPE marker handling vs FlashAttention loading failure are different bugs in different areas." + "reason": "torch.compile attention-kernel branching and ANSI code emission in loading_report are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs trust_remote_code returning incomplete config fields; separate config-loading problems." + "reason": "A missing config attribute on Llama4Config is not the same as trust_remote_code dropping fields in AutoConfig." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading regression in v5 vs ESM2 breakage; too different to be duplicates." + "reason": "Tokenizer loading in v5 and ESM2 model breakage are unrelated issues." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Missing Float8 storage class vs Qwen3.5 chat crash; unrelated runtime failures." + "reason": "Missing Float8 storage type and Qwen3.5 chat crash are different problems." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape handling and a wrong docstring are not the same underlying issue." + "reason": "ANSI escape codes in loading_report and a wrong docstring for position_ids are unrelated." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "SmolVLM video padding bug vs AutoProcessor missing vision-backend import error; different failure surfaces." + "reason": "Video processor padding calculation and AutoProcessor backend-missing error are different processor issues." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Qwen2.5-VL still-image temporal scaling bug vs Qwen3.5 variable-length position_ids; different models and logic." + "reason": "Both involve Qwen3.5-related position handling, but one is still-image rope scaling and the other is variable-length input handling." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness vs unrecognized model/config.json missing model_type are unrelated." + "reason": "Import latency and unrecognized model/config parsing are unrelated." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "pip dependency/version requirement for transformers.pipelines vs a Qwen3.5 use_kernels registration crash; not the same bug." + "reason": "Both mention kernels, but one is a dependency version/revision requirement and the other is a missing decorator registration bug." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained loading failure; different subsystem and symptom." + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 zero3 model loading." } ] }, @@ -13161,7 +13175,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:36246", "issue:41628", @@ -13184,7 +13198,6 @@ "issue:44295", "issue:44336", "issue:44351", - "issue:44451", "issue:44485", "issue:44496", "issue:44779", @@ -13206,6 +13219,7 @@ "issue:46399", "issue:46506", "issue:46614", + "issue:46655", "issue:46665", "issue:46752", "issue:46821", @@ -13217,8 +13231,8 @@ "issue:43784|issue:45542", "issue:41628|issue:43976", "issue:46399|issue:46851", - "issue:45561|issue:45563", "issue:43526|issue:45003", + "issue:45561|issue:45563", "issue:43540|issue:46752", "issue:45103|issue:46399", "issue:45072|issue:46829", @@ -13238,206 +13252,206 @@ "issue:43901|issue:45003", "issue:36246|issue:44351", "issue:43257|issue:45137", - "issue:41950|issue:44220", "issue:44496|issue:45003", - "issue:44451|issue:46752" + "issue:41950|issue:44220", + "issue:43540|issue:46655" ], - "prepared_review_unit_hash": "1290a50e30ec6f6b1e45fbc495de7550847b637f365049cbdb824d423ef58eb1", + "prepared_review_unit_hash": "b7d57e406c51476d09c1c11bb591495eacb337a93cd9ee82e807b5bc7910d6d4", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36023, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "serialized_chars": 36043, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct model-specific regressions, import/export issues, or unrelated documentation/runtime bugs. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45003 is the broadest core-library bug in the set (modeling_utils/sys.modules access) and is the best anchor only by generality; the rest of the cluster is too mixed to justify a tighter canonical duplicate.", + "summary": "This set is heterogeneous: it mixes unrelated model-specific regressions, import/version errors, and docs/perf/testing issues. The proposed soft pairs are only superficially similar and should be rejected as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45003 is the broadest concrete framework-level bug in the set, centered on core import/model-loading behavior in modeling_utils, so it is the best representative anchor if a canonical issue is needed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the strongest global candidate because it affects shared infrastructure rather than a single model family, but it should still be treated as a representative anchor, not a true duplicate hub.", + "best_issue_reason": "issue:45003 is the best global anchor because it describes a reusable core code-path defect rather than a single model symptom or a peripheral docs/test issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen-family bugs, but one is a feature-length helper issue and the other is a variable-length/position_ids crash; different code paths and fixes." + "reason": "Both involve Qwen3-family text/audio handling, but one is an audio feature-length helper bug and the other is a variable-length position_ids chat bug; different code paths." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Different import failures in different backends: missing nn in sentence-transformers vs undefined tf backend when only tensorboard is installed." + "reason": "Sentence-transformers import failure from a missing nn symbol is unrelated to the tensorboard-only/no-TF backend error." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "One is a missing AutoImageProcessor import, the other is a Python version compatibility problem; not the same bug." + "reason": "One is a missing AutoImageProcessor import, the other is a Python-version compatibility break; different root causes." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Both touch Qwen3.5, but the former is a kernel registration/decorator failure and the latter is variable-length input handling." + "reason": "Qwen3.5 kernel registration/missing decorator is a different failure site than the variable-length position_ids crash." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Completely different areas: xdist captured-info race vs a stale generate() warning for num_return_sequences." + "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to the modeling_utils sys.modules access bug." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Beit label reduction in an image processor is unrelated to modeling_utils/sys.modules access." + "reason": "A pytest-xdist file race and a stale generate warning are separate testing issues with different triggers." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Both are input-processing crashes, but one is Qwen3OmniMoe video handling and the other is empty chat-template input; different failure modes." + "reason": "Qwen3OmniMoe video input ValueError and empty-list apply_chat_template IndexError are unrelated API paths." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring parsing with future annotations is unrelated to Qwen3.5 kernel registration." + "reason": "auto_docstring annotations crash is unrelated to the Qwen3.5 apply_rotary_pos_emb registration problem." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Different model/output bugs: dtype mismatch in SwitchTransformers/TimmWrapperModel vs wrong hidden_states in VideoPrism output." + "reason": "These affect different models and different bugs: dtype mismatch in bfloat16 inference vs wrong hidden_states output wiring." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import latency and Gemma-3 eos_token_id inconsistency are unrelated." + "reason": "Import latency and eos_token_id config inconsistency are not the same defect." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "A position_ids buffer access error is not the same as a Gemma-4 ZeRO3 from_pretrained failure." + "reason": "Registering position_ids as a buffer causing access errors is different from gemma-4 zero3 from_pretrained failure." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both are Qwen-related, but sliding_window behavior and chat crash are different concrete bugs." + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are distinct model bugs." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Tokenizer phonemizer backend staleness is unrelated to from_pretrained behavior inside Python classes." + "reason": "Stale phonemizer backend state is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "flash_attention s_aux=None handling is a different code path from Qwen3.5 variable-length position_ids support." + "reason": "flash_attention s_aux=None crash and variable-length position_ids are different code paths." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE loading regressions, but the reported failures are different enough to keep separate without clearer shared code-path evidence." + "reason": "Both mention Qwen3 MoE, but one is LoRA weight conversion across hf versions and the other is loading breakage in a dev branch; not the same bug." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "modeling_utils/sys.modules access and TimesFM window_size AttributeError are unrelated." + "reason": "sys.modules access in modeling_utils is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Terminal ANSI output bug and GLM-5 RoPE implementation issue are unrelated." + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both involve missing auxiliary losses under certain flags, but they affect different models and different gating logic." + "reason": "Load-balancing loss handling and D-FINE auxiliary-loss suppression are different model-specific training bugs." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + "reason": "torch.compile/SDPA failure in Bamba and CPU/CUDA output mismatch in PPDocLayoutV3 are unrelated." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different problems." + "reason": "Offline cache loading and AttentionInterface.register behavior are separate features with different bugs." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "DeepSeek tokenizer regressions and resize_token_embeddings not updating output embeddings are separate issues." + "reason": "Deepseek tokenizer correctness and resize_token_embeddings not updating output embeddings are different defects." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different packages and missing symbols." + "reason": "Both are import errors, but for different missing symbols in different packages and different causes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation drift for return_all_scores is unrelated to sys.modules access in modeling_utils." + "reason": "Docs mentioning return_all_scores vs a sys.modules access bug are not the same issue." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are both export issues, but not the same symbol or code path." + "reason": "Both are missing-import reports, but they concern different symbols and different modules." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "DeepSpeed/accelerate weight conversion problems are not the same as a ZeRO3 deque pop IndexError." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a ZeRO3 deque underflow are distinct deep-speed-related failures." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and audio fbank feature extraction are unrelated." + "reason": "Unrecognized model config and unsafe sys.modules access are unrelated errors." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Unrecognized model config for Olmo-Hybrid is not the same as unsafe sys.modules access." + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are different multimedia subsystems." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Loading ScandiBERT and empty apply_chat_template input are unrelated failures." + "reason": "Both are video-related, but Qwen3OmniMoe input processing and SmolVLM padding calculation are different code paths and bugs." } ] }, @@ -13459,7 +13473,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:29870", "issue:30333", @@ -13470,7 +13484,6 @@ "issue:43352", "issue:43475", "issue:43526", - "issue:43540", "issue:43596", "issue:44038", "issue:44060", @@ -13479,6 +13492,7 @@ "issue:44242", "issue:44246", "issue:44295", + "issue:44451", "issue:44466", "issue:44479", "issue:44623", @@ -13504,21 +13518,22 @@ "issue:46506", "issue:46655", "issue:46726", + "issue:46752", "issue:46851", "issue:46894", "issue:46897", "issue:47000" ], "soft_pairs": [ - "issue:43540|issue:46655", + "issue:44451|issue:46752", "issue:43262|issue:44246", "issue:44479|issue:46655", "issue:45375|issue:45759", "issue:45003|issue:45561", "issue:44162|issue:45200", - "issue:44295|issue:44749", - "issue:45137|issue:45600", "issue:45292|issue:47000", + "issue:45137|issue:45600", + "issue:44295|issue:44749", "issue:45859|issue:46399", "issue:43295|issue:45292", "issue:36246|issue:43596", @@ -13526,201 +13541,201 @@ "issue:44466|issue:45335", "issue:44623|issue:46726", "issue:44242|issue:44857", - "issue:44877|issue:45375", "issue:43526|issue:46897", + "issue:44877|issue:45375", "issue:44038|issue:46506", "issue:44987|issue:45459", "issue:29870|issue:30333", "issue:43526|issue:46894", "issue:43352|issue:45250", - "issue:42199|issue:46851", "issue:44479|issue:46170", + "issue:42199|issue:46851", "issue:44060|issue:44077" ], - "prepared_review_unit_hash": "a158034ba9c9430229ac595da181a668ef2b907ad0d94c0294abab72a60f6bb1", + "prepared_review_unit_hash": "4dd5e347f484aa5b87054c27528f687321708d917a0d9ff0497b9fab55b0064c", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35131, - "estimated_input_tokens": 8783, - "estimated_eval_tokens": 17822 + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug or change; the items are mostly unrelated model-specific regressions, config issues, and performance bugs.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical duplicate issue emerges because the candidate pairs do not describe the same failure mode or code path.", + "summary": "This cluster is heterogeneous: the issues cover unrelated model bugs, config problems, performance regressions, and test/infrastructure failures. None of the soft pairs look like the same underlying bug/change, so no duplicate merge is justified.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs across different models and subsystems, so this is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest standalone issue here: it is concrete, versioned, and scoped to a specific regression affecting several Qwen VL variants.", + "best_issue_reason": "issue:44479 is the strongest standalone report here: it is concrete, regression-framed, and clearly identifies affected models plus the failing video-input path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Both are video-input bugs, but they affect different model families and describe different failure modes." + "reason": "Different failures: model loading for ScandiBERT vs empty-chat-template handling in apply_chat_template()." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "One is an audio sampling-rate bug; the other is an import performance complaint. No shared code-path bug." + "reason": "Audio sampling-rate default bug vs slow/occasional import time; unrelated symptoms and code paths." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both mention video inputs, but the regression targets different models and a different underlying processor issue." + "reason": "Both are video-related, but one is a broad v5.3.0 regression across Qwen VL models while the other is a SmolVLM video padding bug." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both concern Qwen multimodal configs, but one is about a dropped config field and the other about unwrapping text_config in AutoModelForCausalLM.from_config." + "reason": "Both involve Qwen multimodal config handling, but one is a missing config field and the other is AutoModel text_config unwrapping; not the same bug." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated bugs." + "reason": "Different subsystems: unsafe sys.modules access in modeling_utils vs a pytest-xdist file race in testing utils." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are different model-specific issues." + "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated model families and failure modes." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:45292", + "right": "issue:47000", "accept": false, - "reason": "A position_ids buffer access error is unrelated to the reported slow filtering performance regression." + "reason": "Token embedding resize behavior vs RT-DETR loss infeasibility; no shared code-path." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque exhaustion and removed Sam3LiteText config references are different failure modes." + "reason": "DeepSpeed ZeRO3 deque error vs broken auto_mappings references; different causes entirely." }, { - "left": "issue:45292", - "right": "issue:47000", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "resize_token_embeddings behavior and RTDetrLoss infeasible cost-matrix crashes are unrelated." + "reason": "Position_ids buffer access error vs a transformer upgrade slowdown; not the same underlying issue." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "One is about CPU offload compatibility; the other is a kernel registration/decorator error. Different code paths." + "reason": "Both touch Qwen3.5 rotary/kernel code, but one is CPU-offload incompatibility and the other is a registration/decorator crash." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer regression and embedding resize behavior are unrelated." + "reason": "Processor/tokenizer regression vs embedding resize propagation; unrelated behaviors." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "A missing Qwen2.5 VL import and a DeepSpeed/BertModel index error do not describe the same bug." + "reason": "ImportError for Qwen2.5 VL image processor vs DeepSpeed/BertModel zero-size index error; unrelated bugs." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 VisionEncoder output attribute missing versus SAM3 LiteText memory overflow are distinct issues." + "reason": "SAM3 vision encoder missing attribute vs SAM3 LiteText memory overflow; different failure modes." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embedding/weight handling, but one is serialization of tied weights and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Both concern weight/embedding consistency, but one is serialization depending on device and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files on save_pretrained and an AutoProcessor backend-missing import message are different problems." + "reason": "Missing files on processor.save_pretrained() vs unrecognized image processor when a vision backend is missing; different paths." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "A router-loss omission and an AMP CUDA loss crash are unrelated training-time bugs." + "reason": "Moe load-balancing loss omission vs LwDetrLoss AMP/CUDA crash; unrelated bugs." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43526", + "right": "issue:46897", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Qwen3.5MoeVisionConfig field omission." + "reason": "BeitImageProcessorFast label reduction bug vs Florence2 training-loss double-shift bug; different model components." }, { - "left": "issue:43526", - "right": "issue:46897", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Different models, different symptoms, and different code paths; only the word 'labels' overlaps." + "reason": "Strict-config loading failure for granite_speech vs Qwen3.5 Moe vision config field dropping; not the same issue." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "A Qwen3-VL-Moe bug and a CPU/CUDA result mismatch in PPDocLayoutV3 are unrelated." + "reason": "Qwen3-VL-Moe bug in transformers 5.0 vs CPU/CUDA result mismatch in PPDocLayoutV3; unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a model package and tokenizer error masking from missing protobuf are different issues." + "reason": "Model loading regression in transformers>=5.1.0 vs tokenizer error masking when protobuf is absent; different bugs." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generation UnboundLocalError and MLflow job reporting are unrelated." + "reason": "BART generate() UnboundLocalError vs MLflow status reporting after failed training job; unrelated." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Beit label reduction and CohereASR training-loss shifting are not the same bug, even if both concern labels." + "reason": "Same broad double-shift pattern, but different model families and likely different implementations; not the same concrete bug." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model-specific unsupported Flash Attention error is not the same as a generic Flash Attention 2.0 issue." + "reason": "Specific model unsupported by Flash Attention 2.0 vs the general Flash Attention 2.0 topic; not duplicate reports." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids handling are different failure modes." + "reason": "Video regression in Qwen models vs Windows/ROCm torch.distributed import issue; completely different code paths." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Video regression in Qwen VL models and a Windows/ROCm torch.distributed import problem are unrelated." + "reason": "DETR cardinality-background-class issue vs Qwen3.5 variable-length position_ids behavior; unrelated models and errors." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning and a patchtsmixer post_init policy issue do not share the same underlying bug." + "reason": "Incorrect tied-weights warning in Qwen3-Next vs a PatchTSMixer post_init allowance change; unrelated subsystems." } ] }, @@ -13742,7 +13757,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:42886", "issue:43065", @@ -13794,15 +13809,15 @@ ], "soft_pairs": [ "issue:44368|issue:44977", - "issue:45412|issue:46123", "issue:43653|issue:44162", + "issue:45412|issue:46123", "issue:45397|issue:45656", "issue:43065|issue:43408", - "issue:43475|issue:43540", "issue:44877|issue:46170", + "issue:43475|issue:43540", "issue:42886|issue:45229", - "issue:43723|issue:46710", "issue:46170|issue:46832", + "issue:43723|issue:46710", "issue:43931|issue:44368", "issue:44188|issue:46202", "issue:44368|issue:45563", @@ -13821,224 +13836,218 @@ "issue:43994|issue:46726", "issue:44749|issue:45656", "issue:43701|issue:44749", - "issue:46752|issue:47020", "issue:43646|issue:44162", - "issue:44623|issue:45656" + "issue:44623|issue:45656", + "issue:46752|issue:47020" ], - "prepared_review_unit_hash": "e1c3d90f1980a2fe350b0fe67eda1b530720bad06637922b81ffd11c2092a472", + "prepared_review_unit_hash": "f8dd854479cc662465d0e15536f55186d03c4a0f1122f494f5504958379fbcb8", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36526, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 36529, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-pair suggestions are largely false positives: they mostly share a subsystem name or broad symptom class, but not the same concrete bug. No PRs are present.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43723 is the clearest central tokenizer-loading regression in this set and the best issue to stand in for the tokenizer-related noise, though the overall cluster does not look like a true duplicate group.", + "summary": "This cluster is noisy and mostly spans unrelated model, tokenizer, config, and runtime issues. The most representative issue is the broad tokenizer-loading regression in v5, while no PRs are present.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43723 is the broadest, most central tokenizer-loading regression in the set and best matches the cluster\u2019s recurring tokenizer/config-loading theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 has the most general and directly described user-facing failure among the candidates, centered on tokenizer loading in v5.", + "best_issue_reason": "issue:43723 is the best cluster anchor because it is generic, user-facing, and sits closest to the repeated tokenizer initialization/save/load failures in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen-related warnings/errors, but one is a tie_word_embeddings warning and the other is a flash-attention generation failure; different bugs." + "reason": "Different bugs: a tie_word_embeddings warning versus a flash-attention generation failure." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Memory not released for RT-DETR models vs. pipeline batch-result dropping; unrelated failure modes." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different code paths and symptoms." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer special-token registration bug vs. ESM2 model breakage; no shared code path." + "reason": "RT-DETR memory retention and partial-batch result dropping are unrelated issues." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Deepspeed ZeRO3 from_pretrained issue vs. optimizer stepping twice; distinct training bugs." + "reason": "Gemma-4 ZeRO3 loading and a double optimizer-step problem are not the same defect." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type/config mismatch warning." + "reason": "Both touch SAM3, but one is a dummy Conv2d and the other is a model-type warning." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Different model families and different errors; no evidence of the same underlying bug." + "reason": "Strict config loading and Windows ROCm import/distributed failures are unrelated." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Strict config loading vs. Windows/ROCm import dependency failure; unrelated." + "reason": "Different models and failures: missing SAM3 output attribute versus Qwen3OmniMoe video processing error." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer offline cache loading vs. Gemma multi-GPU CUDA OOM; different layers of the stack." + "reason": "Tokenizer cache/offline loading and Gemma multi-GPU OOM are not the same bug." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Tokenizer loading regression vs. accuracy regression after upgrade; not the same concrete defect." + "reason": "A platform import issue and an RT-DETR feature-level mismatch are distinct problems." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Windows ROCm import issue vs. RTDetr forward shape/type error; unrelated." + "reason": "Tokenizer loading regression and accuracy regression after upgrade do not share the same underlying fix." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs. Qwen3.5 embedding warning; different bugs." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen warning about tied embeddings." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile kernel divergence vs. Gemma token roundtrip failure; no shared implementation defect." + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma token roundtrip behavior." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Both are warnings, but one concerns model config and the other stale pagination warnings; not the same issue." + "reason": "A model config warning and a stale generate warning are different issues." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache in GlmMoeDsa vs. missing default mm_token_type_ids; different code paths." + "reason": "Stale cache state on second forward pass is not the same as missing mm_token_type_ids defaults." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions API rejection vs. tokenizer roundtrip failure; unrelated." + "reason": "Chat/completions API rejection and tokenizer roundtrip failure are unrelated." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated repro of an unrelated upstream issue vs. Gemma token handling; no match." + "reason": "An isolated reproduction of a different issue is not the same as the Gemma roundtrip bug." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention cache/compile behavior, but one is numerical divergence from branching and the other is spurious recompilation from lazy init." + "reason": "Both involve performance/caching, but the concrete failures and code paths differ." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "GlmMoeDsa cache bug vs. flash_attention None-handling crash; distinct failures." + "reason": "Stale indexer-cache crash and s_aux=None flash-attention crash are different defects." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior vs. deepspeed loss host-sync concern; different mechanisms." + "reason": "Missing auxiliary losses and a CUDA-tensor conditional host sync are unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram kernel not implemented vs. missing chat template error; unrelated." + "reason": "An MPS histogram limitation is unrelated to processor save_pretrained missing files." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug vs. LlamaConfig validation of head_dim; not the same bug." + "reason": "Cache length return type and LlamaConfig head_dim validation are separate bugs." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Docstring annotation crash vs. cache sequence-length tensor bug; different subsystems." + "reason": "Docstring annotation handling and cache length device-tensor arithmetic are different failures." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError vs. performance regression after upgrade; no shared defect." + "reason": "Tokenizer AttributeError and post-upgrade slowdown are not the same underlying issue." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder implementation detail vs. mask pipeline final-batch handling; unrelated." + "reason": "Dummy Conv2d in SAM3 and dropped partial-batch results are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs. processor save_pretrained missing files; similar theme but different artifacts and fixes." + "reason": "Both are save_pretrained-related, but tokenizer_class mismatch and processor file omission are different bugs." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Bad outputs from AutoModel/pipeline vs. missing vision-backend handling in AutoProcessor; distinct issues." + "reason": "Nonsensical outputs with AutoModel/pipeline and missing-vision-backend messaging are not the same issue." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown after upgrade vs. double optimizer step under deepspeed; unrelated." + "reason": "A slowdown regression and a double optimizer-step bug are unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch vs. upgrade slowdown; no overlap." - }, - { - "left": "issue:46752", - "right": "issue:47020", - "accept": false, - "reason": "Empty-list chat template crash vs. XLMRobertaTokenizer Unigram init type error; different failures." + "reason": "Checkpoint key mismatch and training slowdown are different failure modes." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Transformer 5.0 custom model init breakage vs. ESM2 breakage; too broad and not the same underlying bug." + "reason": "Custom model initialization breakage and ESM2 breakage are separate problems." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files vs. optimizer step called twice; unrelated." + "reason": "Missing processor save files and deepspeed optimizer double-step do not share a code-path bug." } ] }, @@ -14060,7 +14069,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28282", "issue:30990", @@ -14084,7 +14093,7 @@ "issue:44351", "issue:44373", "issue:44623", - "issue:44661", + "issue:44857", "issue:44869", "issue:44871", "issue:44933", @@ -14114,18 +14123,18 @@ "soft_pairs": [ "issue:44871|issue:46132", "issue:44964|issue:45137", - "issue:42994|issue:43482", "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:39692|issue:46726", "issue:43475|issue:43643", "issue:43475|issue:46821", - "issue:39692|issue:46726", - "issue:44188|issue:46851", - "issue:43232|issue:43673", "issue:43986|issue:46726", + "issue:44188|issue:46851", "issue:28282|issue:30990", + "issue:43232|issue:43673", "issue:45230|issue:45397", - "issue:45310|issue:45375", "issue:46877|issue:47000", + "issue:45310|issue:45375", "issue:46463|issue:46877", "issue:44038|issue:44623", "issue:41628|issue:44933", @@ -14141,216 +14150,216 @@ "issue:41628|issue:44351", "issue:36010|issue:41628", "issue:44945|issue:45753", - "issue:44661|issue:47059" + "issue:44857|issue:46877" ], - "prepared_review_unit_hash": "dfc6763611b852bbe8ed179f4363ec4b5aac899e18cd61e019fa9284fa74421a", + "prepared_review_unit_hash": "bade61d48322804a153b803e418aa70184cf37724a5a6389738af80a1410763b", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36372, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose bundle of mostly unrelated transformers issues, with only a few weak import/API-regression subthemes. No soft pair is strong enough to merge as a duplicate or same change.", - "confidence": 0.29, - "canonical_issue_reason": "issue:41628 is the best representative of the broad import/export regression subtheme (more central and reusable than the narrower sibling reports), though the cluster is too heterogeneous to treat it as a strong canonical for everything here.", + "summary": "The cluster is heterogeneous and mostly consists of distinct import/load regressions around Transformers v5. The strongest duplicate signal is the Qwen3.5 MoE `from_pretrained` regression, while the rest are separate issues in different code paths or model families.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45310 is the most canonical representative of the repeated Qwen3.5 MoE `from_pretrained` regression: it is concrete, version-scoped, and has a near-identical later duplicate (45478).", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the clearest, most general issue among the set and best matches the small import/API error subcluster; the rest span distinct bugs across models, generation, quantization, and testing.", + "best_issue_reason": "45310 is the best overall issue in this set because it is the clearest concrete bug report with an obvious duplicate sibling and a well-scoped failure mode; the other items are either unrelated or only loosely similar.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different problems: Gemma EOS config mismatch vs attention registration behavior under torch.compile." + "reason": "Different bugs: Gemma EOS-token config inconsistency vs an attention registration behavior change." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Unrelated failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + "reason": "Unrelated failures: multimodal model loading vs a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the symptoms are not specific enough to prove the same underlying bug; one is a missing config field, the other a generic `from_pretrained` error." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Different code paths: quantized model saving vs Qwen2.5-GGUF loading under transformers v5." + "reason": "Both involve quantization/model loading, but they are different failure modes and model paths." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Same model family, but the reports are not clearly the same bug: missing config field vs generic from_pretrained regression." + "reason": "A doc example with model/processor mismatch and quantization issues is not the same as missing-vision-backend processor handling." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "One is a missing attribute on SAM3 vision output; the other is incomplete fields from AutoConfig trust_remote_code." + "reason": "One is a specific missing attribute in SAM 3 Video output; the other is a generic `trust_remote_code` config-field loss issue." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "No match: SAM3 vision encoder attribute error vs TimesFM window_size attribute access." + "reason": "Different model families and different attributes; no clear shared code-path bug." }, { - "left": "issue:39692", + "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both involve vision/processor docs or loading, but one is a SigLIP2 example error list and the other is backend-missing processor error handling." + "reason": "Both concern missing vision-related dependencies, but they target different loaders and error cases; not enough evidence of one underlying bug." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Different model/runtime bugs: attention kernel branching under torch.compile vs Qwen3.5 variable-length position_ids." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both are generation-related, but one is sync_gpus bookkeeping and the other is missing GenerationMixin cache in v5 chunked prefill." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to Qwen3.5 variable-length position-id handling." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Similar area, but not the same bug: video AutoProcessor crash without torchvision vs generic unrecognized image processor error with missing vision backend." + "reason": "An environment-level PyTorch import error is not the same as Sentence Transformers hanging during load." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "ImportError for missing PyTorch vs Sentence Transformers hanging on load are different symptoms and likely different root causes." + "reason": "Both are generation-related, but they describe different generation internals and different failure modes." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "No substantive content overlap; generic bug report vs gemma-4 zero3 from_pretrained issue." + "reason": "Generic bug report vs a specific Gemma-4 ZeRO3 loading issue; no duplicate evidence." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a generic from_pretrained regression and the other is a specific vision-config field omission." + "reason": "Import-time docstring diagnostics and RTDetr loss infeasibility are unrelated." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Unrelated: docstring lint output at import time vs RTDetrLoss infeasible cost matrix crash." + "reason": "Related Qwen3.5 family, but one is a generic `from_pretrained` regression and the other is a specific config-field drop; not clearly the same bug." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Different layers entirely: decoder-input validation messaging vs auto_docstring stdout behavior." + "reason": "A decoder-input validation message bug is unrelated to import-time doc-lint output." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Different issues: Qwen3-VL-Moe loading on transformers 5 vs processor.save_pretrained missing files." + "reason": "Qwen3.5-VL-Moe loading issues and processor save-pretrained file emission are different code paths." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import complaints, but they target different symbols/modules and do not look like the same underlying bug." + "reason": "Different missing imports (`AutoImageProcessor` vs an image_utils symbol); same subsystem, but not the same bug." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Docstring typo vs an actual position_ids runtime bug are not duplicates." + "reason": "Docstring wording for `position_ids` is unrelated to variable-length-input generation failure." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + "reason": "Quantized model saving vs a missing `pad_token_id` attribute are separate issues." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Tokenizer/decoder regressions, but on different models and different failure modes; not the same concrete bug." + "reason": "Whisper timestamp decoding and Kimi tokenizer codec handling are different tokenizer bugs." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading issue in v5 is distinct from continue_final_message logic for mistral_common tokenizers." + "reason": "Tokenizer loading in v5 and `continue_final_message` for mistral_common are different behaviors and code paths." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance issue vs meta-initialization incompatibility for old InternVL2 checkpoints." + "reason": "TF32 settings guidance is unrelated to InternVL2 remote-code/meta-init incompatibility." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel output corruption are different problems." + "reason": "Quantization/offloading behavior and pipeline-parallelism output errors are distinct failures." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers vs a Qwen3.5 kernel registration decorator error." + "reason": "Missing `nn` on import and a Qwen3.5 kernel-registration crash are different import/runtime bugs." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "Test infra race in xdist captured info vs CLI breakage from huggingface_hub 1.22.0 are unrelated." + "reason": "A pytest-xdist file race is unrelated to a CLI completion attribute error from huggingface_hub." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to RTDetrLoss assignment infeasibility." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to RTDetr loss infeasibility." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different classes and different API surfaces; too broad to call duplicate." + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import path break and AutoImageProcessor import break are separate public-API regressions." + "reason": "Different missing imports: `GenerationMixin` from a generation submodule vs `AutoImageProcessor` from transformers." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel LLM output mismatch and Qwen3.5 infinite-loop-on-image are different runtime bugs." + "reason": "Pipeline-parallelism output corruption and an image-specific Qwen3.5 infinite loop are not the same bug." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "Model-template generation bug vs CLI test failure with newer huggingface_hub are unrelated." + "reason": "AMP/CUDA loss crashing and doc-lint stdout noise are unrelated." } ] }, @@ -14372,7 +14381,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:30333", "issue:30990", @@ -14396,9 +14405,9 @@ "issue:44496", "issue:44568", "issue:44623", + "issue:44661", "issue:44743", "issue:44792", - "issue:44857", "issue:44869", "issue:44933", "issue:45081", @@ -14424,27 +14433,27 @@ "issue:47085" ], "soft_pairs": [ + "issue:44661|issue:47059", "issue:45406|issue:46202", - "issue:44857|issue:46877", "issue:42994|issue:43824", "issue:44038|issue:45310", "issue:45081|issue:45103", "issue:45593|issue:46877", - "issue:46202|issue:46701", "issue:44222|issue:45310", + "issue:46202|issue:46701", "issue:42673|issue:43704", "issue:43232|issue:44792", "issue:42831|issue:44222", "issue:42175|issue:44933", "issue:44496|issue:45561", "issue:45405|issue:46877", + "issue:30333|issue:33290", "issue:44743|issue:47068", "issue:45561|issue:45600", - "issue:30333|issue:33290", "issue:43976|issue:44933", "issue:30990|issue:35141", - "issue:42898|issue:44568", "issue:43479|issue:46829", + "issue:42898|issue:44568", "issue:42175|issue:45712", "issue:44568|issue:47085", "issue:44623|issue:45310", @@ -14452,240 +14461,240 @@ "issue:42673|issue:46693", "issue:44186|issue:47085", "issue:46077|issue:46123", - "issue:43479|issue:44869", "issue:42898|issue:45812", - "issue:44016|issue:46231", - "issue:43723|issue:44568" + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44016|issue:46231" ], - "prepared_review_unit_hash": "706b466a9baaec2032b55c6a9b6ee540da7b3fd91efd4f8ec0c56ab1e330aad3", + "prepared_review_unit_hash": "479d329570877c84c5ca638e4ce641d65aa762dafc8dfc973f7e34c463db170d", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37384, - "estimated_input_tokens": 9346, - "estimated_eval_tokens": 18948 + "serialized_chars": 37400, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair is a clear duplicate: the Qwen3ForCausalLM VRAM leak reports. The rest are different bugs or regressions in unrelated code paths, even when they share a broad model family or subsystem.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42673 is the better canonical because it is the earlier, more substantive report of the exact same Qwen3ForCausalLM VRAM leak; issue:43704 appears to be a duplicate with the same title and symptom.", + "summary": "This cluster is mostly heterogeneous. The only confirmed duplicate pair is issue:42673 and issue:43704, which describe the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; the rest are broadly similar transformers bugs but not the same concrete defect.", + "confidence": 0.79, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier report and has substantially more discussion than issue:43704, and both describe the same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is the only exact duplicate target and has the clearest discussion trail for the underlying bug.", + "best_issue_reason": "issue:42673 is the strongest representative of the only true duplicate pair here: it is earlier and more discussed than issue:43704, while the remaining items do not cohere around one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Different Gemma-related failures: one is a processor/tokenizer attribute crash during serve, the other is a pipeline roundtrip failure on the \u2581 character." + "reason": "Different failures: tokenizer/model mapping registration vs CLI completion attribute error." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Unrelated bugs: CUDA/AMP loss crash versus docstring lint output at import time." + "reason": "Different code paths: missing processor `_tokenizer` vs Gemma pipeline roundtrip/tokenization behavior." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Different problems: quantized save_pretrained failure versus an import error for a specific model class." + "reason": "Quantized save failure and missing Qwen vision import are unrelated defects." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broad Qwen MoE area, but not the same concrete bug: one targets Qwen3-VL-Moe on transformers 5.0, the other is a from_pretrained error for Qwen3.5 Moe on 5.4.0." + "reason": "Same model family, but distinct bugs: Qwen3-VL-Moe behavior vs Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Completely different code paths: mistral regex/tokenizer loading versus auto_docstring annotation handling." + "reason": "Mistral tokenizer regex patch crash and auto-docstring annotation handling are unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Different subsystems: D-FINE loss behavior versus import-time docstring diagnostics." + "reason": "D-FINE auxiliary-loss behavior and docstring lint output at import time are different subsystems." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Different Gemma pipeline issues with different failure modes and entry points." + "reason": "Both mention FP8/Qwen, but one is save_pretrained behavior and the other is model loading regression." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Both involve MoE/FP8 themes, but one is about saving FP8 weights and the other about model loading failure; not the same underlying bug." + "reason": "Both involve Gemma-related pipelines, but the reported failures are different concrete bugs." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact duplicate report of the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; same title, same symptom, same code path." + "reason": "Same bug: both reports describe the Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs/sync_gpus bug versus a janus image generation test failure; too different to be the same issue." + "reason": "Generation kwargs after sync_gpus is unrelated to the janus image-generation test failure." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Different FP8 issues: accuracy regression versus save_pretrained failure." + "reason": "FP8 accuracy regression and FP8 MoE save_pretrained failure are distinct issues." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Unrelated packaging/backend dependency issue versus a missing import from image_utils." + "reason": "Packaging/backend dependency issue is unrelated to the missing image_utils import." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Different failures: model type/config resolution versus xdist file-race in testing utils." + "reason": "Model loading/config recognition and pytest-xdist file races are unrelated." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pinning issue versus docstring logging at import time." + "reason": "PEFT version mismatch and docstring lint import-time logging are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow status reporting and deepspeed Adafactor OOM are unrelated." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Different generation/runtime bugs: recurrent state reset in qwen3_5 modular code versus CUDA host-synchronization concern in deepspeed loss." + "reason": "Both mention generation/cache behavior, but the bugs are different code paths." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Testing race condition versus broken auto_mappings reference to removed configs; unrelated." - }, - { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "Different training/runtime failures: MLflow reporting bug versus deepspeed OOM with Adafactor." + "reason": "Test-worker file races and stale auto_mappings references are separate CI problems." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue versus missing import from image_utils." + "reason": "Python version compatibility issue is unrelated to a missing import symbol." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang in Sentence Transformers versus embedding reinitialization after resize; not the same bug." + "reason": "Loading stall and embedding reinitialization after resize are different failures." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Both are tokenizer behavior regressions in v5, but they affect different APIs and symptoms." + "reason": "Phi4 multimodal config defaults and VideoPrism output field mismatch are unrelated." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Different model/config/output bugs in different components." + "reason": "Tokenizer cleanup behavior and BOS/EOS insertion regression are distinct issues." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging/backend dependency issue versus cleanup of dummy pt objects." + "reason": "Dependency/backend packaging is unrelated to leftover dummy classes in dummy_pt_objects.py." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Different tokenizer regressions: add_special_tokens behavior versus thread-safety of fast tokenizers." + "reason": "Both involve tokenizers, but one is add_special_tokens behavior and the other is thread safety." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Processor save_pretrained missing files is not the same as a Qwen3.5 MoE loading error." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Broken auto_mappings references versus CLI incompatibility with huggingface_hub 1.22.0." + "reason": "Stale auto_mappings references and CLI completion attribute errors are unrelated." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Different performance issues in different paths: VRAM leak from dataloader threads versus FA2 long-context regression." + "reason": "VRAM leak in dataloader threads is unrelated to the FA2 long-context performance regression." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "Tokenizer crash on NER/batched padding versus fast tokenizer thread-safety regression." + "reason": "LayoutLMv2Tokenizer batching crash and tokenizer thread safety are different bugs." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Different pipeline/model bugs: attention mask construction versus batch finalization in MaskGenerationPipeline." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Multimodal config initialization issue versus Whisper timestamp decoding crash." + "reason": "Attention-mask construction and final-partial-batch handling are unrelated." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: cleanup-space behavior versus wrong token IDs for Granite models." + "reason": "Tokenizer cleanup behavior and Granite token-id regression are different regressions." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Notebook syntax error versus documentation parameter-name mismatch; unrelated." + "reason": "Phi4 config defaults and Whisper timestamp decode crash are unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading regression versus special-token insertion regression; same area, different bug." + "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS regression are separate issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and training-doc parameter-name mismatch are unrelated documentation/notebook problems." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary and canonical choice are grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair is the exact duplicate Qwen3ForCausalLM VRAM leak report, which is well supported by identical titles and matching symptoms. No PR-pair mergeability issues are present." + "accept": false, + "feedback": "Rejecting because the summary overstates the evidence for issue:42673: the packet supports that it is earlier and has much more discussion than issue:43704, but not higher inbound references (both show 0). The rest of the assessment is reasonably conservative, and the duplicate pair looks valid, but the best_issue_reason is not fully grounded as written." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14701,17 +14710,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:22355", "issue:27957", "issue:28282", "issue:30333", "issue:34689", - "issue:36331", + "issue:35141", "issue:39692", + "issue:41628", "issue:42222", "issue:42673", + "issue:42757", "issue:42796", "issue:42831", "issue:42898", @@ -14730,7 +14741,6 @@ "issue:44222", "issue:44295", "issue:44297", - "issue:44360", "issue:44448", "issue:44623", "issue:44734", @@ -14748,16 +14758,15 @@ "issue:45712", "issue:46132", "issue:46231", - "issue:46762", "issue:46909", "issue:47085" ], "soft_pairs": [ "issue:39692|issue:46909", + "issue:43784|issue:43824", "issue:43479|issue:44079", - "issue:44843|issue:47085", "issue:42898|issue:44779", - "issue:43784|issue:43824", + "issue:44843|issue:47085", "issue:42673|issue:47085", "issue:27957|issue:30333", "issue:30333|issue:34689", @@ -14767,231 +14776,231 @@ "issue:44295|issue:45656", "issue:44734|issue:45103", "issue:42898|issue:45356", - "issue:30333|issue:36331", + "issue:30333|issue:35141", "issue:22355|issue:28282", "issue:44222|issue:44297", "issue:44075|issue:46231", - "issue:45405|issue:45712", "issue:43116|issue:44190", + "issue:45405|issue:45712", "issue:44933|issue:45712", - "issue:42831|issue:44623", "issue:44297|issue:45656", - "issue:44448|issue:46132", + "issue:42831|issue:44623", "issue:44060|issue:45125", + "issue:44448|issue:46132", "issue:42796|issue:43723", "issue:44222|issue:44623", "issue:43479|issue:43644", "issue:45245|issue:46132", - "issue:44360|issue:46762" + "issue:41628|issue:42757" ], - "prepared_review_unit_hash": "826d015e8f63c73a10f0424562147716da9305c39a84375c628a4ab3db5229ad", + "prepared_review_unit_hash": "05414b9fcd7a5e6199f4c2f0c7168c82803b800bdd47178ffaf6de36083e517c", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36703, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "serialized_chars": 36699, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of mostly unrelated Transformers bug reports and regressions. The soft pairs are only superficially similar; none look like the same underlying defect or change, so I would not collapse any of them.", + "summary": "No soft pair looks like a true duplicate: the candidates are mostly unrelated issues that only share broad themes like tokenization, imports, docs, or v5 regressions.", "confidence": 0.95, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue fits this set; the soft pairs do not share the same underlying bug or code path.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue: none of the issues is a clear duplicate target for the others, so picking one would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-example failures, but they affect different examples/models and appear to have different causes." + "reason": "Both are broken doc examples, but they concern different models and failure modes, not the same example." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Phi4MultimodalConfig default initialization and ModelOutput key assignment are unrelated bugs in different code paths." + "reason": "Both are import errors, but for different symbols and different root causes." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Offline model_info() call in tokenizer loading is a different problem from tokenizer thread-safety regressions." + "reason": "One is config default initialization; the other is ModelOutput key handling. Different code paths." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer behavior changes, but one is cleanup spacing in v5 and the other is DeepSeek encoding correctness; not the same bug." + "reason": "Both mention tokenizer regressions, but one is clean-up-space behavior and the other is Deepseek tokenization output." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "Missing nn import in sentence-transformers integration and missing Qwen2.5-VL export are unrelated import errors." + "reason": "Offline-mode Mistral regex patch bug vs tokenizer thread-safety regression; unrelated." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM multi-threaded loading is not the same as fast tokenizer thread-safety issues." + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is not the same as fast tokenizer thread safety." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed training are different subsystems and defects." + "reason": "Flash Attention 2 model support and MLflow reporting are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow run-state reporting and a Llama 3.2 vision model-loading regression are unrelated." + "reason": "Different failures: MLflow job state reporting vs Llama 3.2 Vision model loading." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." + "reason": "Different multimodal model bugs with different symptoms and fixes." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 and processor/tokenizer image-passing regressions are separate changes." + "reason": "Both are v5 regressions around tokenization/processor APIs, but they are different breakages." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image patch count method and old InternVL2 meta-init incompatibility are different multimodal loading bugs." + "reason": "Missing image-patch method vs remote-code meta-init incompatibility are distinct problems." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading a buffer-backed position_ids tensor and optimizer step being called twice are unrelated." + "reason": "Position_ids buffer access bug is unrelated to the deepspeed double optimizer step issue." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing in serve and auto_docstring crashes from future annotations are unrelated." + "reason": "KV-cache continuation indexing and auto_docstring annotations are unrelated." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but the reported symptoms and likely fixes differ." + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces vs Kimi codec handling." }, { "left": "issue:30333", - "right": "issue:36331", + "right": "issue:35141", "accept": false, - "reason": "MLflow failure reporting and CustomTrainer compute_loss signature mismatch do not share a code path." + "reason": "MLflow failure reporting and embedding resize reinitialization are unrelated." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency error are separate import/setup problems." + "reason": "Both are import errors, but one is a missing submodule and the other is a missing dependency warning." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer.save_pretrained metadata mismatch are unrelated save-path bugs." + "reason": "Both involve save_pretrained, but one is FP8/MoE saving and the other is tokenizer config metadata." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "SGD args being ignored is a runtime optimizer bug; the other is a documentation parameter-name mismatch." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "An unreleased PEFT version bump and leftover dummy classes are not the same issue." + "reason": "Optimizer argument usage and a doc parameter-name typo are not the same bug." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Empty multi-label classification results and local dataset loading failure are different example-script issues." + "reason": "Different example scripts with different failures and data-loading paths." }, { - "left": "issue:44933", + "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Nonexistent image_utils import and dummy class cleanup are unrelated namespace issues." + "reason": "Unreleased dependency version bump vs leftover dummy classes are unrelated maintenance issues." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "FineGrainedFP8 accuracy concerns and processor.save_pretrained missing files are different failure modes." + "reason": "Import exposure in image_utils and dummy class cleanup are separate problems." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch and double optimizer.step() are unrelated bugs." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the deepspeed optimizer-step bug." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "v4/v5 output differences for Pegasus and AttentionInterface.register behavior changes are not the same defect." + "reason": "FP8 accuracy regression and missing processor save files are different issues." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are separate model-integration issues." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct model-definition bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output difference and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "BPE marker handling in a specific tokenizer and AutoTokenizer loading failure are different tokenizer issues." + "reason": "Both involve tokenizers, but one is a specific BPE-marker bug and the other is a from_pretrained loading issue." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files affect different serialization paths." + "reason": "Different save_pretrained problems affecting different objects and outputs." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default config initialization and non-persistent buffers getting junk values are unrelated internal-state bugs." + "reason": "Config None initialization and non-persistent buffer junk are unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-limit runtime error and AttentionInterface.register behavior change are not the same code path." + "reason": "Category-count runtime limit and attention registration behavior are unrelated." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated." + "reason": "Different import failures from different packages and symbols." } ] }, @@ -15013,14 +15022,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:22355", "issue:27957", "issue:30990", "issue:38175", - "issue:41628", - "issue:42757", "issue:42831", "issue:42907", "issue:43122", @@ -15028,6 +15035,7 @@ "issue:43475", "issue:43504", "issue:43723", + "issue:44038", "issue:44190", "issue:44222", "issue:44263", @@ -15060,14 +15068,15 @@ "issue:46614", "issue:46655", "issue:46710", + "issue:46762", "issue:46909", "issue:46932", "issue:47059" ], "soft_pairs": [ - "issue:41628|issue:42757", - "issue:44373|issue:44485", + "issue:44360|issue:46762", "issue:46132|issue:46710", + "issue:44373|issue:44485", "issue:44297|issue:45310", "issue:43504|issue:47059", "issue:45071|issue:46082", @@ -15076,197 +15085,198 @@ "issue:43122|issue:46209", "issue:46614|issue:46932", "issue:44263|issue:45092", - "issue:46209|issue:46431", "issue:43232|issue:46424", "issue:44295|issue:44623", + "issue:46209|issue:46431", "issue:43232|issue:45834", "issue:30990|issue:38175", - "issue:44263|issue:44373", "issue:44190|issue:46082", + "issue:44263|issue:44373", "issue:46369|issue:46909", + "issue:43475|issue:46305", "issue:46305|issue:46655", "issue:42907|issue:46050", - "issue:43475|issue:46305", "issue:44263|issue:44360", "issue:42831|issue:45310", "issue:22355|issue:27957", "issue:45092|issue:45357", "issue:44483|issue:45406", "issue:44279|issue:46328", - "issue:44964|issue:47059" + "issue:44964|issue:47059", + "issue:42831|issue:44038" ], - "prepared_review_unit_hash": "0763eb967601f7fc4754d958b851d9d221c4512b19dc132ba84d6be93d4e453e", + "prepared_review_unit_hash": "75149526df945ac7faae496d9bd829cda34f87d6557106b6710b8336e3b365e8", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35957, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "soft_pair_count": 30, + "serialized_chars": 36262, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated regressions, import errors, model-specific bugs, or documentation/test issues. None of the soft pairs look like true duplicates under a strict same-code-path standard.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45071 is the closest broad representative because it captures the cluster\u2019s recurring v5 regression theme, but the set is too mixed for a strong true canonical.", + "summary": "Broad semantic cluster with many loosely related Transformers issues. The titles overlap around v5 regressions, save/load, generation, quantization, and multimodal models, but none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items split into multiple unrelated bug families, and the soft pairs are only superficially similar. If forced to anchor the cluster, issue:45071 is the broadest framework-level regression report.", "canonical_pr_reason": null, - "best_issue_reason": "45071 is the most reasonable umbrella issue among the listed items, since it is a broad framework-regression report rather than a model-specific one.", + "best_issue_reason": "issue:45071 is the best representative issue because it is the broadest, most general v5 regression report; the other items are mostly model-specific or subsystem-specific variants that do not unify cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Both are import failures, but one is transformers.AutoImageProcessor and the other is huggingface_hub.is_offline_mode; different packages and code paths." + "reason": "Both mention DSA/MSA attention, but one is a missing ReLU in the DSA indexer and the other is a numerical-difference report versus a reference implementation." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "One is a docstring complaint about position_ids; the other is a RoPE implementation bug. Not the same underlying defect." + "reason": "One concerns AttentionInterface.register behavior changes; the other is an accuracy regression in DeepSeek after upgrading Transformers." }, { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "AttentionInterface.register behavior change and an accuracy regression in a specific model after upgrade are distinct problems." + "reason": "A docstring issue is not the same as a GLM-5 RoPE implementation bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config mismatch on save_pretrained is separate from Qwen3.5 from_pretrained loading failure." + "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 MoE from_pretrained loading failure are different failure modes." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "BEiT pretrained loading with a legacy field and CLI completion breakage from huggingface_hub are unrelated." + "reason": "BEiT legacy-field loading and CLI breakage from huggingface_hub 1.22.0 are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig head_dim validation behavior." + "reason": "Both are config-related, but one is generic PretrainedConfig type checking and the other is LlamaConfig head_dim validation." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "AutoTokenizer load failure in v5 and Qwen3.5 flash-attention generation issues affect different paths." + "reason": "AutoTokenizer loading in v5 and Qwen3.5 flash-attention generation are distinct bugs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained behavior and max_shard_size defaulting are separate save/export concerns." + "reason": "FP8/MoE save_pretrained corruption is unrelated to the max_shard_size default question." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer output differences across versions and FP8 inference failure on B200 are not the same bug." + "reason": "Tokenizer output drift and FP8 inference failure on B200 are different problems." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 dtype casting for quantized embedders are unrelated." + "reason": "Stale phonemizer backend state and Gemma4 quantized-embedder dtype casting are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to InternVL2 remote-code/meta-init incompatibility." - }, - { - "left": "issue:46209", - "right": "issue:46431", - "accept": false, - "reason": "FP8 inference on B200 and missing chat template support in a processor are different failure modes." + "reason": "GlmMoeDsaIndexer split handling and remote-code/meta-init incompatibility do not share the same code-path bug." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is separate from cache max_cache_length semantics." + "reason": "Generation kwargs propagation after sync_gpus is not the same as cache_length being honored only for quantized cache." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are different serialization issues." + "reason": "Position_ids buffer access and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template errors are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs sync behavior and a Kosmos2.5 OCR index error do not share a concrete code path." + "reason": "Sync_gpus generation bug and Kosmos2.5 OCR index error are separate issues." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and zero probabilities in siglip2-base are unrelated model/runtime problems." + "reason": "Sentence Transformers loading hangs and SigLIP2 zero probabilities are different model behaviors." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "GlmMoeDsaIndexer split handling and a wrong docstring for position_ids are not duplicates." + "reason": "Example-script local dataset loading and LlamaConfig head_dim validation are unrelated." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "A local dataset loading script problem is unrelated to LlamaConfig head_dim validation." + "reason": "Same broad area, but one is a runtime DSA-indexer bug and the other is just a wrong docstring." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "sam3-litetext memory overflow and a broken documentation example for DIA are different categories entirely." + "reason": "SAM3 LiteText memory overflow and DIA documentation example breakage are not the same issue." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 video attribute error and MoonshineStreaming off-by-one masking bug are different code paths." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "MoonshineStreaming off-by-one masking and SmolVLM video padding calculation are distinct algorithmic bugs." + "reason": "Both are video-processing related, but one is a sliding-window off-by-one and the other is incorrect padding calculation." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized model save failures and sinq save/load breakage are both quantization-related, but they are different model paths and symptoms." - }, - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "SAM3 vision encoder missing attribute and MoonshineStreaming window masking are unrelated." + "reason": "Different quantization round-trip bugs: dequantized Ministrals/Devstrals save failure versus sinq save_pretrained/from_pretrained breakage." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "One is a split/indexing bug; the other is a discussion about missing ReLU. Not the same concrete defect." + "reason": "Both are DSA-related, but the concrete defects differ: torch.split return handling versus missing ReLU in the indexer." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy degradation and Qwen3.5 from_pretrained loading failure are different issues." + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 MoE from_pretrained failure are not duplicates." }, { "left": "issue:22355", @@ -15278,25 +15288,31 @@ "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained visual-key regression are different code paths." + "reason": "Remote-code checkpoint/meta-init incompatibility is different from incorrect visual-encoder keys saved by save_pretrained." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "chat/completions request rejection and Gemma4Processor missing _tokenizer in serve are separate API/processor bugs." + "reason": "Chat-completions request handling and Gemma4Processor missing _tokenizer are separate bugs." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A generic dependency issue and a numpy-to-list performance problem are not duplicates." + "reason": "A generic dependency complaint does not match a SequenceFeatureExtractor.pad performance issue." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Phi-4 multimodal loading failure and CLI breakage with huggingface_hub 1.22.0 are unrelated." + "reason": "Phi-4 multimodal model loading and a CLI failure due to huggingface_hub are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe bug are different model-specific issues." } ] }, @@ -15318,7 +15334,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:22355", "issue:27957", @@ -15337,6 +15353,7 @@ "issue:43066", "issue:43122", "issue:43232", + "issue:43329", "issue:43408", "issue:43540", "issue:43576", @@ -15345,7 +15362,6 @@ "issue:43784", "issue:43824", "issue:43976", - "issue:44038", "issue:44188", "issue:44261", "issue:44295", @@ -15370,11 +15386,10 @@ "issue:47059" ], "soft_pairs": [ - "issue:42831|issue:44038", "issue:44829|issue:46002", "issue:41628|issue:43824", - "issue:43408|issue:46402", "issue:45381|issue:46305", + "issue:43408|issue:46402", "issue:44261|issue:45092", "issue:43644|issue:46305", "issue:39379|issue:46172", @@ -15397,211 +15412,219 @@ "issue:30990|issue:33357", "issue:44295|issue:44297", "issue:42907|issue:44964", + "issue:43576|issue:43784", "issue:43976|issue:44945", - "issue:43576|issue:43784" + "issue:43329|issue:47059", + "issue:41628|issue:45278" ], - "prepared_review_unit_hash": "7763ff87c32a3e06fc795921ae3d0595e1edb5b94cd569051de756304b9c2471", + "prepared_review_unit_hash": "3f32dfe2213c1c07ea3b8495eab673698077b8c6e69236fde61d03c1c7f55efd", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35920, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "soft_pair_count": 30, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The listed issues are mostly semantically adjacent at a broad level (imports, tokenizers, model-loading, vision) but do not appear to be true duplicates of one underlying bug. I would not consolidate them into a single canonical issue.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated issues. A few pairs share a loose subsystem theme (tokenizers, quantization/saving, import regressions), but none are strong duplicate matches from the available metadata. I\u2019d use the broad v5 import-regression report as the closest umbrella issue.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report here: it describes multiple import errors after a version upgrade, which makes it a more central triage target than the narrower, model-specific import issues.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "45278 is the best global issue candidate because it captures a user-facing regression with wider impact and could subsume narrower import-error reports if they are later confirmed related.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "Different failures: FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe compatibility bug." - }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "One is degenerate training with flash_attention_3; the other is NaNs after checkout/init. Different symptoms and likely different causes." + "reason": "Both are training/initialization complaints, but one is about flash_attention_3 causing degenerate classification training and the other is about NaNs at checkout/init; different failure modes and likely different code paths." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports." + "reason": "Both are import errors, but they concern different missing symbols from different modules (`transformers` vs `Qwen2_5_VLForConditionalGeneration`) and do not point to the same bug." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "SAM3 model-type warning is unrelated to text-encoder weights not loading." + "reason": "Both involve sequence/video logic, but one is about Qwen2.5-VL video position ids and the other is a MoonshineStreaming sliding-window off-by-one; unrelated models and code paths." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Different code paths: Qwen2.5-VL vision position IDs vs MoonshineStreaming mask off-by-one." + "reason": "These are unrelated model-loading problems: one is a sam3_video/sam3_tracker type mismatch warning, the other is text encoder weights not loading in Sam3Model." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA layernorm epsilon precision issue is unrelated to InternVL2 meta-init incompatibility." + "reason": "Both mention model initialization/config incompatibilities, but one is an MLA LayerNorm epsilon precision issue and the other is meta-initialization incompatibility for old InternVL2 remote-code checkpoints." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to sliding-window masking." + "reason": "Different areas and symptoms: non-persistent buffer corruption in Transformers 5.0.0 versus an off-by-one in MoonshineStreaming masking." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different model internals and different bugs: mllama mask handling vs deepseek-v4 tensor transpose/cast." + "reason": "Both are multimodal/model-implementation issues, but one is incorrect mask handling in mllama and the other is a deepseek-v4 tensor transpose bug; not the same change or defect." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to tokenizer spacing after added tokens." + "reason": "The first is an import failure for `transformers.onnx`; the second is a tokenizer spacing bug after added tokens. No shared code-path evidence." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Accuracy regression in FP8 is not the same as an infinite-loop issue on a specific image." + "reason": "Both mention accuracy/runtime oddities, but one is a FineGrainedFP8 accuracy issue and the other is an infinite loop on a specific image in Qwen3_5; not the same bug." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_span top-k crash is unrelated to a CLI/huggingface_hub completion attribute error." + "reason": "These are unrelated: one is a QA pipeline top-k bounds crash, the other is a CLI test failure due to a huggingface_hub API change." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenization regressions, but they affect different tokenizers and different behavior (offset mapping vs BOS/EOS insertion)." + "reason": "Both are tokenizer behavior regressions, but one is wrong offset mapping for Qwen3 and the other is missing BOS/EOS addition for mdeberta-v3-base; separate tokenizer implementations/issues." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The second is a broad umbrella for many import errors; not enough evidence it is the same underlying bug as the specific is_offline_mode import failure." + "reason": "Both are import-related regressions, but 42757 is a specific `huggingface_hub` symbol import failure while 45278 is a broad collection of import errors after upgrading Transformers; too broad and not clearly the same defect." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Model-type mismatch warning and memory overflow on sam3-litetext are different problems." + "reason": "Different Sam3 problems: a model-type warning versus memory overflow when calling sam3-litetext. No evidence of a shared root cause." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue." + "reason": "One is an attention-kernel divergence under torch.compile; the other is a docstring issue. Not duplicates." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different workflows and failures." + "reason": "Both involve saving/loading or offline behavior, but one is tokenizer cache loading with HF_HUB_OFFLINE and the other is quantized model saving failure; different subsystems and symptoms." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different model-loading problems: Flash Attention 2 on XLM-Roberta vs Sentence Transformers hanging." + "reason": "Both mention loading/attention performance, but XLMRoberta Flash Attention 2 and Sentence Transformers getting stuck loading are not the same bug." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading bug is not the same as wrong tokenizer decoder type in v5." + "reason": "Tokenizer-related, but one is offline cache loading and the other is a wrong tokenizer decoder type in v5; separate issues." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Specific Ministral BPE-marker handling bug differs from a broader tokenization difference across versions." + "reason": "Both are tokenizer behavior regressions, but one is BPE marker handling for Ministral and the other is changed tokenization across versions; not enough evidence of a shared underlying bug." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "A model video-position-ID bug is unrelated to a broken documentation example." + "reason": "Different problem classes: Qwen2.5-VL video position ids versus a broken documentation example for DIA." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary losses." + "reason": "One is a generation kwarg update issue after sync_gpus; the other is D-FINE auxiliary losses not applied when denoising is off. Unrelated." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video input processing and DIA documentation are unrelated." + "reason": "Video input processing failure in Qwen3OmniMoe versus a documentation example bug for DIA; no shared code path." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage is not the same as classification-head NaNs." + "reason": "Different classes of bugs: non-persistent buffer corruption in v5 versus NaNs in classification heads during checkout/init." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving and pipeline-parallelism output corruption are different issues." + "reason": "Saving dequantized Ministral/Devstral models and incorrect LLM output under pipeline parallelism are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are runtime/model-load failures, but on different models and platforms with no shared root cause shown." + "reason": "Both are runtime/loading failures, but Sentence Transformers hanging on load and a MacOS bus error on a CLIP model are different failure modes and likely different roots." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_config class mismatch are unrelated." + "reason": "One is a position_ids buffer access error; the other is tokenizer_class mismatch when saving. Different code paths." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized checkpoints is unrelated to loading a specific multimodal model." + "reason": "Saving dequantized Ministral/Devstral models versus loading Phi-4 multimodal with latest Transformers are distinct model-specific issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken `transformers env` CLI command and a sentence-transformers import NameError are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility and incorrect pipeline-parallel output are different bugs." + "reason": "Python version compatibility in Transformers 5.1.0 and incorrect output under pipeline parallelism are not the same bug." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "A multimodal token-counting bug in video routing versus a CLI test failure from a huggingface_hub API change; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "CLI env command breakage and sentence-transformers import NameError are unrelated." + "reason": "Both are import-related regressions, but 41628 is a single missing `AutoImageProcessor` import while 45278 is a broad upgrade regression with many import errors; too general to merge as one duplicate." } ] }, @@ -15623,21 +15646,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:22355", "issue:29127", "issue:29159", "issue:36296", + "issue:39379", "issue:39401", - "issue:41628", + "issue:42175", "issue:42371", "issue:42757", "issue:42907", "issue:43116", "issue:43122", + "issue:43232", "issue:43278", - "issue:43329", "issue:43408", "issue:43452", "issue:43475", @@ -15661,25 +15685,22 @@ "issue:44704", "issue:44779", "issue:44829", + "issue:44938", "issue:44945", "issue:45200", "issue:45216", - "issue:45278", "issue:45290", "issue:45478", "issue:45600", "issue:46172", "issue:46326", "issue:46614", - "issue:46762", - "issue:47059" + "issue:46762" ], "soft_pairs": [ - "issue:43329|issue:47059", - "issue:41628|issue:45278", "issue:43756|issue:44060", - "issue:42907|issue:43937", "issue:42371|issue:44263", + "issue:42907|issue:43937", "issue:44117|issue:44704", "issue:39401|issue:44488", "issue:43784|issue:45600", @@ -15704,216 +15725,218 @@ "issue:42757|issue:44351", "issue:36296|issue:43116", "issue:43278|issue:44945", - "issue:22355|issue:29127" + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:39379|issue:43232" ], - "prepared_review_unit_hash": "723b02d8e12ae8a5fef1e09b4fefe7e06de6a3d3160528952134ee66a219aa59", + "prepared_review_unit_hash": "7865cf939643c884cebea12d5b41a52773f712cb3b906428c176d717d9d91efc", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36537, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "serialized_chars": 36409, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: unrelated Transformers bugs that only share broad terms like from_pretrained/save_pretrained, tokenizer, or model family names. All soft pairs look like false positives and should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical duplicate target exists; the issues span many unrelated code paths, so treating any one issue as the cluster canonical would be misleading.", + "summary": "This is a mixed set of mostly unrelated regression reports; the soft-similarity pairs share broad themes like tokenizers, model loading, or serialization, but not the same concrete bug path, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43122 is the clearest self-contained regression report in the set, with a reproducible tokenizer behavior change across versions and broad user impact; it is the best representative issue for this heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good umbrella representative for deduplication here; the reports do not share one underlying defect.", + "best_issue_reason": "issue:43122 has the strongest bug signal and a clear versioned regression narrative, making it the most suitable issue to anchor triage even though the cluster itself is not a duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43329", - "right": "issue:47059", - "accept": false, - "reason": "Different failures: multimodal token counting vs a CLI completion API break in huggingface_hub." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "One is a missing AutoImageProcessor import; the other is a broad upgrade-time import regression with no concrete shared code path." - }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Unrelated model bugs: Smollm3 RoPE layer selection vs Qwen3-Next tied-weights warning." + "reason": "Different models and failure modes: RoPE layer dropping vs incorrect tied-weights warning in Qwen3-Next." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Different model-specific problems: dequantized save failure vs invalid GenerationConfig." + "reason": "Unrelated topics: TF32 backend settings vs a torch.split indexing/value issue." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "TF32 behavior settings and a torch.split bug in GLM-MoE are unrelated." + "reason": "Different subsystems: dequantized save_pretrained failure vs invalid GenerationConfig in GLM-5." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both touch loading code, but one is a tokenizer mapping None bug and the other is cached_file kwargs forwarding." + "reason": "Tokenizer mapping None handling is not the same bug as AutoProcessor dropping kwargs to cached_file." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model issues: wrong offset_mapping vs failing to load a specific model." + "reason": "Both involve tokenizers, but one is offset_mapping correctness and the other is model loading for a specific corpus/model." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError in sentence-transformers integration is unrelated to stale auto_mappings references." + "reason": "A sentence-transformers import NameError is unrelated to stale auto_mappings references for Sam3LiteText configs." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mappings and multimodal assistant mask generation are different defects." + "reason": "Different code paths: tokenizer offset mappings vs multimodal assistant masks in apply_chat_template." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to flash_attention_3 training degeneration." + "reason": "Qwen3.5 num_labels propagation is unrelated to flash_attention_3 causing degenerate training." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Both are API-entry bugs, but different surfaces and code paths: cached_file kwargs vs chat template tool-call handling." + "reason": "Different API surfaces: cached_file kwargs forwarding vs chat templating crash on tool-call assistant messages." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Different model implementations and different numerical issues." + "reason": "Both are numerical issues, but for different models and attention implementations; no shared concrete bug path." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is a version regression in tokenization and the other is mistral_common continue_final_message behavior." + "reason": "Both are tokenizer-related, but one is a version regression in tokenization while the other is continue_final_message behavior for mistral_common." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same SAM3 area, but different concrete bugs: wrong class selection vs missing output attribute." + "reason": "Same SAM 3 family, but one is a model-type warning and the other is a missing attribute on a vision encoder output." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are unrelated." + "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different symptoms and subsystems: tokenizer regression vs multimodal chat template assistant masks." + "reason": "Tokenizer regression and multimodal assistant_mask generation are different bugs." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe version bug and tokenizer_config save mismatch are distinct issues." + "reason": "Qwen3-VL-Moe loading in transformers 5.0 is unrelated to tokenizer.save_pretrained writing the wrong tokenizer_class." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf loading through AutoTokenizer/AutoModel are different code paths." + "reason": "Saving dequantized Ministrals/Devstrals and gguf_file loading failures involve different loaders and different failure modes." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." + "reason": "Module import failure for transformers.onnx is unrelated to slow/fast tokenizer inconsistency." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "No shared underlying defect: Qwen3-VL-Moe regression vs position_ids buffer read error." + "reason": "Qwen3-VL-Moe loading and position_ids buffer reading are different problems." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Related model family, but one is save_pretrained correctness and the other is from_pretrained failure; not the same bug." + "reason": "Both touch Qwen3.5 and version 5.4.0, but one is save_pretrained serialization and the other is from_pretrained model construction; not the same bug." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different MoE-related regressions: model-specific Qwen3-VL issue vs FP8 save_pretrained." + "reason": "Qwen3-VL-Moe loading is unrelated to FP8 save_pretrained behavior for moe models." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated dependencies." + "reason": "Different missing imports: a specific model class vs HybridCache from transformers." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script multi-label output bug is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Example-script multi-label output emptiness is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Different tokenizers and failures: Qwen3 offset mapping vs stale phonemizer language backend state." + "reason": "Different tokenizer/phonemizer domains: Qwen3 offset mapping vs stale espeak backend selection." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer changes in v5, but they concern different models and distinct bugs." + "reason": "Both are tokenizer regressions, but they affect different model families and different breakages." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "External hub import break and internal HybridCache import break are unrelated." + "reason": "These are separate import errors for different symbols and packages." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training and classification example output are different problems." + "reason": "Tensor parallel training bug is unrelated to the example classification script returning empty results." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Dtype drift in evaluate and incorrect pipeline-parallel LLM output do not share a concrete code path." + "reason": "Mixed precision dtype drift in evaluate is not the same as incorrect outputs under pipeline parallelism." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Module import failure and a layoutlmv3 error-message clarity issue are unrelated." + "reason": "No module named transformers.onnx is unrelated to unclear error handling in layoutlmv3 box validation." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow in a pip extra is unrelated to transformers failing to load on Python 3.14." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Incorrect mllama full_text_row_masked_out_mask handling is unrelated to generation kwargs update after sync_gpus." } ] }, @@ -15935,23 +15958,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28348", "issue:38617", - "issue:39379", - "issue:42175", "issue:42371", "issue:42673", "issue:42796", "issue:42898", "issue:43066", "issue:43116", - "issue:43232", "issue:43493", "issue:43611", "issue:43618", "issue:43825", + "issue:43827", "issue:43874", "issue:43937", "issue:43976", @@ -15966,7 +15987,7 @@ "issue:44704", "issue:44779", "issue:44936", - "issue:44938", + "issue:44995", "issue:45072", "issue:45083", "issue:45278", @@ -15979,6 +16000,7 @@ "issue:46328", "issue:46614", "issue:46640", + "issue:46697", "issue:46710", "issue:46726", "issue:46829", @@ -15987,14 +16009,12 @@ "issue:46981" ], "soft_pairs": [ - "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:42898|issue:46614", "issue:43976|issue:45446", "issue:43611|issue:46002", "issue:44038|issue:45478", @@ -16006,212 +16026,214 @@ "issue:43116|issue:43493", "issue:44610|issue:46909", "issue:45083|issue:45446", - "issue:44075|issue:44936", "issue:42371|issue:43874", + "issue:44075|issue:44936", "issue:46726|issue:46981", "issue:43618|issue:46829", - "issue:43992|issue:44704", "issue:43116|issue:43825", + "issue:43992|issue:44704", "issue:43066|issue:46710", "issue:28348|issue:46640", - "issue:42673|issue:42796" + "issue:42673|issue:42796", + "issue:44995|issue:46697", + "issue:43827|issue:45446" ], - "prepared_review_unit_hash": "8e1d982dd60fdd5c734375d3126fae2ed223de207d297005dfb54787ff1a46f3", + "prepared_review_unit_hash": "8aaa41ab12e8b241f46ec6c5b5f98618b2f3c1293b44dd4d2b546a0a35eca4a8", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35750, - "estimated_input_tokens": 8938, - "estimated_eval_tokens": 18132 + "serialized_chars": 35244, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidates are mostly unrelated issue reports across different models, APIs, and failure modes. I found no strong duplicate pairs; the closest is the import-regression family, but even that is too broad to merge confidently.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 45278 is the best umbrella-style issue in the set: it captures the broad import-regression theme and is more representative than the narrower single-symptom reports.", + "summary": "The items are mostly unrelated issue reports with a few loose theme overlaps (v5 regressions, tokenizers, AutoProcessor, Qwen/GLM). None of the soft pairs look like true duplicates or the same concrete change, so all are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45278 is the broadest representative of the v5 import/regression breakage reports, so it is the most suitable umbrella issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the strongest global representative because it has the broadest scope and most clearly describes a recurring regression class.", + "best_issue_reason": "issue:45278 has the clearest cross-cutting impact and is the best single anchor for related import-breakage reports, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Different failures: missing TensorFlow in a torch install vs a Python 3.14 load issue." - }, - { - "left": "issue:39379", - "right": "issue:43232", - "accept": false, - "reason": "Different code paths: mllama masking logic vs generation kwargs after sync_gpus." - }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: SigLIP2 parity discrepancy vs Qwen3_5 infinite loop on one image." + "reason": "Different models and failures: SigLIP2 implementation discrepancy vs a Qwen3_5 infinite-loop image bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Different areas: attention-kernel divergence under torch.compile vs feature-extractor padding inefficiency." + "reason": "Unrelated problems: attention-kernel divergence under torch.compile vs a padding performance issue in SequenceFeatureExtractor.pad." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch vs import-time diagnostics printing; not the same bug." + "reason": "One is a docs parameter-name mismatch; the other is import-time stdout noise from doc-lint diagnostics." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same model family, but different problems: invalid GenerationConfig vs RoPE implementation discussion." + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different bugs." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend state; unrelated." + "reason": "45278 is a broad collection of import errors after upgrade, while 38617 is a specific missing symbol import; not clearly the same bug." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "45278 is a broad import-error report, but 38617 is one specific missing symbol; not clearly the same underlying defect." + "reason": "Tokenization cleanup behavior in v5 is unrelated to a stale espeak backend/language-cache bug." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Both mention version checks, but for different dependencies and imports." + "reason": "Version-compatibility issues, but one is Python support and the other is a PyTorch version check in flex_attention." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading failure vs NaNs in classification heads; unrelated symptoms." + "reason": "Model-loading regression via base_model_prefix is not the same as NaNs in classification heads after init/checkpoint." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3 variants, but the failing paths and errors differ." + "reason": "Both involve Qwen moes, but they describe different model variants and different from_pretrained failures." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both tokenizer regressions, but different models and different failure modes." + "reason": "A wrong tokenizer decoder type and DeepSeek incorrect outputs are related only at a very high level; not the same concrete defect." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in threaded generation vs dtype mismatch in inference; not the same bug." + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python load errors are unrelated to a docstring parameter-name mismatch." + "reason": "Compiled Python file errors are not the same as a documentation parameter-name issue." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Config propagation bug vs NaNs after checkout/init; different issues." + "reason": "Missing num_labels propagation and NaNs in classification heads are different failures with different likely fixes." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5/Moe regressions, but save_pretrained key corruption is distinct from from_pretrained loading failure." + "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect visual-encoder keys on save and the other is a from_pretrained error for a different Moe path." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script classification output bug vs model implementation discrepancy." + "reason": "Example-script multi-label classification output bug is unrelated to SigLIP2 implementation drift." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor image-size mismatch vs broken documentation example; unrelated." + "reason": "OmDet-Turbo preprocessing size mismatch is unrelated to a broken documentation example for DIA." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length calculation bug vs incorrect PyTorch version gating." + "reason": "Feature-length computation in qwen3_omni_moe is unrelated to a PyTorch version gate for AuxRequest import." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Optimizer arguments ignored vs trainer evaluate/train lifecycle failure; different code paths." + "reason": "TF32 API guidance and a missing multimodal image-patch method are different issues." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "TF32 settings guidance vs missing image-patch-count method; unrelated." + "reason": "Unused SGD args and trainer.evaluate() failing after train() are different training-loop bugs." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Both are AutoProcessor issues, but one is about missing backend handling and the other about repeated 429 retries." + "reason": "Missing vision backend handling is not the same as repeated HTTP 429 retries in AutoProcessor.from_pretrained." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Different output-field bugs in different model classes." + "reason": "Both are output-field assignment issues, but they affect different model classes and different fields; not the same code path." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Missing encoder weight on load vs AutoProcessor kwargs forwarding; different subsystems." + "reason": "A classification example script bug and a pipeline error-message regression are unrelated." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Example script output bug vs incorrect pipeline error message; not the same defect." + "reason": "A missing weight during UMT5Encoder loading is not the same as AutoProcessor failing to pass kwargs to cached_file." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer regression vs accuracy regression in a model; too different to merge." + "reason": "Tokenizer decoder-type regression is not the same as a model accuracy regression after upgrading versions." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Flash Attention 2 support request vs a separate flash-attention issue with no concrete shared root cause." + "reason": "Feature request for GPT2LMHeadModel flash-attention-2 support is not the same as a separate flash-attention bug report." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in dataloader-threaded inference vs tokenizer BPE-marker handling; unrelated." + "reason": "VRAM leakage in multi-threaded inference is unrelated to tokenizer BPE-marker handling." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash on second forward is unrelated to image over-padding in Swin2SR." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation references to removed pipeline() APIs are unrelated to a PyTorch version check bug." } ] }, @@ -16233,12 +16255,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:33453", "issue:39379", "issue:39401", "issue:42222", + "issue:42617", "issue:43064", "issue:43408", "issue:43441", @@ -16247,7 +16270,6 @@ "issue:43688", "issue:43742", "issue:43824", - "issue:43827", "issue:43937", "issue:43986", "issue:44117", @@ -16256,10 +16278,10 @@ "issue:44380", "issue:44410", "issue:44466", + "issue:44704", "issue:44779", "issue:44829", "issue:44977", - "issue:44995", "issue:45071", "issue:45081", "issue:45092", @@ -16276,38 +16298,37 @@ "issue:46077", "issue:46328", "issue:46512", - "issue:46697", "issue:46752", "issue:46762", "issue:46897", "issue:46981", "issue:47000", - "issue:47059" + "issue:47059", + "issue:47110" ], "soft_pairs": [ - "issue:44995|issue:46697", - "issue:43827|issue:45446", "issue:33453|issue:39401", "issue:45092|issue:46762", - "issue:44263|issue:46762", "issue:43824|issue:46981", + "issue:44263|issue:46762", "issue:43064|issue:43673", "issue:42222|issue:43441", "issue:43673|issue:46328", "issue:39379|issue:43688", "issue:42222|issue:47000", "issue:42222|issue:46752", - "issue:43937|issue:45563", "issue:45405|issue:45446", + "issue:43937|issue:45563", "issue:44380|issue:46077", "issue:44291|issue:45071", "issue:44117|issue:45588", "issue:44466|issue:46002", "issue:39379|issue:46897", - "issue:44410|issue:45310", "issue:39401|issue:44779", + "issue:44410|issue:45310", "issue:43450|issue:43986", "issue:43937|issue:44977", + "issue:44704|issue:47110", "issue:45071|issue:47059", "issue:45341|issue:46328", "issue:45071|issue:46512", @@ -16315,222 +16336,223 @@ "issue:45341|issue:45561", "issue:45632|issue:46981", "issue:43408|issue:43742", + "issue:42617|issue:45341", "issue:44117|issue:45081" ], - "prepared_review_unit_hash": "bdcfc8ac3c38eee19d19b6b92d6ef0b7e4a44933e20c6a37660598ce27400a95", + "prepared_review_unit_hash": "20aef5e4fc32203b99a36a48b245799f5237996300cd31f1f293f444ebd56383", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37096, - "estimated_input_tokens": 9274, - "estimated_eval_tokens": 18804 + "serialized_chars": 37011, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are overwhelmingly false positives: they share broad themes like tokenizers, loading, or attention, but each describes a different concrete bug or code path. No PRs are present, and there is no clear canonical issue representative for this heterogeneous set.", + "summary": "These are mostly unrelated issues across tokenizers, processors, training, generation, and test infrastructure. The soft pairs share broad subsystem language but not the same concrete root cause, so none should be deduplicated.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue is safe to choose here: the items are heterogeneous and the soft pairs do not appear to describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue stands out as a canonical representative; the candidate pairs are only superficial matches, not mergeable duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "Different bugs: stale indexer cache on second forward pass vs image processor over-padding." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Docs reference pipeline() removal vs a PyTorch version check bug in flex_attention." - }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both tokenizer-related, but one is loading regression and the other is wrong offset_mapping for Qwen3." + "reason": "Both mention tokenizers, but one is a loading regression and the other is an offset_mapping bug in a specific tokenizer." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-init incompatibility for old remote-code checkpoints vs numerical mismatch in Minimax MSA attention." + "reason": "Different failures: meta-initialization incompatibility vs numerical discrepancies in Minimax attention." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "GlmMoeDsa torch.split return handling is unrelated to Minimax attention numerics." + "reason": "ImportError for a missing class is unrelated to repeated 429 retry behavior in AutoProcessor." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "ImportError for Qwen2_5_VL export vs repeated HTTP 429 retries in AutoProcessor.from_pretrained." + "reason": "A torch.split shape/value concern is not the same bug as attention numerical differences." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption vs missing GenerationMixin cache during chunked prefill." + "reason": "Optimizer state sharding on ranks and missing GenerationMixin cache are separate training vs generation issues." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage is unrelated to Ministral-3 FlashAttention failure." + "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific problems." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Missing generation cache vs a padding performance inefficiency." + "reason": "Missing generation cache and a padding performance issue are not the same code-path failure." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Incorrect mllama mask handling vs auxiliary loss normalization in MoE models." + "reason": "Incorrect mllama mask handling and auxiliary-loss normalization are different bugs in different model families." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "Different model families and failure modes: vitpose vs RTDetr loss infeasibility." + "reason": "Vitpose breakage is unrelated to RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vitpose regression and empty-list chat template crash are unrelated." + "reason": "A broken model import path is not the same as apply_chat_template crashing on an empty list." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Invalid GenerationConfig vs stale warning about num_return_sequences." + "reason": "PEFT version gating and a PyTorch version check in flex_attention are separate compatibility issues." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "PEFT version bump issue vs incorrect PyTorch version gating for AuxRequest." + "reason": "An invalid GenerationConfig error is not the same as a stale warning in paged generate()." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 backend attention scaling bug vs Gemma4 bidirectional mask construction bug." + "reason": "These affect different attention semantics: scaling being ignored vs bidirectional masks still being causal." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized arg in init_empty_weights vs PretrainedConfig type checking." + "reason": "Unexpected _is_hf_initialized init argument and PretrainedConfig type-checking are distinct compatibility regressions." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None on load vs flash_attention crash on s_aux=None." + "reason": "Tokenizer mapping None handling and a flash_attention auxiliary-input AttributeError are unrelated." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied lm_head weights vs NaNs after checkout/init." + "reason": "Serialization of tied weights and NaNs in classification heads are different failure modes." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "mllama mask bug vs Florence2 training-loss double-shift bug." + "reason": "mllama mask handling does not match Florence2's double-shift training-loss bug." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next layer 0 vs Qwen3.5 from_pretrained error." + "reason": "Both are tokenizer bugs, but they concern different models and different erroneous outputs." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Qwen3 tokenizer offset mapping regression vs Deepseek tokenizer output regression." + "reason": "Missing qwen3next projections and a Qwen3.5 from_pretrained error are not the same concrete bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision." + "reason": "Incorrect batched video processor shapes and an AutoProcessor torchvision ImportError are different issues." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation failure vs Qwen3.5 flash-attention generation bug." + "reason": "GenerationConfig validation and flash-attention generation failures are separate problems." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to special_tokens being a list instead of a mapping." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type-checking regression vs CLI completion attribute error." + "reason": "A Transformers type-checking regression and a huggingface_hub CLI completion break are unrelated compatibility issues." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Minor testing_utils bug vs SequenceFeatureExtractor.pad performance issue." + "reason": "A testing_utils bug and a SequenceFeatureExtractor padding performance issue do not share a root cause." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking regression vs stale model.config.dtype after from_config(dtype=...)." + "reason": "PretrainedConfig type checking and stale model.config.dtype after from_config are separate config bugs." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention 3 training degeneration vs incorrect saved checkpoint serialization." + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different bugs." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Different testing-utils issues: one small bug, one xdist race on captured_info.txt." + "reason": "A utility bug in testing_utils is not the same as an xdist race on captured_info.txt." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Local model cache-path collision vs repeated retry behavior on 429 responses." + "reason": "Cache-path collisions for trust_remote_code and repeated 429 retries are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "sam3_video/sam3_tracker model-type warning is unrelated to MobileLLM-125M loading KeyError." + "reason": "A model-type mismatch warning and a MobileLLM-125M loading KeyError are not the same issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A failure running 3d_parallel.py is unrelated to a testing_utils bug." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping assumption bug vs Mistral regex patch crash." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a Mistral regex patch crash involve different tokenizer code paths." } ] }, @@ -16552,7 +16574,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:27957", "issue:38617", @@ -16560,7 +16582,6 @@ "issue:41628", "issue:42222", "issue:42371", - "issue:42617", "issue:43012", "issue:43066", "issue:43097", @@ -16593,6 +16614,7 @@ "issue:45464", "issue:45478", "issue:45656", + "issue:46172", "issue:46178", "issue:46209", "issue:46231", @@ -16604,7 +16626,6 @@ "issue:46981" ], "soft_pairs": [ - "issue:42617|issue:45341", "issue:38617|issue:41628", "issue:43122|issue:46298", "issue:45362|issue:46328", @@ -16614,34 +16635,35 @@ "issue:42371|issue:44261", "issue:44484|issue:45310", "issue:43937|issue:44496", - "issue:44261|issue:46762", "issue:44933|issue:45278", + "issue:44261|issue:46762", "issue:38617|issue:44220", - "issue:44075|issue:45656", "issue:42371|issue:46617", "issue:44410|issue:45478", - "issue:43066|issue:43122", + "issue:44075|issue:45656", "issue:43097|issue:44493", + "issue:43066|issue:43122", "issue:44263|issue:44485", "issue:43208|issue:46894", "issue:44077|issue:46981", "issue:44483|issue:45464", - "issue:43673|issue:45341", "issue:43931|issue:44410", + "issue:43673|issue:45341", "issue:41628|issue:45071", "issue:27957|issue:43352", "issue:44484|issue:45478", "issue:43874|issue:44261", - "issue:43012|issue:43577" + "issue:43012|issue:43577", + "issue:44263|issue:46172" ], - "prepared_review_unit_hash": "bf46f635519586904e5a2d4e4d09a465a4d69fa26c233c0642b33b1cb0026752", + "prepared_review_unit_hash": "bfa7bee54dbf821969f5b26f9222ff0bda950b39138ac5ef5f29cd1017629d7d", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, @@ -16656,186 +16678,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of Transformers bug reports with no convincing duplicate cluster. Most soft matches are only thematic overlaps (imports, tokenization, GLM/Qwen, optimizer) rather than the same concrete defect; I would not merge any of them as duplicates.", - "confidence": 0.92, + "summary": "The soft links are mostly broad thematic overlaps, but the paired issues describe different concrete bugs, regressions, or feature gaps. None look safe to merge as duplicates, and there are no PRs in the set.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest and most representative regression report in the set (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best single issue to anchor if one must be chosen.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "Unrelated failures: 3d_parallel.py runtime issue vs a small testing_utils.py bug." - }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different regressions." + "reason": "Both are import errors, but they concern different missing symbols (`layer_type_validation` vs `AutoImageProcessor`) and likely separate breakages." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Different problem areas: tokenizer behavior change vs noisy logging." + "reason": "`43122` is a tokenizer behavior regression across versions; `46298` is a noisy logging complaint. Different bugs and fixes." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat failure and SequenceFeatureExtractor.pad performance bug are unrelated." + "reason": "One is a Qwen3.5 chat crash, the other is a `SequenceFeatureExtractor.pad` performance issue; no shared code-path bug." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Different subsystems and symptom types: vitpose model breakage vs backend mapping error." + "reason": "VitPose model loading is unrelated to the backend-mapping error for `tensorflow_text`." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config-loading strictness and a docs parameter mismatch are not the same bug." + "reason": "`44877` is a strict config-loading bug; `46231` is a documentation mismatch in training API parameter naming." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug vs FP8 inference on B200 are unrelated." + "reason": "Tokenizer `offset_mapping` correctness and FP8 inference on B200 are unrelated issues." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior setting issue and MLA layernorm epsilon precision issue are separate." + "reason": "TF32 API behavior and MLA `rms_norm_eps` precision handling are different precision/config problems." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "One asks why shard size is 50GB; the other is a Qwen3.5 MoE loading failure. Different defects." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "One is GenerationConfig validation for GLM-5; the other is an unrecognized-model/config.json problem." - }, - { - "left": "issue:44261", - "right": "issue:46762", - "accept": false, - "reason": "Both mention numerical behavior, but they concern different models and different code paths." + "reason": "GLM-5 generation config validation and OLMo-Hybrid model recognition are separate loading/validation failures." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad upgrade regression; the former is a specific nonexistent image_utils import." + "reason": "A single missing import from `image_utils` is not the same bug as broad import errors after upgrade." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "ImportError for a config utility and an audio feature extraction issue are unrelated." + "reason": "MLA layernorm epsilon mismatch and Minimax MSA numerical differences are distinct model-specific numerical issues." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Different optimizer bugs: unused SGD args vs double optimizer.step with deepspeed." + "reason": "Different subsystems: import failure vs `_torch_extract_fbank_features` implementation issue." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 API guidance and trust_remote_code cache FileNotFoundError do not match." + "reason": "TF32 control settings and trust-remote-code cache loading are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different model families and different failures: missing projections vs from_pretrained error." + "reason": "Different Qwen3.5/Qwen3next failures: missing projections vs MoE `from_pretrained` error." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Both are tokenizer-related, but one is decoder type in v5 and the other is changed tokenization output." + "reason": "SGD argument handling and duplicated optimizer steps under deepspeed are not the same bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config option vs unexpected key/position_id issue are not the same defect." + "reason": "Missing `tie_embeddings_and_encoder_decoder` indication and unexpected position-id keys are different v5 regressions." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both mention tokenizer changes in v5, but one is decoder type, the other is different tokenization output; not the same underlying fix." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Different GLM bugs: torch.split return handling vs RoPE implementation." + "reason": "A `torch.split()` return-value issue in one model is unrelated to GLM-5 RoPE implementation details." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training bugs and CohereASR double-shift loss bug are unrelated model-specific issues." + "reason": "Different models and different bugs; the latter explicitly references a training-loss double-shift pattern, but not the same code path." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "patchtsmixer post_init policy and AutoProcessor HTTP retry behavior are unrelated." + "reason": "`patchtsmixer` optional `post_init` validation and repeated HTTP 429 retries are unrelated." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a general request rejection and the other is a Qwen3.5-0.8B streaming inference failure; not enough evidence of the same bug." + "reason": "Both involve chat/completions, but one is request acceptance at the endpoint level and the other is streaming inference failure on a specific model." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "GenerationMixin chunked_prefill cache issue and a testing_utils bug are unrelated." + "reason": "Weight-shape mismatch for Qwen3-VL-30B is not the same as missing attention projections in Qwen3next." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Model loading weight-shape mismatch vs missing attention projections are different defects." + "reason": "Generation cache handling in v5.0.0 is unrelated to a testing utility bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to PreTrainedConfig type checking." + "reason": "AutoImageProcessor import failure and `PretrainedConfig` type-checking breakage are separate API regressions." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both involve Flash Attention 2 support, but they are different models with different support gaps." + "reason": "Both mention Flash Attention 2 support, but they are different models with different unsupported-path behavior." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard sizing and Qwen3.5 MoE loading error are unrelated." + "reason": "Shard-size question and Qwen3.5 MoE loading error are distinct issues; no shared fix." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different multimodal/audio bugs in different components." + "reason": "Missing image-patch counting on GLM46V image processor and MLA epsilon precision error are unrelated." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "bfloat16 precision warning and BLIP2 dtype propagation are separate dtype-related issues." + "reason": "One is a compile-time PyTorch warning for bfloat16; the other is incorrect dtype remaining float32 in Blip2 loading." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GLM-MoE `torch.split()` handling and DeepSeek-V4 tensor transpose/dtype logic are different model implementation bugs." } ] }, @@ -16857,7 +16879,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:38617", "issue:42757", @@ -16910,13 +16932,12 @@ ], "soft_pairs": [ "issue:43441|issue:44829", - "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43986|issue:45341", - "issue:42886|issue:46981", "issue:45003|issue:45341", + "issue:42886|issue:46981", "issue:44261|issue:44485", "issue:45753|issue:46369", "issue:43531|issue:45341", @@ -16926,242 +16947,236 @@ "issue:43874|issue:44263", "issue:44410|issue:45375", "issue:45440|issue:46172", - "issue:43986|issue:45372", "issue:43097|issue:46050", + "issue:43986|issue:45372", "issue:44038|issue:44410", "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:43208|issue:46897", - "issue:43986|issue:44484", "issue:46655|issue:46664", "issue:46298|issue:46752", - "issue:38617|issue:44351", + "issue:43986|issue:44484", "issue:43097|issue:43873", + "issue:38617|issue:44351", "issue:42890|issue:46298", "issue:44062|issue:44117", "issue:43012|issue:46821", "issue:44117|issue:46701" ], - "prepared_review_unit_hash": "7fa8d613a0d50e6676cdaa25176d41bf39f083bcf5d0ce4ee13308302a19ee4a", + "prepared_review_unit_hash": "5142f2747b81647043e338d8bead23678784793f41ec405f0e7c007ad9301c4b", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37135, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "soft_pair_count": 31, + "serialized_chars": 36850, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous collection of Transformers bug reports; there is no clear duplicate cluster spanning multiple items. The soft pairs mostly share a subsystem or model family, but the underlying failures are different, so none should be merged.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43097 is the clearest, most broadly referenced user-facing regression report in the set, with a concrete API break and explicit impact. It is the strongest representative issue, though it does not subsume the others.", + "summary": "The set is highly heterogeneous; I do not see any pair that is the same underlying bug/change, so all soft edges are rejected. If forced to anchor the cluster, the v5-breaking API regression report is the best umbrella issue.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43097 is the most broadly scoped, release-impacting regression report in the set and has clearer triage value than the highly model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 has the best combination of clarity, reproducibility, and downstream impact among the listed issues, making it the most suitable anchor for triage and cross-linking.", + "best_issue_reason": "issue:43097 is the best standalone representative because it describes a concrete v5 compatibility break with downstream impact and some inbound attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve Qwen/flash-attention style failures, but one is a Ministral-3 FlashAttention incompatibility and the other is degenerate training in sequence classification; different code paths and symptoms." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "These are both about DSA/indexing internals, but one is a torch.split return-value concern and the other is a DeepSeek-V4 comb transpose/dtype bug; not the same defect." + "reason": "Both mention FlashAttention 3, but one is a model-specific failure and the other is a training-degeneracy complaint in sequence classification; not the same bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "The DSA ReLU complaint and the DeepSeek-V4 comb transpose issue are unrelated implementation bugs despite both touching low-level tensor indexing." + "reason": "Different DeepSeek/GLM code paths and failure modes; no indication they stem from the same defect." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL-related, but one reports weight-shape mismatch on a specific checkpoint and the other is a transformers 5.0 bug for Qwen3-VL-Moe; different failure modes." + "reason": "Both are Qwen3-VL family issues, but one is a weight-shape load error and the other is a model-specific v5/MoE bug; distinct problems." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "API removal in v5 around tie_embeddings is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "One is an API removal/regression report, the other is gguf_file handling in from_pretrained; unrelated concrete failures." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/torchvision loading crash is a dependency-availability issue, while the testing_utils report is a separate test helper bug." + "reason": "Video-model AutoProcessor crash versus a testing_utils bug; no shared underlying code-path." }, { - "left": "issue:42886", - "right": "issue:46981", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Both involve offline/HTTP handling, but one is tokenizer cache loading under HF_HUB_OFFLINE and the other is repeated 429 retries via HF_ENDPOINT; different request paths." + "reason": "sys.modules access in modeling_utils is unrelated to a testing utility issue." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:42886", + "right": "issue:46981", "accept": false, - "reason": "sys.modules access in modeling_utils and a testing_utils bug are distinct code-path problems with no evidence of a shared root cause." + "reason": "Both involve hub/network behavior, but one is offline cache loading and the other is repeated retry behavior on 429s; distinct bugs." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "One is a missing rms_norm_eps precision mismatch in MLA q_a_layernorm; the other is a RoPE implementation discussion for GLM-5. Similar math domain, different bug." + "reason": "Different model families and different technical causes; not the same defect." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Both mention image-related model behavior, but one is an infinite loop in Qwen3_5 and the other is a memory overflow in sam3-litetext." + "reason": "Different models and symptoms: infinite loop on a specific image versus memory overflow in sam3-litetext." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "sliding_window behavior in Qwen3-MoE is unrelated to the testing_utils bug." + "reason": "A model sliding_window issue and a testing utility bug do not share an underlying change." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "One is an API removal regression; the other is a flash_attention integration crash on sink-less models. Different subsystems and fixes." + "reason": "Both are v5-related, but one is an API removal and the other is a flash_attention sink-less crash; separate code paths." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a loading failure for physical-intelligence/fast are not the same bug; one is mapping logic, the other is model load compatibility." + "reason": "General tokenizer mapping assumption vs a specific model loading failure; too broad and not concrete enough to treat as duplicates." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing during chunked_prefill and MaskGenerationPipeline final-batch handling affect different pipeline stages and have different symptoms." + "reason": "Generation cache/chunked_prefill issue is unrelated to MaskGenerationPipeline partial-batch bookkeeping." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing get_number_of_image_patches in GLM46V is an AttributeError from a processor API gap, not the same as the DSA indexer torch.split issue." + "reason": "Both touch GLM components, but one is a missing image-patch helper and the other is a torch.split return-value issue; different bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Layer 0 missing attn projections and a missing deepstack_visual_indexes config field are separate Qwen3-family model/config bugs." + "reason": "Qwen3next missing projections and Qwen3_5MoeVisionConfig field loss are separate model-definition problems." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Native DeepseekV3MoE divergence from remote implementation is a broader model parity issue, while comb.to(dtype).transpose is a specific tensor operation bug." + "reason": "Different DeepSeek versions and distinct implementation errors; not a single underlying change." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "AutoProcessor without torchvision and ReasoningEffort import failure in mistral_common are unrelated import/dependency problems." + "reason": "API removal guidance issue versus quantized save/load corruption; unrelated." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "A v5 API removal around tie_embeddings is unrelated to quantized-sinq save/load corruption." + "reason": "Processor loading crash without torchvision and a mistral_common import error are different dependency problems." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe bug and qwen3next missing projections are different model variants with different broken components." + "reason": "Qwen3-VL-Moe bug and qwen3next projection bug are not the same code-path problem." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "layer_type_validation import failure from configuration_utils and is_offline_mode import failure from huggingface_hub are separate missing-symbol regressions." + "reason": "Two separate import errors from different modules and symbols; same symptom class only, not same bug." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption during Trainer.train() is unrelated to Liger Kernel not being applied via model_init." + "reason": "Different training stack issues: wrong optimizer state under FSDP2/PEFT versus Liger Kernel not applied with model_init." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift loss bug are different model-specific training issues." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "A crash loading video models without torchvision is unrelated to the save_pretrained max_shard_size default discussion." + "reason": "xLSTM training blockers and Florence2 double-shift training loss are unrelated model-specific problems." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both concern SmolVLM video processing, but one is incorrect padding calculation and the other is inconsistent num_frames semantics; related area, not the same bug." + "reason": "Both are SmolVLM video-processor reports, but one is padding calculation and the other is num_frames semantics; not the same defect." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and apply_chat_template crashing on empty input are unrelated utility issues." + "reason": "Noisy logging versus apply_chat_template empty-list crash are unrelated." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "These are both import errors, but they involve different missing exports from different modules and distinct fixes." + "reason": "Processor-loading dependency crash is unrelated to the save_pretrained shard-size question." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "API removal around tie_embeddings is not the same as offloading failing under quantization." + "reason": "v5 API removal and quantization/offloading behavior are separate issues." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import regressions from different namespaces; not the same underlying change." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Missing set_seed in tests and a noisy logging message are separate test/logging concerns." + "reason": "A flaky integration test due to missing set_seed is unrelated to a logging message issue." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken special-argument duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer construction bugs." + "reason": "AddedToken keyword duplication and tokenizer mapping fallback are different tokenizer bugs." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch warning when compiling bfloat16 models is unrelated to TimesFM window_size raising AttributeError." + "reason": "bf16 PyTorch warning during compile and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and DiffusionGemmaGenerationOutput pipeline failure are separate loading vs pipeline-output issues." + "reason": "Tokenizer mapping fallback and DiffusionGemmaGenerationOutput pipeline failure are different loading/execution paths." } ] }, @@ -17183,7 +17198,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:36683", "issue:42175", @@ -17248,11 +17263,11 @@ "issue:45712|issue:46298", "issue:43012|issue:44368", "issue:43992|issue:44484", - "issue:43352|issue:43976", "issue:43825|issue:44655", + "issue:43352|issue:43976", + "issue:43208|issue:43550", "issue:43352|issue:44380", "issue:43066|issue:43906", - "issue:43208|issue:43550", "issue:43097|issue:46298", "issue:45584|issue:46365", "issue:44380|issue:46132", @@ -17268,226 +17283,226 @@ "issue:42490|issue:43012", "issue:44483|issue:44514" ], - "prepared_review_unit_hash": "1324cae3d6f36987efc5228a7fa8ede039ed586dcec54d132743080ecca401b4", + "prepared_review_unit_hash": "a4bf3c5ffba7e670e2fc09b8791ea9f4ee02c86dcff726cbcf8c4b6796a9bad1", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37229, - "estimated_input_tokens": 9308, - "estimated_eval_tokens": 18872 + "serialized_chars": 37228, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not form a duplicate cluster: the issues span unrelated areas (model configs, loading/import errors, training, docs, packaging, and runtime warnings). All soft pairs look like false positives and should be rejected.", - "confidence": 0.96, + "summary": "This cluster is actually a grab-bag of unrelated Transformers issues. The soft-similarity pairs mostly share broad subsystem terms (trainer, processor, import, saving, warnings) but differ in concrete failure mode and fix surface, so none look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative because the cluster is heterogeneous; the safest triage outcome is to treat these as separate reports rather than duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different bugs: one is a dtype/transpose error in DeepSeek-v4, the other is an accuracy regression after a version upgrade." + "reason": "Different problems: one is a DeepSeek-v4 tensor/transposition bug, the other is an accuracy regression after a version upgrade." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Both involve loading/pretrained workflows, but one is about unwanted network requests with local_files_only and the other is a missing embed_tokens weight in UMT5Encoder." + "reason": "Both involve loading, but one is unwanted network access with local_files_only and the other is a missing embed_tokens weight in UMT5Encoder." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Both mention kwargs passing/crashes, but they are different code paths: AutoProcessor cached_file forwarding vs auto_docstring handling of future annotations." + "reason": "AutoProcessor kwargs forwarding is unrelated to the auto_docstring crash from future annotations." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer-related names are too broad; one is evaluate() failing after train(), the other is importing Trainer failing unless datasets is uninstalled." + "reason": "Both mention Trainer, but one is evaluate() breaking after train() and the other is import failure caused by datasets." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Unrelated problems in different subsystems: GPT2 attention scaling with SDPA/FlashAttention vs cache lazy initialization causing recompilation." + "reason": "One is GPT2 attention scaling being ignored under SDPA/FlashAttention; the other is cache lazy init causing recompilation with chunked prefill." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Different failures: Python 3.14 import/load issue vs an invalid backend value for tensorflow_text." + "reason": "Python 3.14 load failure is unrelated to the tensorflow_text backend mapping error." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Both are crashes, but one is an AutoProcessor/torchvision dependency issue and the other is a notebook syntax error." + "reason": "A processor/torchvision import crash is unrelated to a notebook syntax error." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Both involve model behavior, but one is failing to save dequantized Ministrals/Devstrals and the other is an infinite loop on a specific Qwen3_5 image." + "reason": "Saving dequantized models and an infinite-loop image-generation bug are different code paths and symptoms." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Different save-related issues: dequantized model saving versus pipeline save_pretrained support." + "reason": "Saving dequantized model weights is not the same as saving Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Both are runtime/backend issues, but one is a bfloat16 compilation warning and the other is a Bamba SDPA torch.compile failure." + "reason": "A bfloat16 precision warning is not the same as a torch.compile + SDPA failure on Bamba-9B-v2." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "One is a concrete cleanup/check_repo dummy-class issue; the other is just a noisy logging message." + "reason": "Dummy PT object cleanup and noisy logging are unrelated maintenance issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different symptom and cause: PyTorch precision warning during compilation vs tie_word_embeddings warning in a Qwen LoRA workflow." + "reason": "One concerns compilation warnings for bfloat16; the other is a tie_word_embeddings warning from a fine-tuning config." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing weight loading in UMT5Encoder is unrelated to the save_pretrained shard-size question." + "reason": "Missing encoder weights and max_shard_size defaults are unrelated save/load behaviors." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Wrong pipeline error messaging is unrelated to Pipeline.save_pretrained serialization." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron Flash Attention 2 support is unrelated to the Python version compatibility/install failure." + "reason": "Nemotron FlashAttention support and a Python-version compatibility issue are different failures." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Different UI/behavior bugs: pipeline translation messaging versus inability to save Pipeline objects." + "reason": "xLSTM training bugs are not the same as a Bamba SDPA compile crash." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Separate model/backend issues: Nemotron FA2 support versus GPT2 attention scaling under SDPA/FlashAttention." + "reason": "A model lacking FlashAttention 2 support is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Token decoder type bug in v5 is unrelated to the isolated reproduction of another historical issue." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "xLSTM training bugs are unrelated to a Bamba SDPA torch.compile failure." + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of a different upstream issue." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed API/behavior change is not the same as a noisy logging message." + "reason": "A removed config flag without notice is unrelated to a noisy logging message." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty transcription failure is unrelated to import problems involving Trainer/datasets." + "reason": "Whisper empty-transcription handling is unrelated to Trainer import failure due to datasets." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling in model backends is not the same as AttentionInterface.register changing registered function behavior." + "reason": "GPT2 SDPA/FlashAttention scaling behavior and AttentionInterface.register semantics are different problems." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage is a broad model regression, while the other is a specific dtype/transpose bug in DeepSeek-v4." + "reason": "ESM2 breakage is unrelated to a DeepSeek-v4 dtype/transpose bug." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "A model class post_init policy issue is unrelated to importing Trainer failing because of datasets." + "reason": "patchtsmixer post_init validation is unrelated to importing Trainer." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Different test failures and dependencies: missing set_seed in SAM HQ tests versus a huggingface_hub CLI compatibility regression." + "reason": "Seed-related test flakiness and a huggingface_hub CLI API incompatibility are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both concern MoE save/from_pretrained behavior, but one is FP8 save_pretrained and the other is a Qwen3.5 MoE from_pretrained error in v5.4." + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different save/load paths." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 attention backend scaling is unrelated to a zero-loss classification bug across sequence-classification models." + "reason": "Attention scaling under backend selection is unrelated to a zero-loss classification bug." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages and code paths." + "reason": "These are both import errors, but for different symbols, packages, and likely different dependency breakages." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Trainer/FSDP2/PEFT optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Package dependency/backend installation issue is unrelated to importing Trainer only when datasets is installed." + "reason": "A backend extra installation issue is not the same as Trainer import failure from datasets." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local model path slash warning and bfloat16 compile warning are different issues with no shared bug mechanism." + "reason": "Local-model trailing-slash import warning is unrelated to a bfloat16 compile warning." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both are API-facing model serving issues, but they concern different endpoints and failures: chat/completions rejection vs Qwen2_5_VLProcessor batched apply_chat_template crash." + "reason": "Chat-completions API rejection and batched Qwen2_5_VLProcessor padding=False crashes are different endpoints and bugs." } ] }, @@ -17509,7 +17524,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:29870", "issue:36010", @@ -17554,10 +17569,11 @@ "issue:45310", "issue:46050", "issue:46077", - "issue:46082", "issue:46365", + "issue:46512", "issue:46877", - "issue:47059" + "issue:47059", + "issue:47110" ], "soft_pairs": [ "issue:38617|issue:43502", @@ -17565,254 +17581,257 @@ "issue:43756|issue:44485", "issue:43618|issue:43761", "issue:45276|issue:46077", - "issue:36010|issue:42757", "issue:43208|issue:43526", + "issue:36010|issue:42757", "issue:43299|issue:43867", "issue:42994|issue:44655", "issue:44038|issue:44230", "issue:44483|issue:45290", "issue:44625|issue:46365", "issue:43352|issue:43937", + "issue:44625|issue:46077", "issue:44355|issue:46877", - "issue:36683|issue:43475", "issue:43611|issue:44655", - "issue:44625|issue:46077", + "issue:36683|issue:43475", "issue:44655|issue:46050", "issue:43976|issue:44938", "issue:44938|issue:47059", - "issue:36683|issue:44077", "issue:43867|issue:45216", - "issue:46077|issue:46082", + "issue:36683|issue:44077", + "issue:36683|issue:47110", + "issue:46077|issue:46512", "issue:43618|issue:45216", "issue:36683|issue:43525", - "issue:36683|issue:44625", "issue:29870|issue:36296", "issue:43064|issue:44492", "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:43992|issue:45310" + "issue:43992|issue:45310", + "issue:44075|issue:46365" ], - "prepared_review_unit_hash": "85ffdf75b7fcb52d0b3a953f0886f0185fef280e2cb805fc49c4e738b3b6ec63", + "prepared_review_unit_hash": "cbc14a2d9fce0a25013f25c377fa0c125129c3d9bb0adc8a783a54b36482766c", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36063, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; most are same-subsystem regressions but with different code paths, models, or failure modes. The cluster is best represented by the broad import-regression report.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster: it summarizes multiple import failures after upgrading to v5.5.0, which fits the cluster\u2019s general regression/import-error theme better than the narrower reports.", + "summary": "This set is mostly a collection of unrelated issues, not one duplicate cluster. The only plausible duplicate pair is a CLIP v5 regression around missing output fields; everything else is too model-, API-, or dependency-specific to merge together.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43618 is the best anchor because it describes the broader CLIP v5 regression around output fields not being populated, which plausibly covers the paired hidden_states report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to keep as the cluster representative because it is the most umbrella-like and likely to subsume related import-regression complaints.", + "best_issue_reason": "issue:43618 is the strongest single issue in the set: concrete, regression-oriented, and the only one with a plausible duplicate counterpart.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different failures: one is an import error from configuration_utils, the other is unexpected network access despite local_files_only=True." + "reason": "Different failures: missing import from configuration_utils vs network calls despite local_files_only=True." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both involve attention behavior, but one is missing CLIP attentions while the other ignores GPT2 attention scaling under SDPA/FlashAttention; different code paths." + "reason": "Different subsystems and symptoms: CLIP output field assignment vs GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they are model-specific and different bugs: Smollm3 layer dropping vs GLM-5 RoPE implementation." + "reason": "Both mention RoPE, but they concern different models and different implementation bugs." }, { "left": "issue:43618", "right": "issue:43761", - "accept": false, - "reason": "Same model family, but not the same concrete bug: attentions missing versus hidden_states not returned." + "accept": true, + "reason": "Both point to the same CLIP v5 regression where forward/output fields are not being populated correctly." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4-related, but one is token-embedding resize propagation and the other is bidirectional-attention mask construction." + "reason": "Different Gemma4 problems: token embedding resize propagation vs bidirectional-attention mask construction." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Both are import errors, but they come from different upstream APIs and unrelated symbols." + "reason": "Unrelated models and code paths: xLSTM training bugs vs BeitImageProcessorFast label reduction." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Unrelated components and symptoms: xLSTM training bugs versus BeitImageProcessorFast reduce_labels behavior." + "reason": "Separate import regressions from different packages and symbols." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different loading problems with different triggers; no evidence they share the same underlying bug." + "reason": "Both are model-loading failures, but for different causes and model families; not the same bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both concern saving, but quantized model saving and Pipeline.save_pretrained are distinct mechanisms and failures." + "reason": "Both involve saving, but quantized-model save failure and Pipeline save_pretrained are different code paths." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same Qwen family, but one is a load regression and the other is fp8 inference support; different changes." + "reason": "One is a loading/regression bug for Qwen3-VL-Moe, the other is fp8 inference support; not the same change." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Different surfaces: /v1/chat/completions request validation versus apply_chat_template crashing on tool-call assistant messages." + "reason": "Chat API request validation and apply_chat_template crash are related domain-wise but not the same underlying bug." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Different issues entirely: config propagation for Qwen3.5 versus Trainer import failure tied to datasets." + "reason": "Unrelated: Qwen3.5 num_labels propagation vs Trainer import failing with datasets installed." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." + "reason": "Different issues: Flash Attention support for Nemotron vs GenerationConfig validation for GLM-5." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Unrelated import-time/runtime issues: compiled Python file loading versus docstring linter output at import time." + "reason": "Unrelated Gemma4 attention-mask bug vs Qwen3.5 config propagation bug." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "Different missing attributes in different models: Gemma3Config vocab_size versus Sam3VisionEncoderOutput fpn_position_embeddings." + "reason": "Compiled-Python import/runtime errors are unrelated to docstring lint output at import time." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Different regression classes: base_model_prefix loading breakage versus Pipeline.save_pretrained persistence." + "reason": "Different regressions: base_model_prefix loading behavior vs Pipeline serialization." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Different Gemma/Qwen configuration bugs with no shared concrete code path." + "reason": "Both are AttributeErrors, but for different model configs/outputs and unrelated model families." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both are save/load related, but Pipeline saving and sinq quantized model round-tripping are different problems." + "reason": "Pipeline save_pretrained vs quantized-model roundtrip are distinct serialization problems." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but they target different versions and likely different breakpoints." + "reason": "Different Python compatibility failures with different versions and causes." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Different dependency breakages: Python 3.14 loading failure versus huggingface_hub CLI completion API mismatch." + "reason": "Python 3.14 load failure is unrelated to cli completion breakage with huggingface_hub 1.22.0." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Different model/config bugs: missing Gemma3Config vocab_size versus patchtsmixer post_init policy." + "reason": "Different save/load regressions: sorted state_dict loading vs incorrect checkpoint saving for Qwen3.5." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Both are model save/load regressions, but one is a sorted-state_dict loading error and the other is incorrect Qwen3.5 checkpoint saving." + "reason": "Unrelated: Gemma3Config missing vocab_size vs SGD args not being used." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:36683", + "right": "issue:47110", "accept": false, - "reason": "Different Gemma4 configuration issues: attention-mask semantics versus explicit head_dim validation." + "reason": "Different bugs: Gemma3Config attribute missing vs special_tokens input type error." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "CLIP attention output regression versus Qwen3.5 checkpoint saving are unrelated." + "reason": "Optimizer-state/FSDP issue and cache-strategy typo are not the same bug." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Different missing-config-attribute bugs in different models: vocab_size versus pad_token_id." + "reason": "No shared underlying bug; one is no_grad decoration for cache/layer updates, the other is a broad import regression after upgrade." }, { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Different configuration propagation issues in different model families." + "reason": "Both concern Qwen3.5/Qwen3.5 Moe loading, but the reported breakages are different enough to keep separate." }, { - "left": "issue:29870", - "right": "issue:36296", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "One is a BART generation UnboundLocalError; the other is a tensor-parallel training bug." + "reason": "Optimizer argument handling is unrelated to Trainer import resolution." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44485", + "right": "issue:45290", "accept": false, - "reason": "Wrong optimizer states on FSDP2/PEFT versus a typo in cache strategy docs/API; no shared bug." + "reason": "GLM-5 RoPE implementation and chat-template/tool-call crash are unrelated code paths." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:46077", + "right": "issue:46512", "accept": false, - "reason": "Cache/update no_grad decoration is a behavioral fix, not the same as broad import failures after upgrading to v5.5.0." + "reason": "Gemma4 bidirectional-attention masking and stale config dtype are unrelated." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:45216", + "right": "issue:46512", "accept": false, - "reason": "Optimizer argument handling and Trainer import failure are unrelated." + "reason": "Checkpoint-saving regression and from_config(dtype=...) stale config bug are different problems." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:46050", + "right": "issue:46512", "accept": false, - "reason": "Different Qwen/Moe loading bugs with different missing pieces; not the same concrete failure." + "reason": "Quantized save/load corruption is unrelated to from_config(dtype=...) keeping stale config.dtype." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair, issue:43618 with issue:43761, is a plausible same-bug CLIP v5 regression on missing output fields in the same model code path. The other pair verdicts are appropriately cautious and do not overmerge unrelated subsystems or model families." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17827,7 +17846,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28282", "issue:29870", @@ -17875,7 +17894,8 @@ "issue:46617", "issue:46664", "issue:46851", - "issue:47000" + "issue:47000", + "issue:47110" ], "soft_pairs": [ "issue:44908|issue:46851", @@ -17906,214 +17926,212 @@ "issue:43502|issue:44485", "issue:43824|issue:46617", "issue:43010|issue:43065", + "issue:45850|issue:47110", "issue:43874|issue:46617" ], - "prepared_review_unit_hash": "c17f5b38be5b3da4b03fa78735c1062a632fd22d6714f28f04dac89a11690fe7", + "prepared_review_unit_hash": "567db606643e1f317e7ef78b33442fb944709c79c75eac849f92c1a8f0b660fd", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35577, - "estimated_input_tokens": 8895, - "estimated_eval_tokens": 18046 + "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": "Most items are distinct model-specific bugs, regressions, or loading issues. The only plausible duplicate pair is the import-performance regression around `transformers` startup; everything else looks separate.", - "confidence": 0.82, - "canonical_issue_reason": "issue:41669 is the clearest, broadest, and most actionable representative of the cluster: it describes the import-time regression directly and points to a likely root cause rather than just a symptom.", + "summary": "These issues are largely heterogeneous and do not look like duplicate reports of the same underlying bug. The soft-similarity pairs mostly share only a broad subsystem or version/theme, not a concrete code-path failure.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44246 is the broadest and most representative standalone report in this set: it describes intermittent import slowness at the top-level `transformers` import, with relatively high discussion activity. That said, the cluster overall is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best overall issue to anchor the cluster because it captures a repo-wide performance problem with a concrete cause and likely high user impact.", + "best_issue_reason": "issue:44246 is the best single issue to anchor the cluster because it is generic, user-facing, and about a core top-level regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Different subsystems and failures: scheduler kwarg handling vs Qwen3.5 variable-length position_ids." + "reason": "Scheduler kwarg handling and Qwen3.5 variable-length position_ids are unrelated bugs in different code paths." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug is unrelated to a tokenizer-loading regression." + "reason": "BART generate-time decoder mask initialization is not the same as tokenizer loading regression." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Both involve model loading behavior, but one is a state_dict sorting error and the other is a Gemma pipeline roundtrip issue; not the same code-path." + "reason": "One is a state_dict load/sorting problem, the other is a Gemma pipeline roundtrip tokenization issue." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL 2D bbox output error is unrelated to RTDetr loss infeasibility." + "reason": "Qwen3-VL bounding-box output errors and RTDetr loss infeasible-cost crashes are different model/task failures." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Generic compiled-file import errors do not match the specific Python 3.13 JIT decorator parsing failure." + "reason": "Compiled Python file import failures and a Python 3.13 torch.jit.script indentation parse error are not the same defect." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing `vocab_size` is a config/schema issue, while the Trainer bug is a distributed optimizer-state problem." + "reason": "Missing `vocab_size` on Gemma3Config and wrong optimizer state handling under FSDP2/PEFT are unrelated." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Both are load/config-related, but they affect different models and different missing fields/serialization paths." + "reason": "State-dict loading failure and missing `deepstack_visual_indexes` in a vision config are different serialization/config bugs." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Missing `set_seed()` in a test is unrelated to xdist workers racing on `captured_info.txt`." + "reason": "Seed-related flaky tests and xdist file-race failures are both test infra issues, but not the same failure mode." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific `@torch.no_grad` decoration request is not the same as a broad 'breaks too many models' complaint." + "reason": "`@torch.no_grad` decoration for cache updates is a specific fix, while 5.0 breaking many models is a broad unrelated complaint." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs Qwen2-57B-A14B-Instruct OOM: same area, different failure mode and likely different fixes." + "reason": "Tensor parallel training bug and tp-induced OOM on a specific Qwen checkpoint are not the same underlying issue." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both point to the same import-time slowdown/regression in `transformers`; the broad symptom and likely root cause are aligned enough to treat as duplicates." + "accept": false, + "reason": "Both concern import slowness, but one targets `import *` model imports specifically while the other is a general intermittent import-time complaint." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment and patchtsmixer `post_init` policy are unrelated model API issues." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init allowability are unrelated model API issues." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "No-grad decoration for cache updates is unrelated to Python version compatibility for Transformers 5.1.0." + "reason": "A no_grad decorator bug and a Python-version compatibility issue do not share the same code path." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5/Qwen3.5-MoE save/load failures; one is sorted state_dict loading, the other is incorrect visual encoder keys on save." + "reason": "Generic model loading with sorted state_dict keys is not the same as Qwen3.5 visual encoder key serialization regression." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE from_pretrained failures are different model-loading defects." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency import error is unrelated to tokenizer loading regression." + "reason": "Missing PyTorch dependency import error and tokenizer loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment and CLIPTextModel structural inconsistency are separate CLIP-related changes, not the same bug." + "reason": "CLIP attentions assignment and CLIP text model structure inconsistency are different changes, not one duplicate bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE parity with remote implementation." + "reason": "A ReLU discussion in the DSA indexer and DeepSeekV3MoE divergence from remote implementation are not the same issue." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky test seeding issue is not the same as failing to load Phi-4 multimodal with latest transformers." + "reason": "Test flakiness from missing seeds is unrelated to failing to load a Phi-4 multimodal model." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different CI/test failures: missing seeds vs stale GraniteSpeech device override test." + "reason": "Seed flakiness in SAM HQ tests and GraniteSpeech CI device-override failure are separate test failures." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network requests and AddedToken keyword duplication are unrelated tokenizer/model-loading bugs." + "reason": "Offline loading causing API requests and AddedToken duplicate `special` kwargs are different tokenizer/loading problems." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior change and SmolVLM video-frame semantics are separate API regressions." + "reason": "Tokenizer cleanup behavior changes and video processor frame-count semantics are unrelated API behavior changes." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation tensor indexing crash is unrelated to cache-based trust_remote_code FileNotFoundError." + "reason": "KV-cache continuation tensor indexing and cache-based trust_remote_code file lookup failures are different runtime paths." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload failure after version upgrade are related only at a very high level; not the same concrete bug." + "reason": "Tokenizer loading regression in v5 and inability to reload old checkpoints after upgrade are related to versioning but not the same concrete bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained bug and missing `_tp_plan` for tensor parallelism are distinct model/training features." + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan metadata are unrelated model/export and parallelism issues." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only API leakage is unrelated to GLM-5 RoPE implementation." + "reason": "Offline API leakage and GLM-5 RoPE implementation concerns are not the same bug." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing `Qwen2_5_VLForConditionalGeneration` export and trust_remote_code cache FileNotFoundError are different failure modes." + "reason": "Missing Qwen2.5-VL export symbol and cache FileNotFoundError for trust_remote_code are different loading failures." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch helper in GLM46V is unrelated to cache loading FileNotFoundError." + "reason": "Missing image-patch helper in GLM46V and trust_remote_code cache file lookup failure are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The only accepted pair, issue:41669 vs issue:44246, is a reasonable duplicate-style match on import-time slowdown. The remaining pairs are appropriately treated as distinct bugs based on their titles and issue descriptions." - }, - "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 }, @@ -18128,7 +18146,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:29870", "issue:30333", @@ -18147,9 +18165,11 @@ "issue:43352", "issue:43475", "issue:43502", + "issue:43525", "issue:43576", "issue:43824", "issue:43827", + "issue:43867", "issue:43901", "issue:44222", "issue:44230", @@ -18164,11 +18184,9 @@ "issue:44961", "issue:45071", "issue:45125", - "issue:45362", "issue:45375", "issue:45468", "issue:45478", - "issue:45850", "issue:46132", "issue:46143", "issue:46144", @@ -18176,7 +18194,8 @@ "issue:46617", "issue:46664", "issue:46726", - "issue:47059" + "issue:47059", + "issue:47110" ], "soft_pairs": [ "issue:43576|issue:46132", @@ -18190,11 +18209,11 @@ "issue:43502|issue:44222", "issue:43502|issue:44961", "issue:43827|issue:44961", - "issue:43010|issue:43232", "issue:46664|issue:46726", + "issue:43010|issue:43232", "issue:30333|issue:36296", - "issue:29870|issue:31795", "issue:43299|issue:44556", + "issue:29870|issue:31795", "issue:33453|issue:34689", "issue:44355|issue:45071", "issue:42757|issue:43576", @@ -18211,248 +18230,262 @@ "issue:43475|issue:46617", "issue:46143|issue:46144", "issue:41628|issue:42548", + "issue:45375|issue:47110", "issue:44222|issue:44230", + "issue:43867|issue:47110", "issue:44315|issue:46209", - "issue:45362|issue:45850" + "issue:43525|issue:47110" ], - "prepared_review_unit_hash": "ed3133ab7efbe5a57afe8810d1253ddf99353beb30316170ad4202cc701795fa", + "prepared_review_unit_hash": "034a9d801488a0138e0ae76de249e3696b875afecaa68c6f7579f1fd78d73b21", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37075, - "estimated_input_tokens": 9269, - "estimated_eval_tokens": 18794 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38234, + "estimated_input_tokens": 9559, + "estimated_eval_tokens": 19374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues. There are a few loose themes around v5 regressions and model-loading/import problems, but none of the soft pairs are safe duplicate matches.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43576 is the most central and broadly framed item in the set, with the most soft-similarity links to other v5/tooling regressions, even though the cluster is not truly cohesive.", + "summary": "The set is largely heterogeneous: most soft-similarity links connect unrelated issues that only share vague v5 / loading / import wording. I would reject all soft edges; issue:43576 is only the best broad anchor, not a true duplicate representative.", + "confidence": 0.21, + "canonical_issue_reason": "issue:43576 is the broadest v5 regression/CLI-related anchor in the set and has the most adjacent soft links, but the overall cluster is too mixed for a strong canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best single anchor only because it is the most general, high-degree regression report here; it is not a reliable duplicate canonical for the whole cluster.", + "best_issue_reason": "issue:43576 is the least specific and most umbrella-like issue here, so it is the best practical anchor even though it does not match the others as the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Different problems: CLI/env command breakage versus AttentionInterface.register behavior." + "reason": "Different problems: CLI env command breakage vs AttentionInterface.register behavior change." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "One is int4 OOM/memory growth; the other is checkpoint reload incompatibility after upgrade." + "reason": "Both are v5 regressions, but one is int4 memory/OOM and the other is checkpoint reload failure; not the same bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading regression." + "reason": "MLflow job-status reporting failure is unrelated to tokenizer-loading regression." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained loading error; not the same concrete bug." + "reason": "Both involve Qwen3.5 MoE, but one is missing tensor-parallel plan and the other is a from_pretrained load error; distinct code paths." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Import failures for different symbols from different modules are not the same issue." + "reason": "Separate missing-import failures for different symbols." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to forward() doc confusion." + "reason": "Loading hangs and forward-API documentation confusion are not the same issue." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file errors and slow filtering after upgrade are different failure modes." + "reason": "Compiled-file execution errors are unrelated to the data-filtering slowdown report." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan support and missing config field serialization are related only at a very broad model-family level." + "reason": "Qwen3_5Moe tensor-parallel support and a missing vision-config field are different defects." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated." + "reason": "local_files_only network requests vs FP8 save_pretrained behavior; unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Cache/network behavior is unrelated to an unrelated titled issue." + "reason": "File access/networking bug vs unrelated issue titled \"racoon\"." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still mentioning pipeline() is unrelated to the other issue." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Both touch generation internals, but they describe different code paths and bugs." + "reason": "Docs still referencing pipeline() is unrelated to the \"racoon\" issue." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video processor num_frames semantics and missing-vision-backend processor errors are different issues." + "reason": "Different vision/video processor problems: num_frames semantics vs missing backend import handling." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "MLFlow status reporting is unrelated to tensor parallel training." + "reason": "Cache update no_grad decoration and generation kwargs sync_gpus ordering are different code paths." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "A generation UnboundLocalError is not the same as forward() documentation confusion." + "reason": "MLflow reporting failure is unrelated to tensor-parallel training." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are upgrade regressions, but they affect different model-loading paths and likely different root causes." + "reason": "Both are upgrade/load regressions, but they target different model/loading failures." }, { - "left": "issue:33453", + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate UnboundLocalError is unrelated to forward doc wording." + }, + { + "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama vision model loading breakage are separate failures." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model loading are different failures." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors are unrelated to PretrainedConfig type checking." + "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "huggingface_hub import failure is unrelated to the transformers env command breakage." + "reason": "Different import/CLI issues; one is huggingface_hub symbol import, the other is transformers env command breakage." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI command breakage and config type-checking regression are unrelated." + "reason": "CLI env command failure and PretrainedConfig type-checking are not the same bug." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Both are CLI-adjacent, but one is an env command issue and the other is a hub version completion attribute error." + "reason": "Both involve CLI surface area, but one is env command behavior and the other is click/typer completion compatibility." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and import error for layer_type_validation are unrelated." + "reason": "Forward-API docs confusion is unrelated to a missing configuration_utils import." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI/env breakage is unrelated to Qwen2.5-VL import failure." + "reason": "env command regression is unrelated to missing Qwen2_5_VL export." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and DSA indexer activation are unrelated." + "reason": "Liger-kernel application and DSA indexer ReLU discussion are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Uninformative title versus Gemma-4 audio positional encoding bug; no clear overlap." + "reason": "\"racoon\" and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE discussion is unrelated to the other issue." + "reason": "GLM-5 RoPE implementation and \"racoon\" are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Importing HybridCache and trust_remote_code cache FileNotFoundError are different problems." + "reason": "Different import/loading failures: HybridCache export vs trust_remote_code cache FileNotFoundError." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug is unrelated to pipeline docs mentioning return_all_scores." + "reason": "Tensor-parallel training bug is unrelated to text-classification docs mentioning return_all_scores." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention 2 support error is unrelated to the other issue." + "reason": "Flash Attention 2.0 support error and \"racoon\" are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Missing fpn_position_embeddings and cache FileNotFoundError are different bugs." + "reason": "SAM 3 Video attribute error is not the same as cache FileNotFoundError for trust_remote_code models." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "These are closely related RoFormer issues, but they do not clearly describe the same concrete bug/change." + "reason": "Both are about RoFormer, but one is kwargs propagation and the other is attention interface adoption; related theme, not the same bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to PreTrainedModel import failure." + "reason": "Different missing-import symbols from transformers." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing vision-config field and special_tokens list/dict handling are different issues." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support are different code paths." + "reason": "FP8 save_pretrained on MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are separate problems." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "state_dict sorting load error is unrelated to special_tokens keys handling." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init behavior is unrelated to FP8 inference on B200." + "reason": "Liger kernel/model_init and FP8 inference on B200 are unrelated." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "Qwen3.5 chat crash is much more specific than a generic 'v5 breaks too many models' complaint." + "reason": "Llama4Config pad_token_id missing and special_tokens list/dict handling are different defects." } ] }, @@ -18474,7 +18507,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:31795", "issue:33453", @@ -18513,8 +18546,8 @@ "issue:45092", "issue:45125", "issue:45230", - "issue:45278", "issue:45341", + "issue:45362", "issue:45542", "issue:45753", "issue:45850", @@ -18526,6 +18559,7 @@ "issue:47059" ], "soft_pairs": [ + "issue:45362|issue:45850", "issue:43673|issue:44492", "issue:44485|issue:46664", "issue:44273|issue:45542", @@ -18543,10 +18577,9 @@ "issue:44230|issue:46095", "issue:44492|issue:45850", "issue:45850|issue:47059", - "issue:45278|issue:45850", "issue:42371|issue:44492", - "issue:43408|issue:44315", "issue:41669|issue:46218", + "issue:43408|issue:44315", "issue:44246|issue:44273", "issue:42890|issue:44908", "issue:43576|issue:44908", @@ -18556,8 +18589,8 @@ "issue:44908|issue:45071", "issue:44297|issue:45230", "issue:44492|issue:46328", - "issue:44704|issue:44908", "issue:41669|issue:44351", + "issue:44704|issue:44908", "issue:41669|issue:45341", "issue:43976|issue:46218", "issue:44077|issue:44861", @@ -18566,268 +18599,268 @@ "issue:44315|issue:44829", "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "202871bcfb4cbce23badc03a4ed03d201c1cf723b67d125560700976d9b12db3", + "prepared_review_unit_hash": "f6cb6e50d126b5a5653941902edee04c76f5c688d616936d55b7c4ff228ec7f8", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38851, - "estimated_input_tokens": 9713, - "estimated_eval_tokens": 19682 + "serialized_chars": 38841, + "estimated_input_tokens": 9711, + "estimated_eval_tokens": 19678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is overbroad and mostly groups unrelated v5 regressions, API breakages, model-specific bugs, and a few documentation/performance issues. None of the soft pairs look like safe duplicate merges; issue 45850 is the closest umbrella representative, but it is too vague to serve as a precise duplicate target.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models') and best matches the overall v5-regression theme, even though it is too generic to be a strong duplicate anchor.", + "summary": "No soft pair looks like the same underlying bug/change; they mostly share broad subsystem or version themes. I picked the open lazy-loading/import regression as the best umbrella issue, but it is only a weak canonical fit.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44273 is the clearest umbrella-style open report: it describes a concrete import/lazy-loading regression and can plausibly subsume nearby import-performance complaints better than the many model-specific or one-off bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative cluster issue because it captures the common 'v5 breaks many things' pattern seen across the set.", + "best_issue_reason": "issue:44273 is the most reusable issue in this set because it captures a systemic loading problem rather than a model-specific symptom, making it the best candidate for triage or follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Model-specific chat crash vs a vague broad complaint about many v5 breakages; not the same bug." + }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Cache-missing during chunked prefill is a runtime bug; this is a typo in cache strategy docs/naming." + "reason": "Cache-missing regression in chunked prefill vs a typo in cache-strategy docs/naming; different problems." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM video-processor frame semantics are unrelated model bugs." + "reason": "GLM RoPE implementation discussion vs SmolVLM video num_frames handling; unrelated code paths." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and TensorBoard-without-TF backend handling are different subsystems and failures." + "reason": "Lazy loading/import regression vs TensorFlow backend detection/install issue; only broad package-loading overlap." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files is a concrete processor serialization bug; 'Bug report' is too vague to match it." + "reason": "processor.save_pretrained missing files vs a generic bug report placeholder; no shared concrete failure." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are separate model-specific issues." + "reason": "Qwen3-VL-Moe bug report vs missing _tp_plan for tensor parallelism; different model features and symptoms." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading issues are about import-time module resolution, while sys.modules access safety is a different internal bug." + "reason": "Import/lazy-loading slowdown vs unsafe sys.modules access; related area, but not the same underlying bug." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer activation logic and SmolVLM num_frames semantics are unrelated." + "reason": "DSA indexer/ReLU discussion vs video processor num_frames inconsistency; unrelated." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Both touch import/lazy-loading performance, but one is about removing import * cost and the other about a missing cache path in generation." + "reason": "Import-* performance regression vs chunked-prefill cache bug; both import-ish only at a high level." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL 2D box output and PretrainedConfig type-checking regressions are unrelated failures." + "reason": "Qwen3-VL bounding-box error vs PretrainedConfig type-checking regression; unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "2D bounding-box output errors and an infinite loop on a specific image are different Qwen3-VL bugs." + "reason": "2D bounding-box hallucination/error vs infinite loop on a specific image; different concrete symptoms." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility after upgrade are unrelated v5 issues." + "reason": "Broken env CLI in v5 vs checkpoint reload incompatibility after upgrade; both version-related but not the same bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific attribute bug, not the broad 'many models break' umbrella." + "reason": "Missing pad_token_id on Llama4Config vs broad v5 breakage complaint; not the same issue." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve upgrade incompatibility, but one is generic checkpoint reload failure and the other is InternVL2 remote-code/meta-init compatibility." + "reason": "Both are v5 compatibility regressions, but one is general checkpoint reload and the other is remote-code meta-init incompatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a single config attribute issue, not the same as the broad v5 breakage report." + "reason": "Missing pad_token_idx in StableLmConfig vs a generic many-models complaint; not a duplicate." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 support request and a weight-conversion-script question are not the same underlying bug/change." + "reason": "FP8 support request for Qwen3-VL/Qwen3.5-Moe vs deepseekv4 weight conversion question; different topics." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo is documentation/naming cleanup, not the generic v5 breakage umbrella." + "reason": "Cache-strategy typo vs broad v5 breakage report; no shared concrete bug." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "General v5 breakage complaints and a CLI failure with huggingface_hub 1.22.0 are different issues." - }, - { - "left": "issue:45278", - "right": "issue:45850", - "accept": false, - "reason": "Both are broad upgrade complaints, but one is import errors and the other is an even vaguer 'too many models' report; not the same concrete bug." + "reason": "Broad version-regression complaint vs CLI breakage from huggingface_hub 1.22.0 attribute change; unrelated causes." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 control settings and cache-strategy typo are unrelated." + "reason": "TF32 behavior API guidance vs cache-strategy typo; unrelated." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "Model type warning for sam3_tracker and Liger Kernel not applied with model_init are different code paths." + "reason": "Import-* performance cleanup vs inability to import a specific model module; same general import surface, different failures." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Import * performance regressions are not the same as a missing Qwen3_5ForCausalLM import error." + "reason": "Wrong model-type warning vs Liger kernel not applied with model_init; unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow import sometimes and lazy loading not working properly are related only at a very high level, but not the same bug." + "reason": "Import takes long sometimes and lazy loading not working are related only in the broad import-performance area, but not clearly the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "Test flakiness from missing set_seed vs scheduler kwargs ignored; different code paths." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs being ignored do not share a concrete failure mode." + "reason": "env CLI regression vs inverse_sqrt scheduler kwargs bug; unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 unsupported for NemotronH and Qwen3-VL 2D box errors are different model-specific problems." + "reason": "Flash Attention 2.0 support error for Nemotron vs Qwen3-VL bounding-box issue; different models and problems." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support regression and Qwen3-VL bounding-box errors are unrelated." + "reason": "Python version compatibility issue vs Qwen3-VL output error; unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error and an unspecified bug report are not enough to establish the same issue." + "reason": "position_ids buffer access bug vs placeholder bug report; no shared concrete defect." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs ignored and PretrainedConfig type checking breakage are different API regressions." + "reason": "Scheduler kwargs ignored vs PretrainedConfig type checking breakage; unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained class mismatch is a concrete tokenizer serialization bug, not the vague bug report." + "reason": "tokenizer_class mismatch on save_pretrained vs generic bug report placeholder; not duplicates." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache strategy typo and SequenceFeatureExtractor padding performance are unrelated." + "reason": "Cache-strategy typo vs numpy-to-list conversion inefficiency; different issues." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different call sites and bugs." + "reason": "Import-* cleanup/perf issue vs cannot import HybridCache; both import-related only superficially." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Import * cleanup/performance and HybridCache import failure are separate import-related issues." + "reason": "cached_file kwargs not forwarded vs inverse_sqrt scheduler kwargs ignored; unrelated kwargs bugs." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import * performance regression and a testing_utils bug are unrelated." + "reason": "Import-* performance issue vs a testing_utils bug; no overlap beyond being code defects." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support matrix regression and inability to import Qwen3_5ForCausalLM are different problems." + "reason": "Python version support regression vs specific model import failure; different root causes." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init validation and _get_tied_weight_keys crashing on a list are unrelated implementation bugs." + "reason": "Optional post_init enforcement vs AttributeError in tied-weight key handling; unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Confusing forward docs and tokenizer loading regression are not the same underlying issue." + "reason": "Documentation confusion about forward args vs tokenizer loading regression; not the same underlying bug." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading behavior are different release regressions." + "reason": "Broken env CLI vs lazy loading/import regression; same package area, different concrete failure." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and flash_attention_3 causing degenerate training are distinct training-path bugs." + "reason": "Liger Kernel application issue vs degenerate training with flash_attention_3; different model-training bugs." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Incorrect timestamp calculation in Qwen3VL Processor and SmolVLM video padding are different processor bugs." + "reason": "Incorrect timestamp calculation in Qwen3VL processor vs padding calculation in SmolVLM video processor; both processor bugs but not the same one." } ] }, @@ -18849,7 +18882,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:28348", "issue:29870", @@ -18867,7 +18900,6 @@ "issue:43352", "issue:43502", "issue:43519", - "issue:43572", "issue:43576", "issue:43618", "issue:43704", @@ -18898,7 +18930,8 @@ "issue:46172", "issue:46218", "issue:46894", - "issue:47059" + "issue:47059", + "issue:47110" ], "soft_pairs": [ "issue:44360|issue:45468", @@ -18922,8 +18955,9 @@ "issue:44261|issue:45468", "issue:43298|issue:46095", "issue:43519|issue:43704", - "issue:43352|issue:46218", "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:44861|issue:47110", "issue:42913|issue:43066", "issue:44861|issue:47059", "issue:28348|issue:45250", @@ -18934,7 +18968,6 @@ "issue:44938|issue:44998", "issue:44861|issue:45290", "issue:31515|issue:38617", - "issue:43572|issue:44861", "issue:44230|issue:44623", "issue:28348|issue:43352", "issue:29870|issue:31515", @@ -18945,20 +18978,20 @@ "issue:43298|issue:44230", "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "b7d13651bb2c077c70e61bccf564e61b8b81554c996d57dbc06dd7ee51d6bdc5", + "prepared_review_unit_hash": "ea38f91192a5cbbfebe07be62806d1ee5aa9b4cad6bf1a51f27992727dc88a54", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 43, - "serialized_chars": 39671, + "serialized_chars": 39669, "estimated_input_tokens": 9918, "estimated_eval_tokens": 20092 }, @@ -18967,270 +19000,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster: it mixes many unrelated Transformers issues and only shows loose topical similarity (v5 regressions, loading/import problems, model-specific bugs). I would not merge any of the soft pairs.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues. The soft pairs are largely broad-theme or keyword matches rather than the same underlying bug/change, so none are safe to merge.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45468 is the best cluster anchor because it is the most concrete, model-specific bug report and sits in the densest set of soft-similarity links; however, the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45468 is the most representative issue for the cluster\u2019s recurring model-implementation bug themes, while still being specific enough to stand on its own.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Both are discussion-style bugs in different model internals, but one is about a DSA indexer ReLU and the other about Gemma-4 audio positional encoding; not the same code path." + "reason": "Different problems: a missing ReLU in the DSA indexer vs Gemma-4 audio positional encoding. Same general ML area only." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems with different failure modes." + "reason": "Lazy loading issues and inverse_sqrt scheduler kwargs are unrelated code paths." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a Qwen3.5 MoE from_pretrained regression; no evidence they refer to the same bug." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure; not the same underlying defect." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + "reason": "Incorrect timestamp calculation in a processor vs GLM-5 RoPE implementation; different model components." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift are separate model/training issues." + "reason": "Gemma-4 audio positional encoding is not the same as CohereASR training-loss double-shift behavior." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Both are import/load failures, but they affect different commands/modules and do not appear to share the same root cause." + "reason": "A broken env CLI command and a Qwen3_5 import failure are separate issues." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "save_pretrained/pipeline persistence and _get_tied_weight_keys AttributeError are distinct serialization-related bugs." + "reason": "Saving Pipeline objects and tied-weight-key AttributeError are different serialization bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math is unrelated to scheduler keyword handling." + "reason": "Processor timestamp math and scheduler keyword plumbing are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance and VRAM leak in Qwen3ForCausalLM are unrelated." + "reason": "Import-star cleanup performance work is not the same bug as a Qwen3ForCausalLM VRAM leak." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in forward signatures vs a model-loading breakage for Llama 3.2 Vision; different issue types and code paths." + "reason": "Documentation confusion about forward args does not match a Llama 3.2 model-loading regression." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation and audio positional encoding are both architecture-level, but for different models and different mechanisms." + "reason": "RoPE implementation discussion for GLM-5 and Gemma-4 audio positional encoding are different model-specific changes." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage and RoPE math do not overlap in concrete implementation." + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared expert gating in DeepSeek-V4 and a dtype/transpose bug in deepseek-v4 are different problems." + "reason": "DeepSeek-V4 shared-expert gating and a comb.to(dtype).transpose(-1, -2) bug are different concrete failures." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage and timestamp calculation in a processor are unrelated." + "reason": "local_files_only network requests and timestamp calculation are separate behaviors." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and a Qwen3ForCausalLM memory leak are not the same bug." + "reason": "TF32 configuration guidance and a VRAM leak in Qwen3ForCausalLM do not share a bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 breakage complaint and a specific module import failure are not a single concrete issue." + "reason": "A broad '5.0 breaks too many models' complaint is not the same as a Qwen3_5 import error." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp logic and missing files in processor.save_pretrained are separate bugs." + "reason": "Processor timestamp computation and processor.save_pretrained missing files are different issues." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in a GLM MoE indexer is unrelated to Gemma-4 audio positional encoding." + "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and Gemma-4 audio positional encoding are different numerical/model bugs." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a precision/config bug, not the same as Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are separate feature/support requests." + "reason": "Continuous batching support for audio models and DeepSeek-V4 weight conversion are different feature gaps." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp computation and multi-thread VRAM leakage are unrelated." + "reason": "Timestamp calculation and VRAM leaks are unrelated model/runtime bugs." }, { - "left": "issue:43352", + "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "NemotronH Flash Attention support and Qwen3.5 module import failure are different model-loading issues." + "reason": "HybridCache import failure and Qwen3_5 module import failure are distinct import regressions." }, { - "left": "issue:44351", + "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Cannot import HybridCache and cannot import Qwen3_5ForCausalLM are both import errors, but for different symbols and likely different causes." + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is a feature-support issue, not the same as a Qwen3_5 import error." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "_get_tied_weight_keys AttributeError and special_tokens list/keys AttributeError are different failures with only superficial API similarity." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer behavior changes in v5, but one is a generic v4-to-v5 behavior difference and the other is a specific decoder type bug; not enough to treat as duplicates." + "reason": "Both concern tokenizer v5 changes, but one is a broad behavior difference and the other is a specific decoder-type issue; too vague to merge as one bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight key AttributeError and cli completion breakage with huggingface_hub are unrelated failures." + "reason": "Tied-weight-key handling and a cli completion incompatibility are unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2LMHeadModel flash-attention support and generic Flash Attention 2.0 are too broad to be the same concrete bug." + "reason": "GPT2 flash-attention support and a generic Flash Attention 2.0 issue are too broad and not clearly the same underlying change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "A scheduler kwargs bug and an unrelated placeholder/low-signal issue title are not duplicate-worthy." + "reason": "Scheduler kwargs handling has nothing to do with the nonsense/spam title 'Unemployment'." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache strategy typo and an unrelated placeholder issue do not match." + "reason": "Cache strategy typo and the unrelated 'Unemployment' issue are not duplicates." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Low-information placeholder issue vs broad v5 breakage; no shared concrete bug." + "reason": "A generic 'too many models break' complaint does not match the unrelated spam issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is specific; the other item has no concrete technical overlap." + "reason": "CLIPOutput attentions assignment and the unrelated 'Unemployment' issue have no overlap." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 loading failure and the unrelated placeholder issue are not duplicates." + "reason": "Python 3.14 load failure and the unrelated 'Unemployment' issue are not the same bug." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight crash and chat template tool-call crash affect different code paths." + "reason": "Tied-weight-key AttributeError and apply_chat_template tool-call crash affect different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "from_pretrained loading slowdown and missing layer_type_validation import are different loading-related bugs." - }, - { - "left": "issue:43572", - "right": "issue:44861", - "accept": false, - "reason": "Missing pad_token_idx in config after v5 and tied-weight key AttributeError are unrelated config/serialization issues." + "reason": "Slow from_pretrained checkpoint loading and a layer_type_validation import error are different failures." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request and missing processor save files are different areas." + "reason": "FP8 qwen3-vl/qwen3.5 MoE support and missing processor save files are unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both concern Flash Attention 2.0 support, but for different model families and no evidence of the same implementation bug." + "reason": "Both mention Flash Attention 2.0, but GPT2 support and NemotronHForCausalLM support are separate model-specific feature requests." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate decoder_attention_mask error and checkpoint loading slowdown are unrelated." + "reason": "BART generate() decoder_attention_mask bug and slow from_pretrained loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-reporting on failure and from_pretrained performance are different concerns." + "reason": "MLflow reporting on failed training and checkpoint loading performance are different concerns." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading slowdown and tensor parallel training bug are separate subsystems." + "reason": "from_pretrained slowdown and tensor parallel training bug are not the same code-path problem." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and forward-doc confusion are not the same bug." + "reason": "Loading performance and forward-API documentation confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error do not share a concrete code-path issue." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 inference support are distinct feature requests." + "reason": "Continuous batching for audio models and FP8 inference support are separate feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation issues." + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated architecture-specific issues." } ] }, @@ -19252,7 +19285,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-511", + "cluster_id": "cluster-10000-512", "nodes": [ "issue:37934", "issue:42936", @@ -19276,20 +19309,20 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "991c3e657857004b7d7a94f3f411a92e6f44ba2b1250e3eb71b85e9818a302e4", + "prepared_review_unit_hash": "8f7ec1478015426d7a61e68c879ef95530bff676f5c26327b3e1bf6dbf1cdd9b", "component_budget": { - "node_count": 511, - "item_count": 511, - "soft_pair_count": 1878, - "serialized_chars": 974564, - "estimated_input_tokens": 243641, - "estimated_eval_tokens": 487538 + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 11, - "serialized_chars": 7774, + "serialized_chars": 7773, "estimated_input_tokens": 1944, "estimated_eval_tokens": 4144 }, @@ -19298,78 +19331,78 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports that only share broad ML-library vocabulary. None of the soft pairs looks like the same underlying bug or change, so no duplicate merges are warranted.", - "confidence": 0.62, - "canonical_issue_reason": "issue:42936 is the clearest concrete bug report in the set: it points to a specific model behavior error ('ignore_value' defined but not used) and is more substantive than the typo/type-hint reports.", + "summary": "This cluster is heterogeneous: the issues cover unrelated models and subsystems (norms, tokenizer warnings, loss kwargs plumbing, config typing, quantization typos, MoE gating, attention implementation). I do not see duplicate pairs or a single underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43240 is the strongest standalone issue for follow-up because it has the broadest impact and the most inbound references, even though it is not a duplicate of the others.", + "best_issue_reason": "Issue #43240 is the most generally impactful and broadly framed bug here (loss kwargs not propagated) and has the strongest evidence of being a real code-path problem, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different model families and different bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared-expert gating." + "reason": "Different models and failures: Mask2Former ignore_value plumbing vs DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint error is unrelated to a tokenizer regex warning regression." + "reason": "Config type-hint mistake vs tokenizer regex warning; unrelated components and symptoms." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both concern model code, but one is an unused ignore_value path and the other is kwargs not reaching loss calculation; different code paths." + "reason": "Mask2Former ignore_value handling is distinct from generic loss kwargs propagation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs plumbing and RoFormer attention interface usage are separate subsystems and failure modes." + "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss handling and tokenizer warning behavior are not the same underlying defect." + "reason": "Different subsystems: segmentation loss parameter usage vs tokenizer warning regression." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These affect different model implementations and different code paths." + "reason": "Mask2Former ignore_value bug is not the same as RoFormer attention implementation issue." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "An unused model parameter is not the same as a typo in a quantization attribute name." + "reason": "Model loss/ignore_value behavior is unrelated to a quantization-operation typo." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint and typo in a different module are unrelated defects." + "reason": "Incorrect type hint in ModernBERT config vs a typo in quantization code path." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss computation is unrelated to a ModernBERTConfig annotation bug." + "reason": "Passing kwargs to loss calculation is a different bug than an incorrect config type annotation." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMSNorm implementation question and a type-hint mismatch are not the same issue." + "reason": "Llama4 norm-design question is unrelated to ModernBERT norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERTConfig typing are distinct problems." + "reason": "Mask2Former ignore_value bug and ModernBERT config typing issue are not the same underlying change." } ] }, @@ -19402,52 +19435,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "c5fd1c41913553416fda35b128fefd1ffadf04a91dd685889c9642f118e35c2c", + "prepared_review_unit_hash": "225b010a4aaaed90047ec0ed834921e61e14aad8d8e40b049824ec3245bd5089", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a true duplicate set: one issue is about tokenizer truncation behavior, while the other two are unrelated feature requests (learning-rate scheduling behavior and Wav2Vec2 word time offsets).", - "confidence": 0.95, - "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained topic in the cluster, with a clear, specific product gap around truncation-from-beginning behavior.", + "summary": "These three issues are not duplicates: they cover unrelated feature requests in tokenization truncation, learning-rate scheduling, and Wav2Vec2 word timestamps.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #10519 is the best representative issue because it has the clearest problem statement and is the only one that reads like a focused actionable request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "These are unrelated domains: token truncation behavior vs Wav2Vec2 word boundary offsets." + "reason": "Different feature areas: tokenizer truncation behavior vs Wav2Vec2 word time offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation requests and ReduceLROnPlateau-like scheduler functionality are different feature areas with no shared underlying bug." + "reason": "Unrelated topics: truncation-from-beginning option vs ReduceLROnPlateau-like scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "A scheduler enhancement request and a speech-model timing question are not the same underlying issue." + "reason": "Scheduler feature request and speech-model timestamp offsets are unrelated." } ] }, @@ -19479,12 +19512,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "6b190a2bdcd374d8105159c748a9989676d1a0a4b0853dcaa07ee6dc8692c5a2", + "prepared_review_unit_hash": "10d2bddf382fb18b6ee819167e2a67ddb2cdfa473dea4c5bac490e17a9baf48e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19492,7 +19525,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19501,24 +19534,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two model-loading issues are loosely related; neither is a true duplicate of the other, and the Tapas tokenization issue is unrelated.", - "confidence": 0.9, - "canonical_issue_reason": "Issue #16618 is the most general, user-facing report in the set (model loading failure), so it is the best anchor for the cluster even though it is not a duplicate of the private-model/login error.", + "summary": "These issues do not appear to be duplicates of the same underlying bug. #13244 is about TAPAS tokenization behavior, while #15980 is about an auth-related download error, and #16618 is a separate model-loading failure. The soft similarities are too broad to merge any pair.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best overall issue candidate because it is the broadest and most concrete failure report; #15980 is a narrower auth/download edge case and #13244 is unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:13244", - "right": "issue:16618", + "left": "Tapas tokenization Different from Tensorflow Code", + "right": "Can't load the model for 'bert-base-uncased'.", "accept": false, - "reason": "Different problems: Tapas tokenization mismatch versus a model-loading failure." + "reason": "Different subsystems and failure modes: tokenizer mismatch vs model loading failure. No evidence they describe the same bug or fix." }, { - "left": "issue:15980", - "right": "issue:16618", + "left": "Bad error message when downloading private model without being logged in.", + "right": "Can't load the model for 'bert-base-uncased'.", "accept": false, - "reason": "Both concern model access, but one is a private-model login/error-message issue and the other is a general inability to load 'bert-base-uncased'; they do not look like the same underlying bug." + "reason": "One is specifically about a missing-login/private-model download message; the other is a general inability to load a public model. Similar language around downloading/loading, but not the same underlying issue." } ] }, @@ -19548,7 +19581,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "681379d78c9e037b8058aef76b125e8fd8173df5e8edf4061b32980d2727ef98", + "prepared_review_unit_hash": "52302c6ebc03a43d7d44ec5d6be9720e01c01fb371c9d5910b3a3a0430ebe3e3", "component_budget": { "node_count": 2, "item_count": 2, @@ -19570,8 +19603,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution issues for different features: Flash Attention 2 support vs GGUF support. They are related only at a very broad architectural/community level, not as duplicates.", - "confidence": 0.97, + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are both community-contribution feature requests, but for different subsystems and different changes.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19581,7 +19614,7 @@ "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying requests and code paths: one is about Flash Attention 2 support for more architectures, the other about GGUF support for more architectures. Shared wording about \"more architectures\" is too broad to indicate the same issue." + "reason": "Different feature requests with different targets: Flash Attention 2 architecture support vs GGUF architecture support. Similar wording does not indicate the same underlying bug or change." } ] }, @@ -19646,7 +19679,7 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "09ebf36960657faae9e9563bcc4a756aaf8971cda2bbb3871400d94496254965", + "prepared_review_unit_hash": "52e030a88b5487c5d7fe13d7de5e52c99662e2c78223b04f9a4bde0550666cc2", "component_budget": { "node_count": 9, "item_count": 9, @@ -19668,192 +19701,192 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous i18n translation-request issues across different languages, so they should not be merged wholesale. The only plausible duplicate groups are the three identical generic placeholder issues and the identical Thai-title pair.", - "confidence": 0.76, - "canonical_issue_reason": "43834 is the best anchor for the repeated identical-title placeholder subgroup: it is earliest in that mini-cluster and matches the same near-duplicate body pattern. The rest of the set splits into distinct language requests or a separate Thai duplicate pair.", + "summary": "Mostly a false-positive similarity cluster: the Turkish/Spanish/Romanian translation issues are separate language requests, while only the generic placeholder/near-identical template issues look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43834 is the earliest clean instance of the generic i18n translation template, and it best represents the only clear duplicate subgroup; the concrete language-specific issues are distinct requests.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the strongest single issue representative for the largest near-identical issue subgroup in this cluster.", + "best_issue_reason": "issue:43834 is the best canonical issue because it is the earliest and clearest representative of the repeated generic translation template issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different requested language; same i18n template is not enough to call these the same issue." + "reason": "Different language-specific translation request vs. generic template; same subsystem is not enough." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs generic placeholder issue; not the same underlying translation request." + "reason": "Turkish translation request is distinct from the generic placeholder issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request is distinct from the generic placeholder translation issue." + "reason": "Concrete Turkish docs translation is not the same underlying issue as the generic template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages (Turkish vs Romanian); these are separate translation requests." + "reason": "Different language requests; these are separate translation tasks, not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different languages (Turkish vs Spanish); not duplicates." + "reason": "Turkish and Spanish translation requests are distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request and generic placeholder issue are not the same underlying request." + "reason": "Spanish translation request does not match the generic placeholder issue beyond superficial template similarity." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different languages; only broad i18n similarity is shared." + "reason": "Different concrete language request vs. generic template." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation requests are distinct." + "reason": "Spanish and Romanian translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request does not match the generic placeholder issue." + "reason": "Distinct translation requests; body-template similarity is not enough." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and generic placeholder issue are not the same concrete task." + "reason": "Romanian request is distinct from the generic template issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request and generic placeholder issue are not the same issue." + "reason": "Different language-specific translation task vs. generic placeholder issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian vs generic placeholder translation request; not a duplicate." + "reason": "Romanian translation request is not the same underlying issue as the generic template." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-title issue." + "reason": "Different content and no clear indication these are the same request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-title issue." + "reason": "Different content and no clear indication these are the same request." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Identical generic placeholder title and near-identical body indicate the same underlying issue/repost." + "reason": "Same generic i18n translation-docs template; effectively duplicate issues." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder title and essentially the same body; looks like a duplicate repost." + "reason": "Same generic placeholder translation issue, likely a duplicate copy." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different title/script; no evidence these are the same translation request." + "reason": "Title/content diverge too much; this looks more like a different spam/localized issue than the same duplicate." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different title/script; the similarity is only at the broad template level." + "reason": "Title/content diverge too much to treat as the same issue." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles and no clear evidence of the same underlying request." + "reason": "Different titled issue; similarity appears to be template noise rather than the same task." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Identical generic placeholder title and near-identical body suggest a duplicate issue." + "reason": "Same generic placeholder issue with near-identical content." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different title/script; not enough to merge as the same issue." + "reason": "Different title/content; not clearly the same underlying issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different title/script; only template similarity is shared." + "reason": "Different title/content; not clearly the same underlying issue." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different Thai title and no strong evidence of a duplicate." + "reason": "Different title/content; likely unrelated beyond template similarity." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue and Thai-title issue do not look like the same request." + "reason": "Different title/content; not enough evidence of a true duplicate." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue and Thai-title issue do not look like the same request." + "reason": "Different title/content; not enough evidence of a true duplicate." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different titles and only superficial similarity in the i18n template." + "reason": "Different title/content; similarity is too superficial." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same Thai title and identical body length/content pattern strongly suggest an exact duplicate repost." + "reason": "Exact same title and near-identical issue content; this is the clearest duplicate pair." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles; similar language/script is not enough to merge." + "reason": "Different titles and no strong evidence they are the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles; no clear duplicate relationship." + "reason": "Different titles and no strong evidence they are the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative. The only duplicate-like groups supported by the evidence are the near-identical placeholder trio and the exact Thai pair; the cross-language pairs are reasonably kept separate." + "feedback": "The summary is grounded in the packet and stays conservative on soft-only matches. The accepted duplicate pairs are well supported by near-identical or identical titles/bodies, and the rejected cross-language pairs are reasonably treated as distinct requests. The canonical choice of 43834 is defensible as the earliest generic-template instance, with no clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -19946,7 +19979,7 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "1db5c92cb1f20a7a939c6450d209acae8649ba243bac245d261371b82e236472", + "prepared_review_unit_hash": "b99f3ed658fb4e11eaa821c74a5825de53d337a9c9cecaca904b513959e4b58a", "component_budget": { "node_count": 21, "item_count": 21, @@ -19968,282 +20001,306 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like a loose cluster of model-request issues with many superficial title similarities, but no true duplicate pairs are evident from the available evidence. I would not merge any of the soft edges.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical duplicate stands out; the items are distinct model/feature requests with only superficial naming overlap.", + "summary": "These issues are mostly separate model-request tickets with generic title similarity, not duplicates. The soft edges generally connect different model families or different modalities (vision, audio, OCR, architecture/config changes), so none should be merged as the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:36879 is the clearest concrete, self-contained request in the set and a reasonable representative anchor for the cluster, but it is not a duplicate of the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher are different models and different requests." + "reason": "Same broad RoMa/LoMa naming pattern, but different requested models and different detector vs matcher scope." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matcher is unrelated to adding MiniCPM3 model architecture." + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 model addition are different model requests." + "reason": "EuroBert config addition vs DEIMv2 model addition; different model families and implementation targets." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + "reason": "BERT config work vs Qwen3-TTS support; different architecture/config versus audio model support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR are distinct models with no shared code-path bug shown." + "reason": "Different model requests: EuroBert vs RF-DETR." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are separate model additions." + "reason": "Different model families: EuroBert config vs XiaoMi MiMo." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different model-support requests." + "reason": "RF-DETR and DEIMv2 are distinct detection models; not the same concrete change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio support." + "reason": "Object-detection model request vs audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR addition and OpenAI weight-sparse transformer support are different concrete changes." + "reason": "RF-DETR model support vs weight-sparse transformer request; unrelated changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are separate model-support requests." + "reason": "RF-DETR and Qwen3-ASR are different model domains and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different models and different modalities." + "reason": "Detection model request vs TTS support request." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition and Qwen3-ASR support are unrelated requests." + "reason": "NeoBERT model addition vs Qwen3-ASR support; different model families and tasks." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and weight-sparse transformer support are distinct model changes." + "reason": "BERT model request vs sparse-transformer request; not the same code-path change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different model families and code paths." + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model families and modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model requests with no evidence of the same underlying change." + "reason": "RF-DETR and NeoBERT are unrelated model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model-addition requests." + "reason": "Both are BERT-like in a broad sense, but they request different specific models and changes." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture work is unrelated to Qwen3-ASR support." + "reason": "MiniCPM3 architecture work vs Qwen3-ASR support; different target models." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 model architecture and sparse-transformer support are different changes." + "reason": "MiniCPM3 request vs weight-sparse transformer request; different implementation areas." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + "reason": "Different model additions: MiniCPM3 vs ModernVBERT." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated model tasks." + "reason": "MiniCPM3 vs Voxtral TTS; different model families and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are separate model-support requests." + "reason": "DEIMv2 model request vs Qwen3-TTS support; unrelated changes." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model additions." + "reason": "ModernVBERT vs Qwen3-ASR are different model requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different requests, not the same bug or change." + "reason": "ModernVBERT vs Qwen3-TTS; different models and tasks." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are unrelated model requests." + "reason": "ModernVBERT and XiaoMi MiMo are unrelated model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support do not describe the same change." + "reason": "BERT-like RoPE support request vs Voxtral TTS support; different problem domains." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT support and BERT-like models with RoPE are different scope requests." + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader feature request, not the same change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated model families." + "reason": "RoPE/BERT-like feature discussion vs XiaoMi MiMo model request." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "The RoPE model request and the 'Mirko Privitera' issue do not look related at all." + "reason": "Model feature request vs a person-name issue; clearly unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model families." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are separate requests." + "reason": "MiMo model request vs Qwen3-TTS support; different targets." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo and DeepSeek-OCR2 are different model requests." + "reason": "MiMo vs DeepSeek-OCR2; unrelated model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo support and the 'Mirko Privitera' issue are unrelated." + "reason": "Model request vs person-name issue; no overlap in underlying change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but target different modalities and changes." + "reason": "Both are Qwen3 audio requests, but ASR and TTS are different concrete model supports." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS are different models, so not the same underlying fix." + "reason": "TTS support request vs sparse-transformer model request; unrelated." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support is unrelated to DeepSeek-OCR2." + "reason": "Both are audio-related, but Qwen3-TTS and Voxtral TTS are different model integrations." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and sparse-transformer support are different requests." + "reason": "TTS support vs OCR model request; different modalities." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." + "reason": "Both are audio-model requests, but Qwen3-ASR and LFM2.5 Audio are different concrete integrations." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and EUPE model addition are unrelated." + "reason": "ASR support request vs sparse-transformer request; unrelated." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and sparse-transformer support are different code paths." + "reason": "ASR vs TTS on a different model family; not the same code-path change." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs OCR2 request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Audio model support vs EUPE vision-language encoder request; different domains." + }, + { + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different model-support requests." + "reason": "Audio model request vs SAM3-LiteText vision/language request." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support vs Granite SWA+sink option; different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE model request; unrelated." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "NeoBERT vs Voxtral TTS are different model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + "reason": "ASR support request vs OCR2 model request; different tasks." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct vision-language model proposals, not the same underlying change." + "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT support and the 'Mirko Privitera' issue are unrelated." + "reason": "ModernVBERT model request vs unrelated person-name issue." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the 'Mirko Privitera' issue are unrelated." + "reason": "Voxtral TTS model support vs unrelated person-name issue." } ] }, @@ -20273,7 +20330,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "441fc310f545ea6e5e139df4a90118790485a06c55f28682fe3ca7d95b604943", + "prepared_review_unit_hash": "b5c54a761ed2c7498ee8b2c68092dc874eba76e60a8c02e8f9f1c1216d797122", "component_budget": { "node_count": 2, "item_count": 2, @@ -20295,18 +20352,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. The soft similarity signal is not enough to treat them as the same underlying problem.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the better representative of a concrete engineering change, while #38740 is a documentation/metadata request that does not align with the technical refactor topic.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and code paths: a docs/framework addition request versus a Vision RoPE refactor. They do not appear to describe the same underlying bug or change." + "reason": "Different topics and problem domains; one is documentation about a framework listing, the other is a model architecture refactor. No shared code path or same underlying bug/change." } ] }, @@ -20336,12 +20393,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "253861de43bd203bee65be6b05bb6aa00075ec121566cad659af40bad2fb627e", + "prepared_review_unit_hash": "6df52ebc81a02922e0e5fe3e9e53837117d971cdfc8d42cc92e4144cd3043af6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20349,7 +20406,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20358,18 +20415,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear unrelated: one is about set block decoding, the other about DeepSeek v3.2 support. I would not treat them as duplicates or cluster them together.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one is a concrete decoding implementation task, the other is a model-support request for DeepSeek v3.2. The only soft link is superficial similarity in wording.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying problem or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43037 is the more concrete, self-contained request; #41084 is a different decoding-topic issue and does not represent the same underlying problem.", + "best_issue_reason": "Issue 41084 is the more concrete, implementation-focused report and is the better standalone representative of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and different expected work: block decoding vs model/version support. No evidence they describe the same underlying bug or change." + "reason": "Different underlying topics: block decoding behavior vs DeepSeek v3.2 support. Shared generic software/LLM context is not enough to treat them as the same issue." } ] }, @@ -20399,7 +20456,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "65121a1c7b72f7a5792516bc05293746cd6fa69212d3fa60d6b057dbc38a36a2", + "prepared_review_unit_hash": "18ad903e68438f998973d91993861af8eb112d963e0183c9314e0013b2283ec1", "component_budget": { "node_count": 2, "item_count": 2, @@ -20421,18 +20478,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are open feature requests around tiled/liger-style model optimizations, but they target different components: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other asks to integrate TiledMLP for lower memory use. They do not appear to describe the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:41306 is the more concrete, self-contained request and can serve as the representative item; issue:41826 is a separate memory-footprint feature for a different module.", + "summary": "These two issues are not duplicates: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss/Liger FLCE, while the other is a separate feature request to integrate TiledMLP for lower memory use.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue is warranted here; the topics are unrelated and the soft similarity is only superficial.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41306 is more specific and actionable, with a clearly defined API change request; issue:41826 is broader and distinct.", + "best_issue_reason": "If forced to pick a representative issue, #41306 is the more concrete and narrowly scoped API/implementation request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different feature requests for different tiled components and change surfaces; they share only a broad optimization theme, not the same underlying bug or mergeable code change." + "reason": "Different underlying changes: FLCE `from_pretrained()` flag support versus TiledMLP memory-footprint integration. They do not describe the same bug or fix path." } ] }, @@ -20462,7 +20519,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "ab37f2984ecce12316bb19dad5ef41f1e73427b37bb047e75ce8f92dcae7e9d9", + "prepared_review_unit_hash": "1a87a3fb2851c09925f186bb32fad0c7a55154739b749005217ccfc6c046c056", "component_budget": { "node_count": 2, "item_count": 2, @@ -20484,18 +20541,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at the broad Trainer/custom-trainer level, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.96, + "summary": "These two closed issues are related to custom trainer support in `Trainer`, but they address different problems: one is about making `remove_unused_column` more customizable, the other about correctly estimating FLOPS for custom trainers. They do not look like duplicates of the same underlying bug/change.", + "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the more concrete and self-contained report, but it is not the same underlying bug as #43600.", + "best_issue_reason": "Issue #43598 is the broader, more design-oriented request around Trainer customizability, so it is the better representative issue if one must be chosen; however, it is not a duplicate of #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying issues: one targets `remove_unused_column` behavior in Trainer, the other targets FLOPS counting for custom trainers. Shared Trainer context is too broad to treat as a duplicate." + "reason": "They share the general theme of custom trainers, but the concrete goals differ: `remove_unused_column` behavior vs FLOPS estimation. Not the same underlying bug or change." } ] }, @@ -20525,7 +20582,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "1793828c0d5bc565533d951a0e11579404142cbcd49000f01f5dfe925ba9d5d6", + "prepared_review_unit_hash": "2cc046e43b27bc9758e13c8093f17f8ea23119554796a06af6c31f5f7ee08adf", "component_budget": { "node_count": 2, "item_count": 2, @@ -20547,18 +20604,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only at a broad Qwen model-registration level, but they request different support for different model families and different AutoModel heads, so they should not be treated as duplicates.", + "summary": "These are not duplicates: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model families and different AutoModel heads.", "confidence": 0.96, - "canonical_issue_reason": "Issue #43684 is the broader, more central registration request (AutoModel and AutoModelForConditionalGeneration) and is the better anchor if this cluster is being represented by one issue.", + "canonical_issue_reason": "Issue 43684 is the broader and more central model-registration request, but it is still specific to Qwen3-Omni and conditional-generation use cases.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the strongest representative because it asks for general model registration rather than a narrower task-specific head addition.", + "best_issue_reason": "Issue 43684 is the better representative because it targets a foundational registration gap rather than a single task-specific head.", "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 vs. Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Same ecosystem, but not the same bug or fix." + "reason": "Different underlying changes: Qwen3-Omni AutoModel/conditional-generation registration versus Qwen3.5 sequence-classification support. They do not look mergeable into one fix." } ] }, @@ -20595,79 +20652,79 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "5a48ef82e7567488c9d9945bb1b0c0b02bc36d3e5c9f36a6d3a1c0deaf2e9984", + "prepared_review_unit_hash": "082e2ef64a77c765b3c3b1319b5bd5f9013ef4064e26bdaee35981a04c2db8f5", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "43845 and 43846 look like likely duplicate generic \"huggingface\" reports, but 43859 is only weakly related on the evidence available and may simply be another similar report. \"Fett\" still appears unrelated. Confidence is moderate-low because the issue bodies are minimal and the title is very generic.", - "confidence": 0.57, - "canonical_issue_reason": "43845 is the best representative of the clearly duplicated pair because it is the earliest of the near-identical \"huggingface\" reports and there is no evidence that it differs materially from 43846.", + "summary": "Three issues with the identical title \"huggingface \" look like the same underlying placeholder/duplicate report; issue 43835 ('Fett') appears unrelated. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43845 is the best canonical issue because it is the earliest of the three near-identical 'huggingface ' reports and is representative of that cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue representative for the cluster because it anchors the strongest duplicate pair (with 43846) and appears earliest among the matching reports.", + "best_issue_reason": "Issue 43845 is the best global issue candidate: it matches the duplicate cluster title, is earliest, and has the most plausible representative value among the similar reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no concrete shared details beyond weak soft similarity; not enough evidence for the same underlying issue." + "reason": "Different titles and no evidence tying 'Fett' to the 'huggingface ' reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Same as above: no concrete overlap beyond a generic similarity signal." + "reason": "Different titles and no shared concrete context beyond generic soft similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "The \"Fett\" report does not show concrete overlap with the generic \"huggingface\" issues, so duplicate status is unsupported." + "reason": "Different titles and no shared concrete context beyond generic soft similarity." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Exact same generic title and very close creation times; with no distinguishing content, these are plausibly duplicate reports of the same issue." + "reason": "Same title and very similar issue shape; they appear to be duplicate reports of the same thing." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "The title matches, but 43859 is much later and there are no body details or other shared signals, so the evidence is too thin to confidently call it the same underlying issue." + "accept": true, + "reason": "Same title and highly similar metadata/body size; likely the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "The title matches, but the later timestamp and lack of content/details make this too tentative to accept as a duplicate." + "accept": true, + "reason": "Same title and highly similar metadata/body size; likely the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall grouping is plausible, but one soft-edge reason overstates the evidence: issue 43859 is not \"close in time\" to 43845/43846 in the packet (it is ~13 hours later). With only identical generic titles, the duplicate assessment should stay more tentative. The summary would be safer if it said the three \"huggingface\" issues may be related/duplicative rather than asserting repeated reports." + "accept": true, + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identical-title \"huggingface \" issues, and 43835 has a different title with only weak soft similarity. The soft-edge verdicts stay conservative by using 'likely' / 'look like' language, and there are no PRs to reconcile." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20706,7 +20763,7 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "9803f5816f0eb01f4e01bb86e86eca1b939e4544efd9e9b213357096ceb14648", + "prepared_review_unit_hash": "70ca5056d657dbed9a6c928993d56e1cbc8a85f1edf252b7bfc5f8c0a7622ce5", "component_budget": { "node_count": 6, "item_count": 6, @@ -20728,84 +20785,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by low-signal, mostly unrelated spam/marketing/documentation-style issues. The only evidence is generic soft similarity; there are no bodies, targets, filenames, or links showing a shared underlying bug or request, so none of the soft edges should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly spam/low-information issues with no actionable bug or feature content. There are no PRs. If a single representative is needed, issue 44572 is the cleanest anchor because it is an exact duplicate-style spam entry and appears earlier than 44573.", + "confidence": 0.93, + "canonical_issue_reason": "No substantive issue exists in this cluster; the closest thing to a canonical anchor is 44572 because it is one of the identical '' reports and is slightly earlier than 44573.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47036 is the most substantive and least spam-like item ('Community benchmark tip' with some discussion activity), but the cluster is too heterogeneous to treat it as a canonical duplicate anchor.", + "best_issue_reason": "44572 is the best representative only as a placeholder: it is an exact '' issue and the earliest of the identical spam pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled '', but there is no concrete evidence they describe the same report or change; generic similarity alone is not enough." + "reason": "Both are spam/empty reports; no evidence they describe the same underlying bug or actionable change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are titled '', yet the items contain no body details, targets, or references tying them to one underlying issue." + "reason": "Both are spam/empty reports; similarity is only superficial text noise." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "'' and 'Documentation Enhancement Suggestion' are only superficially similar; the titles point to different kinds of reports with no shared concrete problem." + "reason": "Generic spam title vs. generic documentation-suggestion title; no shared concrete problem." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "'' does not match 'Community benchmark tip' as the same underlying issue; the evidence is too weak and generic." + "reason": "Spam title and community-tip title are unrelated low-information issues." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' look like unrelated spam/low-quality submissions rather than one duplicate bug." + "reason": "No overlap beyond being vague/low-content; not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "'Documentation Enhancement Suggestion' and '' do not describe the same concrete request; no shared issue target or content is present." + "reason": "Documentation enhancement suggestion is unrelated to a spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "These are generic, unrelated submissions with no body evidence that they refer to one bug or PR-worthy change." + "reason": "Documentation enhancement suggestion is unrelated to a spam placeholder." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Two '' titles are not enough to conclude a duplicate; there is no supporting content showing the same underlying report." + "reason": "They look like duplicate spam reports, not the same substantive bug or change." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "'' and 'Community benchmark tip' are different on their face and lack any shared concrete failure mode or target." + "reason": "Spam placeholder and community benchmark tip are unrelated." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No evidence connects a generic spam issue to 'Check out \"Google LLC\"' as the same underlying item." + "reason": "Spam placeholder and quoted-company title do not indicate a shared bug." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "A generic spam issue and 'Community benchmark tip' are not demonstrably the same bug/change; similarity is too weak." + "reason": "Spam placeholder and community benchmark tip are unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "These titles suggest unrelated low-signal submissions, with no concrete overlap to justify duplicate merging." + "reason": "Spam placeholder and quoted-company title do not indicate a shared bug." } ] }, @@ -20835,12 +20892,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "98a23c1dddb162dae94d2b29a1996a4cbe783e1f8175d1e2b57b8044042266f8", + "prepared_review_unit_hash": "235cd87615169e415622f5f71a71e73e4e99ed4ce623d7cd9dc155518d2d4645", "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 }, @@ -20848,7 +20905,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20857,28 +20914,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues share the same title and similar metadata, which makes them strong candidates for a duplicate relationship, but the packet does not expose enough body content to confirm they describe the exact same problem. #45145 remains the best canonical issue because it was created first and has an inbound reference.", - "confidence": 0.74, - "canonical_issue_reason": "#45145 is the earlier issue and has an inbound reference, so it is the best canonical representative among the two.", + "summary": "These are highly similar closed issues with identical titles and very close body lengths. #45145 is the better canonical representative because it has the extra inbound reference, but the evidence supports similarity more than certainty about a perfect duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is the stronger canonical issue because it is highly similar to #45151, shares the same title, and has one inbound reference that gives it a slight edge as the representative node.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue representative on chronology and linkage, but the duplicate signal is only suggestive rather than fully proven.", + "best_issue_reason": "#45145 is the best issue representative for the cluster because it is the more connected of the two similar issues and can serve as the canonical anchor for this topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Same title and similar body size make this look like a likely duplicate, but the packet does not provide enough content to confirm they are the same underlying issue, so I would not accept it as a definitive duplicate." + "accept": true, + "reason": "The two issues have identical titles and very similar body lengths, which is enough to treat them as a highly similar pair and likely the same underlying issue topic, with #45145 slightly better connected." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice (#45145) is grounded by earlier creation time and the inbound reference, but the response overstates the evidence for duplication. The packet only shows identical titles plus similar body lengths and a soft-similarity signal; it does not establish that the issues have the same content or that this is a clear/ exact duplicate pair. The soft-edge verdict should be more conservative (e.g., likely duplicate), not definitive." + "feedback": "The conclusion is a bit too strong for the packet. What is grounded: both issues are closed, have identical titles, similar body lengths, and a soft-similarity link; #45145 also has one inbound reference, so it is a reasonable canonical representative. What is not grounded: claims that they are the \"same report\" or have \"near-duplicate descriptions\" are stronger than the packet supports, since the body text is not provided and the pair is explicitly only a soft-similarity match (deterministic_accept=false). Please downgrade the wording to something more conservative, e.g. \"highly similar issues\" rather than definite duplicates." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20955,40 +21012,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "d952b3237d314c1f7ea40180324537a246688970bd88b3c58722d5de5745b6a1", + "prepared_review_unit_hash": "77a45a0ac8b7b2a6fbec74d401dc38fd3f3326045db6b8f8dc68f57935a403d4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items look like unrelated low-signal issues containing only personal names and birth dates, with no evidence of a shared bug or feature request.", + "summary": "Both artifacts are empty, spam-like issues with different personal names and dates; they do not describe the same bug or request and should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "Neither issue contains a describable product problem; they appear unrelated and equally non-informative, so there is no sensible canonical issue.", + "canonical_issue_reason": "Neither issue is a meaningful canonical bug report; both are empty and unrelated aside from similar name/date formatting.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is suitable as a canonical representative because neither provides actionable bug or change details.", + "best_issue_reason": "No issue is a good canonical candidate because neither contains actionable problem description, steps, or impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only soft text similarity is present; the titles are different people and dates, with no shared bug, code path, or explicit linkage." + "reason": "Different names/dates and no substantive content indicate unrelated spam-like issues, not the same underlying report." } ] }, @@ -21018,7 +21075,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "6dbdd800d421a90c3f0e1bcc41228d2831a8292ba26a5c6f1bbc479f901d96bc", + "prepared_review_unit_hash": "3cb7dfb0c544ee5fd1f54dc2799ccc0a18b8ec93a0b9f690fc6f06bb2724c447", "component_budget": { "node_count": 2, "item_count": 2, @@ -21040,8 +21097,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed, empty issues with different personal-name/date titles and no supporting context; they do not appear to describe the same underlying bug or request.", - "confidence": 0.98, + "summary": "The two closed issues appear unrelated: both are bare name/date strings with no body, references, or technical context. There is no sign they describe the same underlying bug or task.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21051,7 +21108,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "No shared problem statement, code path, or references; only unrelated names/dates in the titles." + "reason": "Different personal-name/date titles with no body or shared technical details; they do not look like duplicate reports of the same issue." } ] }, @@ -21081,40 +21138,40 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "ce3f4edeb6e30adb3568c6e8eb21e131fa6a73f2054f7d0544b7747900b05150", + "prepared_review_unit_hash": "7f46c511177e1fe94278a81361a8f1edaf70813952d10cf2ccf351b44267ca1b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, - "estimated_input_tokens": 386, - "estimated_eval_tokens": 1028 + "serialized_chars": 1539, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, - "estimated_input_tokens": 386, - "estimated_eval_tokens": 1028 + "serialized_chars": 1539, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open issues are unrelated feature requests: one asks for Qwen3_5 token-classification/value-model support, the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They touch different capabilities and code paths.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the issues request different functionality in unrelated areas.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46295 is the broader request, but this pair is not a duplicate so there is no meaningful global best issue for deduping.", + "best_issue_reason": "Issue 46295 is the broader, more central feature request in this pair, but it is still unrelated to 45810, so there is no true canonical duplicate here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests with no shared code path: Qwen3_5 token-classification/value-model support vs FP8 training support." + "reason": "Different underlying requests: model class support vs FP8 training support. No shared concrete bug/change path." } ] }, @@ -21154,7 +21211,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "3bcfc8621ba9f476ecccf02b9640ca161391b2de18da17fe98d4dbf5a1d393f8", + "prepared_review_unit_hash": "999ddb6de2d149bb7cbb49e5fdb6029b70be7cc217de9beff8d00a92947c2773", "component_budget": { "node_count": 5, "item_count": 5, @@ -21176,70 +21233,70 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster splits into one related-but-distinct issue and two strong near-duplicate issue pairs: 45870/45871 and 45872/45873. 45869 is on the same financial/DataForge theme but asks for a different dataset bundle, so it should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "45870 is the best canonical issue anchor for the example-request pair because it is the clearest representative of that near-duplicate topic, while 45872/45873 appear to be a separate near-duplicate pair and 45869 is related but distinct. The evidence supports strong similarity, but not an exact body/content match.", + "summary": "The cluster splits into two likely-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related by topic but looks like a distinct dataset-offer item rather than part of either duplicate pair. The evidence is strong for duplication within each pair (identical titles, matching body lengths, and perfect soft similarity), but the packet does not expose the full bodies, so I\u2019d keep the wording at \u201clikely duplicate\u201d rather than \u201cexact duplicate.\u201d", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items divide into two separate likely-duplicate pairs, while 45869 is a distinct dataset-related request and not the same underlying issue as either pair.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall issue anchor because it represents one of the strongest duplicate-like threads in the cluster and has the broadest, most reusable wording for the example request. It is the cleanest single representative even though the cluster contains a separate request variant.", + "best_issue_reason": "45870 is the best representative for the 'Example: Financial time series prediction with DataForge' pair because it is the earliest of the two identical-looking issues and can serve as the canonical item for that subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same broad financial/DataForge theme, but a dataset-bundle request is not the same underlying issue as an example request." + "reason": "Related financial-data theme, but dataset bundle/sample offer vs. example prediction walkthrough are different requests." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related topic only; dataset bundle versus example request are different asks and should not be merged as duplicates." + "reason": "Related financial-data theme, but the dataset offer and the example walkthrough are not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", - "accept": false, - "reason": "These look like near-duplicates with identical titles and very strong similarity, but the packet does not prove exact body/content equality, so I would not assert they are the same underlying issue." + "accept": true, + "reason": "Very strong duplicate signal: identical title, same body length, and perfect soft similarity; likely the same issue even though the full bodies are not shown." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Shared DataForge/financial-time-series language, but the scraping-service addition makes this a different concrete request." + "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870 vs 45872: overlapping domain wording, but a different underlying request." + "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Very similar theme, but the example-request issue and the scraping-service issue are not the same change request." + "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related topic only; this is a distinct scraping-service request, not the same underlying issue as the example request." + "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." }, { "left": "issue:45872", "right": "issue:45873", - "accept": false, - "reason": "These are strong near-duplicates with identical titles and very strong similarity, but the available evidence is not enough to confirm exact content identity, so I would keep them as likely duplicates rather than assert a merge." + "accept": true, + "reason": "Very strong duplicate signal: identical title, same body length, and perfect soft similarity; likely the same issue even though the full bodies are not shown." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster-level interpretation is mostly grounded, but the duplicate claims are overstated. The packet only shows identical titles, identical body lengths, and soft_similarity for 45870/45871 and 45872/45873; it does not prove exact body/content matches. So the two accept=true soft-edge verdicts are too strong and should be stated more conservatively (e.g., likely duplicates / near-duplicates). Likewise, the canonical_issue_reason should not say the issues match exactly in title/body. The 45869 theme-related-but-distinct assessment is fine." + "feedback": "The cluster-level split is plausible, but the writeup is a bit too strong for the evidence in the packet. In particular, the true soft-edge verdicts claim \"exact duplicate issues\" and \"same body content,\" while the packet only exposes identical titles/body lengths plus soft-similarity/jaccard scores. That supports a likely-duplicate reading, but not the stronger exact-duplicate wording. The rest of the reasoning is mostly grounded, but the summary should stay more conservative." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21262,7 +21319,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "e41ed8491a60a7d7017431fb79ae263ba15d6565ee498a6e879c7021cfe7b3cb", + "prepared_review_unit_hash": "bc9686f3e35c22913e10547484fc861e2d9aa0c050b3100bdd7c3b14e203f761", "component_budget": { "node_count": 2, "item_count": 2, @@ -21284,18 +21341,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern `cache_implementation=\"static\"` interacting badly with linear-attention support, but they describe different failure modes (`RuntimeError` from shape corruption vs `KeyError: 'linear_attention'`). They are related, yet not clearly the same concrete bug.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader underlying malfunction in static-cache early initialization and describes the likely root cause more directly.", + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failures: one is a shape corruption during `early_initialization`, the other is a `KeyError` for `'linear_attention'` in Qwen3.5. Related area, but not clearly the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 46439 is the clearest root-cause report: it identifies the static-cache `early_initialization` path and the resulting shape corruption / `RuntimeError` in linear-attention layers.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative of this cluster since it captures the static-cache/linear-attention corruption path rather than one model-specific crash symptom.", + "best_issue_reason": "Issue 46439 is the best representative because it is more technically specific and describes the underlying mechanism rather than only the downstream crash symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache/linear-attention failures, but the reported errors differ enough that they do not clearly look like the same underlying bug or a single duplicate fix target." + "reason": "Both mention static cache and linear attention, but one is a shape/runtime failure in `early_initialization` while the other is a `KeyError` for a missing `'linear_attention'` entry in Qwen3.5. That is too different to treat as the same bug." } ] }, @@ -21325,7 +21382,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "a8219f64c02bc1a32db6a8773d82d802ed5db9e740df057537ec66b3118401b4", + "prepared_review_unit_hash": "c3d07c12a45f0ab44205822ec9a79936d720e36a769f62d2b6db62627de03f6e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21347,24 +21404,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-identical reports of the same Wav2Vec2CTCTokenizer v5 special-token leakage bug, so they should be clustered together; issue 46551 is the better canonical representative because it is the earlier, closed report.", + "summary": "These two issues are near-exact duplicates: same title, same described Wav2Vec2CTCTokenizer v5 bug, and no evidence of differing scope. Treat them as the same underlying issue.", "confidence": 0.99, - "canonical_issue_reason": "Issue 46551 is the earlier of two identical reports and is already closed, making it the better canonical issue for the duplicate pair.", + "canonical_issue_reason": "issue:46552 is the better canonical issue because it is still open and already has inbound references, making it the more active tracking thread.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46551 is the best issue to anchor the cluster because it matches the same bug exactly and has the resolved/closed status.", + "best_issue_reason": "issue:46552 best represents the bug report because it remains open and appears to be the current discussion target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same underlying tokenizer bug; these are duplicate reports of the same issue." + "reason": "Same title and essentially identical report text describing the same tokenizer special-token bug; this is a clear duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded: the two issues have identical titles, the same body length, and were created minutes apart, with one already closed. Treating them as duplicates and using issue 46551 as the canonical representative is conservative and supported by the packet." + "feedback": "The conclusion is well grounded: both issues have identical titles and identical body lengths, and the packet\u2019s similarity signal is maximal. Choosing the open issue with inbound references as canonical is conservative. No overstatement is evident." }, "evaluator_used": true, "retried": false, @@ -21391,7 +21448,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "fc8ff8106799bbab2ad88378cb82dbaa3e29260697756d9de411195b4c33137d", + "prepared_review_unit_hash": "d63df1defec16bc9dfda10eed613c5615b4c0cbc251238ae0ef0b89066b2050d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21413,18 +21470,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs when training RT-DETR v2. They describe different failure modes and likely different root causes.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46657 is the better representative of a concrete training bug report because it describes an explicit runtime error path (tensor size mismatch) rather than a broad resource symptom.", + "summary": "These two issues are not the same underlying bug: #46657 reports a tensor size mismatch during object-detection training, while #46692 reports out-of-memory after several epochs in RT-DETR v2 training. The only signal is broad training-related similarity, which is too weak to merge them.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the clearest standalone issue in this pair; 46692 appears to be a separate model-specific memory problem and should not be merged into the same canonical bug.", + "best_issue_reason": "#46657 is the cleaner representative of its own failure mode, but it should not be treated as a canonical duplicate target for #46692 because the symptoms and likely causes differ.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: tensor shape mismatch vs. gradual OOM during RT-DETR v2 training. The titles and reported symptoms do not indicate the same code-path bug." + "reason": "Different bugs: one is a tensor-shape mismatch, the other is an OOM that appears after some epochs. Shared training context is too broad to indicate the same underlying issue." } ] }, @@ -21454,7 +21511,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "fd3e07f89df583eaf21f0b308fa4c10fd05935824bcab7dc4d4c134a5abf5667", + "prepared_review_unit_hash": "f345f8a2bdfdac53be5660c6043195d0d8afe2bef6e2e33d6b0d711aa1d9b801", "component_budget": { "node_count": 2, "item_count": 2, @@ -21476,18 +21533,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning failure causing OOM during multi-GPU load, while the other is a 4-bit + device_map='auto' + max_memory dispatch bug that incorrectly sends modules to CPU and raises ValueError.", - "confidence": 0.98, - "canonical_issue_reason": "If a representative issue must be chosen, #46823 is more actionable because it names the exact loading configuration and the observed exception, making the failure mode easier to reproduce and diagnose.", + "summary": "These are not duplicates: one reports a ZeRO-3/zero.Init partitioning failure for a composite submodule during multi-GPU load, while the other reports an incorrect CPU dispatch path for 4-bit `device_map='auto'` with `max_memory`. Different loading modes, symptoms, and likely code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46823 is the clearest standalone issue to keep visible: it has a precise setup, a concrete mis-dispatch symptom, and an explicit error path.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different bug classes and code paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch/ValueError. They share only a broad theme of model loading." + "reason": "Different underlying bugs: ZeRO-3 partitioning/OOM during load vs 4-bit auto device mapping incorrectly offloading to CPU despite sufficient memory. They do not look mergeable into one issue." } ] }, @@ -21558,232 +21615,232 @@ "issue:47091|issue:47102", "issue:46985|issue:47091" ], - "prepared_review_unit_hash": "56411abd848beadecf145d2c7f5791607c1203a99da6b7d0cb7a22e4d43d5770", + "prepared_review_unit_hash": "42f7e3a9be4d1c14e4777cfed9f240d49257d5025ecac789c36028937147acfd", "component_budget": { "node_count": 11, "item_count": 11, "soft_pair_count": 33, - "serialized_chars": 18050, - "estimated_input_tokens": 4513, - "estimated_eval_tokens": 9282 + "serialized_chars": 18045, + "estimated_input_tokens": 4512, + "estimated_eval_tokens": 9280 }, "budget": { "node_count": 11, "item_count": 11, "soft_pair_count": 33, - "serialized_chars": 18050, - "estimated_input_tokens": 4513, - "estimated_eval_tokens": 9282 + "serialized_chars": 18045, + "estimated_input_tokens": 4512, + "estimated_eval_tokens": 9280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items appear to be separate dated instances of the same Serge integration triage template, not duplicates of one underlying bug. I\u2019d keep the earliest issue as the canonical representative and reject every soft-edge merge.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 46906 is the earliest entry in the dated triage series and has the strongest inbound reference count among the first reports, making it the best anchor for this cluster.", + "summary": "These are sequential daily \"[serge] integration failure triage\" issues with highly similar template text, but they appear to be distinct dated reports rather than duplicate bugs. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46906 is the earliest dated report (2026-06-26) and already has strong inbound reference traffic, making it the best canonical anchor for this report series.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46906 is the most suitable representative because it starts the series, is clearly the same triage template as the rest, and already has substantial external references.", + "best_issue_reason": "Issue 46906 is also the strongest overall representative: earliest in the series, highly referenced, and clearly the original tracker for the daily triage posts.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Different daily triage reports for adjacent dates; same template and subsystem, but not the same underlying issue." + "reason": "2026-06-26 vs 2026-06-27 daily triage reports; same template, but separate issues." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "These look like separate dated triage entries, not one bug report duplicated across days." + "reason": "Different dated triage entries (2026-06-26 and 2026-06-28), not the same underlying report." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Same recurring integration-triage series, but each issue appears to cover a different day\u2019s failure set." + "reason": "These are consecutive daily triage issues, but each date is a distinct report." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Highly similar template text, but no evidence they describe the exact same failure or change." + "reason": "Same recurring triage template, but 2026-06-26 and 2026-06-30 are different issues." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "These are separate daily triage issues rather than duplicates of one concrete problem." + "reason": "Different daily triage reports for different dates; similarity is only templated." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent daily triage reports; similarity comes from the template, not a shared underlying bug." + "reason": "Separate dated triage reports (2026-06-27 vs 2026-06-28), not duplicates." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "No clear indication of one identical failure; these are recurring reports for different dates." + "reason": "Same report series, but distinct days and distinct issue instances." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same triage pattern, but not the same concrete issue instance." + "reason": "These are date-stamped daily triage posts, not one shared bug report." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "The titles are nearly identical, but they represent different days in a recurring triage sequence." + "reason": "Same title pattern, but 2026-06-27 and 2026-07-03 are different daily reports." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Recurring daily triage posts; similarity is structural, not evidence of duplication." + "reason": "2026-06-28 vs 2026-06-29 daily triage entries; not the same issue." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "These appear to be separate day-specific triage logs, not a single bug twice reported." + "reason": "Different dates in the same reporting series, so do not merge." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Same subsystem and template, but no evidence they target the same underlying failure." + "reason": "Same template, but separate daily triage reports on different dates." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Different dated triage reports; merging would conflate separate daily incidents." + "reason": "Adjacent daily triage reports, but still distinct issue records." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "These are distinct daily integration-failure triage issues, not one duplicate report." + "reason": "2026-06-29 and 2026-07-02 are different dated reports, not a duplicate bug." }, { "left": "issue:46969", "right": "issue:47102", "accept": false, - "reason": "No concrete shared bug/change is visible beyond the recurring triage template." + "reason": "Different daily triage instances; similarity comes from the shared template." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Separate daily entries in the same triage series, not the same underlying bug." + "reason": "These are separate dated reports in the same series, not one underlying failure." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "The overlap is only in wording and topic; they are different triage instances." + "reason": "Same triage pattern, but the dates and report instances differ." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "2026-06-30 vs 2026-07-03 daily triage reports; not duplicates." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Different dates and separate report cycles, so keep them separate." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "These look like distinct date-stamped triage reports, not duplicates." + "reason": "Same recurring triage title, but distinct daily issues." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Same recurring integration triage template, but not evidence of one shared failure." + "reason": "Different dated triage reports (2026-07-01 vs 2026-07-04), not the same underlying bug." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Daily triage artifacts should stay separate unless they point to the same exact bug, which is not shown here." + "reason": "Separate daily triage entries with the same template, but different reports." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Different day-specific reports; title similarity alone is insufficient for a merge." + "reason": "Different days in the series; these are not mergeable duplicates." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "No concrete code-path or incident identity matches; these are separate triage issues." + "reason": "Same report family, but distinct dated issues." }, { "left": "issue:47037", - "right": "issue:47102", + "right": "issue:47049", "accept": false, - "reason": "These are separate dated triage logs from the same series, not the same bug." + "reason": "2026-07-02 vs 2026-07-03 daily triage reports; same template, separate issues." }, { "left": "issue:47037", - "right": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "Same template and subsystem, but different daily triage entries." + "reason": "Different daily reports, not the same bug or change." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "No evidence of a single duplicated incident; just recurring failure triage." + "reason": "Same recurring triage series, but these are different report dates." }, { - "left": "issue:47049", - "right": "issue:47053", + "left": "issue:47037", + "right": "issue:47102", "accept": false, - "reason": "Adjacent daily triage reports with identical framing, but not the same underlying issue." + "reason": "Different dated triage issues; similarity is only textual." }, { "left": "issue:47049", - "right": "issue:47102", + "right": "issue:47053", "accept": false, - "reason": "These look like separate date-stamped reports, not one bug reported twice." + "reason": "2026-07-03 vs 2026-07-04 are separate daily triage entries." }, { - "left": "issue:46985", - "right": "issue:47049", + "left": "issue:47049", + "right": "issue:47102", "accept": false, - "reason": "Recurring triage template only; no shared concrete failure is demonstrated." + "reason": "Distinct dated reports in the same series, not duplicate artifacts." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Same family of reports, but each corresponds to a different day\u2019s triage contents." + "reason": "Different report dates in the same triage stream; not the same issue." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "The similarity is superficial and date-driven; do not collapse separate triage issues." - }, - { - "left": "issue:47037", - "right": "issue:47053", - "accept": false, - "reason": "These are distinct daily triage entries, not a single underlying bug or change." + "reason": "Same template and subsystem, but different daily triage reports." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "No evidence they represent the same failure; they are separate daily reports." - }, - { - "left": "issue:46985", - "right": "issue:47091", - "accept": false, - "reason": "Same recurring integration triage series, but not the same exact issue instance." + "reason": "2026-07-05 vs 2026-07-06 daily triage reports; separate issue instances." } ] }, @@ -21813,12 +21870,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "cc0df52025ecdf74e12871172ce881df97e5bec939c5f89cfee459b74ac6b107", + "prepared_review_unit_hash": "5c203777425afe7f554e6b3b899bd2f20b9289c04374a3b2b0e096870fec4f40", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1490, + "serialized_chars": 1489, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21826,7 +21883,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1490, + "serialized_chars": 1489, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21835,24 +21892,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are effectively duplicates: both request RWKV7 model support and have identical titles with very similar bodies.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46983 is the better canonical issue because it is already closed and likely represents the earlier tracker for the same RWKV7 support request.", + "summary": "The two issues have identical titles and highly similar signals, indicating the same feature request; the open issue is the better canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46984 is open and likely the active tracker for this RWKV7 support request, while #46983 is already closed.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46983 is the strongest representative issue due to its closed state and identical topic, making it a stable reference for the duplicate cluster.", + "best_issue_reason": "#46984 is the best issue to keep as the canonical duplicate target because it is still open and represents the ongoing request.", "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); this is the same underlying issue." + "reason": "Same title, same requested feature, and no evidence of distinct scope; these look like duplicate reports of the same underlying RWKV7 support request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both issues have the same title, the same feature request (RWKV7 support), and high textual similarity. The soft-edge verdict is conservative enough for a duplicate-style issue pair, and using the earlier closed issue as the canonical reference is supported by the timestamps and states." + "feedback": "The assessment is grounded in the packet: both items are issues with identical titles, one is open and one is closed, and the only pair evidence is soft similarity. The duplicate/ canonical choice is conservative and does not overstate distinct evidence." }, "evaluator_used": true, "retried": false, @@ -21879,7 +21936,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "362fd32ba2f86726545af049f8336f81a3e80a03cba5f09cb73e14a224bd9218", + "prepared_review_unit_hash": "1b9d8ce6c87d223bb8557ee4e858121fc648b894fa121c670f0ed0cc0853506a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21901,18 +21958,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, request, or change. They look related at a topic level, not duplicate at an issue level.", - "confidence": 0.62, - "canonical_issue_reason": "No clear duplicate exists. If one issue must represent the cluster, #47015 is the broader and more generic framing of the AI vulnerability-discovery topic.", + "summary": "These two issues are topically similar AI/cybersecurity discussion posts, but they do not describe the same concrete bug, feature request, or code change. They should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical issue for a duplicate bug/feature cluster; both are standalone discussion-style posts with no actionable issue target or implementation context.", "canonical_pr_reason": null, - "best_issue_reason": "#47015 is the better cluster anchor only because its title is broader and more central to the shared theme; however, it is not a true duplicate target for #47007.", + "best_issue_reason": "Issue #47015 is the more concise and general representative of the shared topic, but it is still not a true duplicate-candidate issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Both are about AI-assisted vulnerability discovery, but they read like distinct high-level topics/articles rather than the same underlying issue or identical fix request." + "reason": "They overlap only at a high thematic level (AI-driven vulnerability discovery) and do not identify the same underlying problem or change." } ] }, @@ -21926,7 +21983,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 3, "status": "reviewed", @@ -21934,13 +21991,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-58", + "cluster_id": "cluster-40546-55", "nodes": [ + "pull_request:43451", "pull_request:44517", + "pull_request:45694", "pull_request:46196", "pull_request:46266", - "pull_request:46658", "pull_request:46707", + "pull_request:46836", "pull_request:46903", "pull_request:46907", "pull_request:46908", @@ -21956,7 +22015,6 @@ "pull_request:46957", "pull_request:46958", "pull_request:46961", - "pull_request:46965", "pull_request:46968", "pull_request:46970", "pull_request:46971", @@ -21972,21 +22030,19 @@ "pull_request:47056", "pull_request:47057", "pull_request:47058", - "pull_request:47062", "pull_request:47069", "pull_request:47072", "pull_request:47077", "pull_request:47078", "pull_request:47082", - "pull_request:47083", - "pull_request:47088", "pull_request:47089", "pull_request:47090", - "pull_request:47093", - "pull_request:47098" + "pull_request:47100", + "pull_request:47107", + "pull_request:47108", + "pull_request:47113" ], "soft_pairs": [ - "pull_request:47083|pull_request:47088", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", "pull_request:46950|pull_request:46951", @@ -22032,433 +22088,380 @@ "pull_request:46266|pull_request:46957", "pull_request:44517|pull_request:47082", "pull_request:47034|pull_request:47035", - "pull_request:47062|pull_request:47077", "pull_request:47069|pull_request:47089", "pull_request:46196|pull_request:46995", - "pull_request:46957|pull_request:46965", - "pull_request:46965|pull_request:47093", - "pull_request:47078|pull_request:47098", + "pull_request:46707|pull_request:47108", "pull_request:46266|pull_request:46707", + "pull_request:47089|pull_request:47113", "pull_request:46707|pull_request:46961", - "pull_request:46707|pull_request:46968", + "pull_request:47082|pull_request:47108", "pull_request:46912|pull_request:47025", - "pull_request:46707|pull_request:46957", - "pull_request:47089|pull_request:47098", + "pull_request:46707|pull_request:46968", "pull_request:46707|pull_request:47082", - "pull_request:47069|pull_request:47098", "pull_request:46961|pull_request:47082", - "pull_request:46196|pull_request:46965", + "pull_request:47025|pull_request:47107", "pull_request:46912|pull_request:47082", - "pull_request:46968|pull_request:47062", "pull_request:46912|pull_request:47078", - "pull_request:46658|pull_request:47062" + "pull_request:46961|pull_request:47108", + "pull_request:47035|pull_request:47089", + "pull_request:43451|pull_request:46995", + "pull_request:46836|pull_request:46995", + "pull_request:46196|pull_request:47025", + "pull_request:46707|pull_request:47025", + "pull_request:45694|pull_request:47069", + "pull_request:46266|pull_request:47034", + "pull_request:47034|pull_request:47108", + "pull_request:47035|pull_request:47113", + "pull_request:45694|pull_request:47107", + "pull_request:47100|pull_request:47113", + "pull_request:47035|pull_request:47069" ], - "prepared_review_unit_hash": "e27bf83128bcfa6d97a881c490bc22b5f80f2de7b0f168a8bc483237dd4ca48a", + "prepared_review_unit_hash": "3969b46d77cfe2f5aa381bc2dffc63eade45babb70e0a957862f82ed0cff1a66", "component_budget": { - "node_count": 58, - "item_count": 58, - "soft_pair_count": 185, - "serialized_chars": 207963, - "estimated_input_tokens": 51991, - "estimated_eval_tokens": 104238 + "node_count": 55, + "item_count": 55, + "soft_pair_count": 180, + "serialized_chars": 198812, + "estimated_input_tokens": 49703, + "estimated_eval_tokens": 99662 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 66, - "serialized_chars": 129519, - "estimated_input_tokens": 32380, - "estimated_eval_tokens": 65016 + "soft_pair_count": 72, + "serialized_chars": 130750, + "estimated_input_tokens": 32688, + "estimated_eval_tokens": 65632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster: most PRs are unrelated model additions, docs tweaks, or test-only fixes. The only clear duplicate-looking subclusters are the CANINE fp16 attention-mask dtype fix and the CohereASR training-loss double-shift fix. I would not treat the rest as duplicates.", - "confidence": 0.78, + "summary": "The cluster is mostly heterogeneous and the soft matches are overwhelmingly false positives. The only clear duplicate family is the CohereASR training-loss double-shift fixes; those PRs should be grouped together, while the rest are unrelated model/docs/infrastructure changes.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits the whole cluster because the items are heterogeneous; if a representative is needed for the only clear duplicate subcluster, PR 46903 is the strongest anchor thanks to its explicit issue target and concrete bug fix.", + "canonical_pr_reason": "PR 46958 is the cleanest representative of the only true duplicate subcluster: it directly fixes CohereASR's training-loss double-shift with a focused change. PR 46903 is broader because it also changes PPFormulaNet, and PR 47090 is another variant of the same CohereASR fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46903 is the best representative among the duplicate-like items because it has the clearest bug description, an explicit linked issue, and a direct code fix in the relevant model path.", + "best_pr_reason": "PR 46958 is the best representative PR for this cluster because it is narrowly scoped, clearly targeted at the underlying bug, and not mixed with unrelated work.", "soft_edge_verdicts": [ - { - "left": "pull_request:47083", - "right": "pull_request:47088", - "accept": true, - "reason": "Same CANINE fp16 attention-mask dtype bug in the same attention code path; the fixes are functionally the same." - }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same loss path; both PRs patch the same underlying issue." + "reason": "Same underlying CohereASR training-loss double-shift bug; both patch the same loss path and could plausibly be merged into one fix." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift loss bug; both modify the same model forward/loss behavior." + "reason": "Same CohereASR double-shift loss fix on the same code path; 46903 is just broader by also touching PPFormulaNet." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Different models and different fixes; shared OOM/test context is too broad to indicate the same change." + "reason": "Different models and failures: Mamba2 OOM tests vs PEFT integration behavior." }, { "left": "pull_request:46950", "right": "pull_request:47057", "accept": false, - "reason": "Both mention Mamba2/OOM themes, but one is a model kernel change and the other is a test/load workaround, not the same concrete fix." + "reason": "Unrelated test-fix PRs for different models and failure modes." }, { "left": "pull_request:46927", "right": "pull_request:47054", "accept": false, - "reason": "Different models and different failure modes; no shared code path or bug." + "reason": "Different models and problems: GLM46V runtime issue vs MiniMax-M3-VL load_error test fix." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "Unrelated models and fixes; similarity is only superficial." + "reason": "No shared bug/change; one is GLM46V, the other is PEFT integration." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "Same broad test-fix pattern, but not the same model or code path." + "reason": "Unrelated PEFT integration change vs Mamba2 OOM test fix." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper cache-state fix vs Mamba2 test loading tweak are unrelated." - }, - { - "left": "pull_request:46951", - "right": "pull_request:47057", - "accept": false, - "reason": "Unrelated model/test fixes; no evidence of the same underlying bug." + "reason": "Different models and failure causes: Whisper/audio cache issue vs Mamba2 OOM test fix." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Both are large test-fix PRs, but they target different models and different code changes." + "reason": "Both are large test-fix PRs, but for different models and different failures; not the same underlying change." }, { "left": "pull_request:47056", "right": "pull_request:47058", "accept": false, - "reason": "Whisper attention-state fix and Mamba2 OOM/test fix are unrelated." + "reason": "Whisper cache fix vs Mamba2 OOM test fix; unrelated code paths." }, { "left": "pull_request:47006", "right": "pull_request:47058", "accept": false, - "reason": "Different models and different fixes; not the same bug." + "reason": "Different changes: Gemma3 generation logic vs Mamba2 test-only OOM workaround." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "Different models and different failure categories; only the generic 'integration test fix' label overlaps." + "reason": "DeepSeekV32 load-error test fix is unrelated to Gemma3 generation behavior." }, { "left": "pull_request:46927", "right": "pull_request:47055", "accept": false, - "reason": "Different models and different changes; no shared underlying issue." + "reason": "GLM46V test/runtime fix and EdgeTAM import_or_config fix are unrelated." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "Different models; one is a load-error workaround, the other is a tokenizer mapping change." + "reason": "Different models and failure modes; both are test fixes but not the same bug." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "Same general testing-fix style, but different models and different bug surfaces." + "reason": "EdgeTAM import_or_config fix vs MiniMax-M3-VL load_error fix; not the same change." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "Different models and unrelated test-only adjustments." + "reason": "MiniMax-M3-VL and BLIP-2 integration failures are unrelated." }, { "left": "pull_request:46928", "right": "pull_request:47057", "accept": false, - "reason": "Different models; no same underlying code-path problem." + "reason": "Different model-specific integration test fixes with no shared code path." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "Different models and different fixes; similarity is only that both address test failures." + "reason": "GLM46V runtime fix vs GLM-OCR output mismatch fix; distinct models and defects." }, { "left": "pull_request:46986", "right": "pull_request:47058", "accept": false, - "reason": "Unrelated model fixes with no shared code path." + "reason": "GLM-OCR test fix is unrelated to Mamba2 OOM test changes." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "Different models and different underlying failures." + "reason": "Different models and issues; no duplicate evidence beyond being test-fix PRs." }, { - "left": "pull_request:46908", - "right": "pull_request:47058", + "left": "pull_request:46954", + "right": "pull_request:46961", "accept": false, - "reason": "Different models and bug types; not a duplicate." + "reason": "Pytest-v9 compatibility fix vs workflow for Serge patch normalization; unrelated." }, { - "left": "pull_request:46928", - "right": "pull_request:47058", + "left": "pull_request:46958", + "right": "pull_request:46961", "accept": false, - "reason": "Different models; same broad failure label is insufficient." + "reason": "CohereASR loss fix and Serge workflow cleanup are unrelated." }, { - "left": "pull_request:46928", - "right": "pull_request:47054", + "left": "pull_request:46961", + "right": "pull_request:46974", "accept": false, - "reason": "Different models and unrelated fixes." + "reason": "Workflow cleanup vs Musicgen generate typo fix; different concerns." }, { - "left": "pull_request:46941", - "right": "pull_request:46986", + "left": "pull_request:46958", + "right": "pull_request:46974", "accept": false, - "reason": "Both are multi-model test-fix PRs, but they patch different code paths in different model families." + "reason": "Different subsystems: CohereASR training loss vs Musicgen generation logic." }, { - "left": "pull_request:46941", - "right": "pull_request:47006", + "left": "pull_request:46961", + "right": "pull_request:46968", "accept": false, - "reason": "Different model families and different fixes; no same underlying bug." - }, - { - "left": "pull_request:46928", - "right": "pull_request:46941", - "accept": false, - "reason": "Unrelated fixes across different models." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46961", - "accept": false, - "reason": "Pytest/FSDP-related changes versus workflow normalization; not the same artifact or bug." + "reason": "Workflow hygiene vs docs autolink cleanup; not the same underlying change." }, { "left": "pull_request:46958", - "right": "pull_request:46961", - "accept": false, - "reason": "CohereASR loss bug versus workflow/branch normalization; unrelated." - }, - { - "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "Pytest-related model fix and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46958", - "accept": false, - "reason": "Different model fixes and different code paths; only the general 'fix failure' theme overlaps." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46974", - "accept": false, - "reason": "Workflow normalization and a MusicGen generate typo are unrelated." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46974", - "accept": false, - "reason": "CohereASR loss bug and MusicGen generate typo are different code paths." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46971", - "accept": false, - "reason": "Unrelated fixes in different areas of the codebase." - }, - { - "left": "pull_request:46971", - "right": "pull_request:46974", - "accept": false, - "reason": "Mamba2 test/load tweak and MusicGen generation typo are unrelated." - }, - { - "left": "pull_request:46968", - "right": "pull_request:46974", - "accept": false, - "reason": "Docs autolink cleanup and MusicGen code typo are unrelated." + "reason": "Training-loss bug fix vs documentation link cleanup; unrelated." }, { "left": "pull_request:46961", - "right": "pull_request:46968", - "accept": false, - "reason": "Workflow normalization and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46968", + "right": "pull_request:47082", "accept": false, - "reason": "Different model/code fix versus docs-only cleanup." + "reason": "Workflow cleanup is unrelated to adding RoMa model support." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Chat schema enum parsing and AqlmConfig validation messages are unrelated." + "reason": "Chat schema enum parsing fix vs AqlmConfig error-message wording; different bugs." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both touch Japanese docs, but they are different documentation changes with different goals." + "reason": "Both touch Japanese docs, but one is a DistilBERT translation set and the other is wording cleanup; not the same change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different subsystems: DINO conversion mapping versus generation-time kernel switching." + "reason": "Different model families and fixes; DINO modernization vs finegrained FP8/generation work." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Different model additions with no shared underlying change." + "reason": "Both add model docs/auto mappings, but for different models and different features; not duplicates." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Related Neuron/compile work, but one is a training script plus trainer changes and the other is a backend default tweak." + "reason": "Neuron SFT experiment vs torch-compile backend defaulting; related ecosystem, but distinct changes." }, { - "left": "pull_request:47062", - "right": "pull_request:47077", + "left": "pull_request:46196", + "right": "pull_request:46995", "accept": false, - "reason": "Different docs changes in different languages and topics." + "reason": "Wav2Vec2 SDPA dispatch support and MLU flash-linear-attention availability are separate feature additions." }, { - "left": "pull_request:47069", - "right": "pull_request:47089", + "left": "pull_request:46707", + "right": "pull_request:47108", "accept": false, - "reason": "Different utility/config changes; no shared bug." + "reason": "Native FSDP2 implementation vs doc-builder pin comment tweak; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:46266", + "right": "pull_request:46707", "accept": false, - "reason": "Different model-family dispatch and availability-check changes." + "reason": "DINO modernization PR vs FSDP2 integration PR; no shared underlying bug/change." }, { - "left": "pull_request:46957", - "right": "pull_request:46965", + "left": "pull_request:47089", + "right": "pull_request:47113", "accept": false, - "reason": "Different generation/runtime behaviors in different DeepSeek V4-related fixes." + "reason": "AqlmConfig validation messages vs audio feature/processor requirements; unrelated." }, { - "left": "pull_request:46965", - "right": "pull_request:47093", + "left": "pull_request:46707", + "right": "pull_request:46961", "accept": false, - "reason": "Different models and unrelated changes." + "reason": "FSDP2 migration and Serge workflow normalization are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47098", + "left": "pull_request:47082", + "right": "pull_request:47108", "accept": false, - "reason": "Japanese docs wording and English quicktour grammar are unrelated." + "reason": "RoMa model addition vs doc-builder comment pin cleanup; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46707", + "left": "pull_request:46912", + "right": "pull_request:47025", "accept": false, - "reason": "Different model families and different code paths." + "reason": "RoPE behavior/test changes in different models and test suites; not the same bug." }, { "left": "pull_request:46707", - "right": "pull_request:46961", + "right": "pull_request:47082", "accept": false, - "reason": "Distributed/FSDP infrastructure versus workflow normalization; unrelated." + "reason": "FSDP2 migration vs RoMa keypoint matcher addition are unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:46968", + "left": "pull_request:46961", + "right": "pull_request:47108", "accept": false, - "reason": "Distributed/FSDP infrastructure and docs autolink cleanup are unrelated." + "reason": "Workflow normalization vs documentation workflow comment cleanup; distinct changes." }, { - "left": "pull_request:46912", - "right": "pull_request:47025", + "left": "pull_request:47035", + "right": "pull_request:47089", "accept": false, - "reason": "Both are test-heavy PRs, but they target different models and different issues." + "reason": "Torch-compile backend default and AqlmConfig error-message wording are unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47082", + "left": "pull_request:43451", + "right": "pull_request:46995", "accept": false, - "reason": "Distributed/FSDP infrastructure and RoMa model addition are unrelated." + "reason": "Molmo2 model addition and MLU flash-linear-attention support are unrelated." }, { - "left": "pull_request:47089", - "right": "pull_request:47098", + "left": "pull_request:46836", + "right": "pull_request:46995", "accept": false, - "reason": "Quantization-config validation and quicktour grammar are unrelated." + "reason": "Unlimited OCR model addition vs flash-linear-attention availability check; unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47098", + "left": "pull_request:46196", + "right": "pull_request:47025", "accept": false, - "reason": "Configuration API typing change and docs grammar cleanup are unrelated." + "reason": "Wav2Vec2 SDPA support vs Diffusion Gemma test skips; different models and changes." }, { - "left": "pull_request:46961", - "right": "pull_request:47082", + "left": "pull_request:46707", + "right": "pull_request:47025", "accept": false, - "reason": "Workflow normalization and model addition are unrelated." + "reason": "FSDP2 migration vs Diffusion Gemma test fixes; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46965", + "left": "pull_request:45694", + "right": "pull_request:47069", "accept": false, - "reason": "Different generation/model fixes with no shared underlying bug." + "reason": "TrainingArguments batch-size bug fix vs num_labels property typing fix; different code paths." }, { - "left": "pull_request:46912", - "right": "pull_request:47082", + "left": "pull_request:46266", + "right": "pull_request:47034", "accept": false, - "reason": "RoPE test expansion and RoMa model addition are unrelated." + "reason": "DINO modernization vs Neuron SFT experiment; unrelated." }, { - "left": "pull_request:46968", - "right": "pull_request:47062", + "left": "pull_request:47034", + "right": "pull_request:47108", "accept": false, - "reason": "Docs autolink cleanup and dataset-link correction are different documentation fixes." + "reason": "Neuron experiment vs doc-builder comment tweak; no shared bug/change." }, { - "left": "pull_request:46912", - "right": "pull_request:47078", + "left": "pull_request:47035", + "right": "pull_request:47113", "accept": false, - "reason": "RoPE tests and Japanese docs wording are unrelated." + "reason": "Torch-compile backend default vs audio requirements fix; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47062", + "left": "pull_request:45694", + "right": "pull_request:47107", + "accept": false, + "reason": "TrainingArguments batch-size semantics and MoE decode optimization are different issues." + }, + { + "left": "pull_request:47100", + "right": "pull_request:47113", + "accept": false, + "reason": "kernels API compatibility fix vs audio feature/processor requirements; unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47069", "accept": false, - "reason": "Step 3.7 Flash implementation work and docs dataset-link correction are unrelated." + "reason": "Torch compile backend defaulting and num_labels return type are unrelated." } ] }, @@ -22472,7 +22475,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 3, "status": "reviewed", @@ -22480,7 +22483,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-58", + "cluster_id": "cluster-40546-55", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22503,11 +22506,12 @@ "pull_request:46957", "pull_request:46958", "pull_request:46961", - "pull_request:46965", + "pull_request:46970", "pull_request:46971", + "pull_request:46986", "pull_request:46995", "pull_request:47003", - "pull_request:47025", + "pull_request:47006", "pull_request:47034", "pull_request:47035", "pull_request:47054", @@ -22515,84 +22519,74 @@ "pull_request:47056", "pull_request:47057", "pull_request:47058", - "pull_request:47062", "pull_request:47069", "pull_request:47077", "pull_request:47078", "pull_request:47082", - "pull_request:47088", "pull_request:47089", "pull_request:47090", "pull_request:47092", "pull_request:47096", - "pull_request:47098", - "pull_request:47100" + "pull_request:47100", + "pull_request:47107", + "pull_request:47108", + "pull_request:47113" ], "soft_pairs": [ - "pull_request:43451|pull_request:47082", - "pull_request:46965|pull_request:47062", - "pull_request:47035|pull_request:47089", - "pull_request:47077|pull_request:47098", - "pull_request:47025|pull_request:47098", - "pull_request:43451|pull_request:46995", - "pull_request:46836|pull_request:46995", - "pull_request:46196|pull_request:47025", - "pull_request:46707|pull_request:47025", - "pull_request:45694|pull_request:47069", - "pull_request:46266|pull_request:47034", - "pull_request:47035|pull_request:47069", - "pull_request:46836|pull_request:46965", "pull_request:46995|pull_request:47096", + "pull_request:46957|pull_request:47108", "pull_request:46995|pull_request:47003", "pull_request:46836|pull_request:46961", + "pull_request:47069|pull_request:47113", "pull_request:46957|pull_request:46961", "pull_request:46961|pull_request:47035", "pull_request:46912|pull_request:47077", + "pull_request:46707|pull_request:47077", "pull_request:47069|pull_request:47082", "pull_request:45694|pull_request:47035", - "pull_request:46961|pull_request:47098", "pull_request:46196|pull_request:46961", - "pull_request:46658|pull_request:46965", "pull_request:43451|pull_request:46266", "pull_request:46266|pull_request:47096", + "pull_request:43451|pull_request:47107", "pull_request:43451|pull_request:47078", "pull_request:47078|pull_request:47096", + "pull_request:46707|pull_request:46957", + "pull_request:47003|pull_request:47078", + "pull_request:47092|pull_request:47107", "pull_request:46658|pull_request:46961", + "pull_request:46912|pull_request:47113", "pull_request:43451|pull_request:44517", + "pull_request:46836|pull_request:47107", "pull_request:45694|pull_request:46707", "pull_request:46912|pull_request:47100", - "pull_request:46961|pull_request:47088", - "pull_request:46658|pull_request:47088", + "pull_request:46961|pull_request:47113", + "pull_request:47096|pull_request:47107", "pull_request:44517|pull_request:46836", - "pull_request:43451|pull_request:47088", "pull_request:44517|pull_request:47096", "pull_request:44517|pull_request:47003", "pull_request:43451|pull_request:46957", - "pull_request:46895|pull_request:47098", - "pull_request:46658|pull_request:46895", - "pull_request:46836|pull_request:47088", + "pull_request:46957|pull_request:47096", "pull_request:43451|pull_request:46961", "pull_request:46961|pull_request:47096", "pull_request:46961|pull_request:47003", "pull_request:46961|pull_request:47034", "pull_request:46961|pull_request:47092", "pull_request:46912|pull_request:46961", + "pull_request:46658|pull_request:46895", "pull_request:43451|pull_request:47089", - "pull_request:47088|pull_request:47098", "pull_request:46196|pull_request:47100", "pull_request:43451|pull_request:47100", "pull_request:47096|pull_request:47100", "pull_request:43451|pull_request:45694", - "pull_request:45694|pull_request:47096", "pull_request:43451|pull_request:46895", - "pull_request:46707|pull_request:47100", + "pull_request:46895|pull_request:47096", "pull_request:46880|pull_request:47092", "pull_request:46895|pull_request:47090", "pull_request:46895|pull_request:46958", "pull_request:46958|pull_request:47090", "pull_request:46907|pull_request:47055", - "pull_request:46949|pull_request:47056", "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:47056", "pull_request:46950|pull_request:47058", "pull_request:46971|pull_request:47058", "pull_request:46926|pull_request:47054", @@ -22600,360 +22594,394 @@ "pull_request:46949|pull_request:46950", "pull_request:47054|pull_request:47057", "pull_request:46949|pull_request:46951", - "pull_request:46927|pull_request:46949" + "pull_request:46927|pull_request:46949", + "pull_request:46907|pull_request:46927", + "pull_request:46908|pull_request:47054", + "pull_request:46926|pull_request:47057", + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:47054|pull_request:47055", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:47057|pull_request:47058" ], - "prepared_review_unit_hash": "03eed1fed1e87919a57835e68a4e5124b3189fae282e387a03bb7eca721e08b6", + "prepared_review_unit_hash": "92c88760cea67b489461c73d1e5cfee39a1c832e1ba7a0be8c23a0323b6449f8", "component_budget": { - "node_count": 58, - "item_count": 58, - "soft_pair_count": 185, - "serialized_chars": 207963, - "estimated_input_tokens": 51991, - "estimated_eval_tokens": 104238 + "node_count": 55, + "item_count": 55, + "soft_pair_count": 180, + "serialized_chars": 198812, + "estimated_input_tokens": 49703, + "estimated_eval_tokens": 99662 }, "budget": { - "node_count": 45, - "item_count": 45, + "node_count": 46, + "item_count": 46, "soft_pair_count": 72, - "serialized_chars": 123468, - "estimated_input_tokens": 30867, - "estimated_eval_tokens": 61990 + "serialized_chars": 127874, + "estimated_input_tokens": 31969, + "estimated_eval_tokens": 64194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a mix of unrelated PRs across docs, model additions, test tweaks, and bug fixes. The only clear duplicate chain is the CohereASR training-loss double-shift fix; a few other near-matches are same-model test OOM/load issues but not the same change path.", - "confidence": 0.88, + "summary": "This cluster is heterogeneous overall, but it contains a few clear duplicate subclusters: CohereASR loss-shift fixes, EdgeTam post-processing kwarg cleanup, DeepSeekV32/MiniMax test load fixes, Whisper cache init, and a small Mamba2 test OOM subcluster. Most other pairs are unrelated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR double-shift fix: it targets the same issue as the earlier variants and states the bug more explicitly.", + "canonical_pr_reason": "No single canonical PR for the whole cluster: the items split into several unrelated subclusters, so there is no global representative PR.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best canonical PR here because it is the most explicit and self-contained description of the shared CohereASR bug, while still matching the same code path as the other true duplicates.", + "best_pr_reason": "No global best PR; the only valid duplicate candidates are local to specific model/test subclusters rather than this entire set.", "soft_edge_verdicts": [ { - "left": "pull_request:43451", - "right": "pull_request:47082", + "left": "pull_request:46995", + "right": "pull_request:47096", "accept": false, - "reason": "Different model additions (Molmo2 vs RoMa); same auto-mapping edits are broad, not the same fix." + "reason": "Different changes: flash-linear-attention availability vs Kimi exportability work." }, { - "left": "pull_request:46965", - "right": "pull_request:47062", + "left": "pull_request:46957", + "right": "pull_request:47108", "accept": false, - "reason": "DeepSeek V4 cache behavior vs an IMDb docs link fix; unrelated changes." + "reason": "Unrelated fixes: FP8 decode optimization vs doc-builder comment wording." }, { - "left": "pull_request:47035", - "right": "pull_request:47089", + "left": "pull_request:46995", + "right": "pull_request:47003", "accept": false, - "reason": "Neuron compile backend default vs AqlmConfig error-message wording; unrelated changes." + "reason": "Different features in import_utils vs OpenVINO exporter docs/code." }, { - "left": "pull_request:47077", - "right": "pull_request:47098", + "left": "pull_request:46836", + "right": "pull_request:46961", "accept": false, - "reason": "Different docs work: DistilBERT translation vs quicktour grammar cleanup." + "reason": "Unlimited OCR model addition is unrelated to Serge workflow normalization." }, { - "left": "pull_request:47025", - "right": "pull_request:47098", + "left": "pull_request:47069", + "right": "pull_request:47113", "accept": false, - "reason": "Diffusion Gemma test fixes vs quicktour grammar; not the same underlying bug or change." + "reason": "num_labels typing fix is unrelated to audio feature/proc requirements." }, { - "left": "pull_request:43451", - "right": "pull_request:46995", + "left": "pull_request:46957", + "right": "pull_request:46961", "accept": false, - "reason": "Molmo2 model addition vs flash-linear-attention availability check; unrelated." + "reason": "Different problems: decode optimization vs branch-normalization workflow." }, { - "left": "pull_request:46836", - "right": "pull_request:46995", + "left": "pull_request:46961", + "right": "pull_request:47035", "accept": false, - "reason": "Unlimited OCR model addition vs import-utils hardware availability change; unrelated." + "reason": "Workflow cleanup vs torch-compile backend defaulting; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47025", + "left": "pull_request:46912", + "right": "pull_request:47077", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch work vs Diffusion Gemma test cleanup; different code paths." + "reason": "RoPE testing changes are unrelated to Japanese doc translation." }, { "left": "pull_request:46707", - "right": "pull_request:47025", + "right": "pull_request:47077", "accept": false, - "reason": "Native FSDP2 work vs Diffusion Gemma test fixes; unrelated." + "reason": "Native FSDP2 migration is unrelated to doc translation." }, { - "left": "pull_request:45694", - "right": "pull_request:47069", + "left": "pull_request:47069", + "right": "pull_request:47082", "accept": false, - "reason": "Training batch-size split_batches fix vs num_labels None typing/doc fix; unrelated." + "reason": "Configuration property typing vs adding a new keypoint matcher; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47034", + "left": "pull_request:45694", + "right": "pull_request:47035", "accept": false, - "reason": "DINO conversion mapping/model modernization vs Neuron LoRA training script; different features." + "reason": "Batch-size split-batches fix is unrelated to Neuron torch-compile defaults." }, { - "left": "pull_request:47035", - "right": "pull_request:47069", + "left": "pull_request:46196", + "right": "pull_request:46961", "accept": false, - "reason": "Neuron compile backend default vs num_labels returning None; unrelated." + "reason": "wav2vec2 SDPA dispatch vs workflow normalization; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46965", + "left": "pull_request:43451", + "right": "pull_request:46266", "accept": false, - "reason": "Different model work: Unlimited OCR vs DeepSeek V4 cache handling." + "reason": "Molmo2 model addition and Dino modernization are different model ports." }, { - "left": "pull_request:46995", + "left": "pull_request:46266", "right": "pull_request:47096", "accept": false, - "reason": "Hardware availability helper vs exportability fix for Kimi; unrelated code paths." - }, - { - "left": "pull_request:46995", - "right": "pull_request:47003", - "accept": false, - "reason": "Import-utils hardware check vs OpenVINO exporter; different subsystems." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46961", - "accept": false, - "reason": "Unlimited OCR model addition vs Serge workflow normalization; unrelated." + "reason": "Dino modernization and Kimi exportability are unrelated changes." }, { - "left": "pull_request:46957", - "right": "pull_request:46961", + "left": "pull_request:43451", + "right": "pull_request:47107", "accept": false, - "reason": "Finegrained FP8 decode optimization vs Serge branch normalization workflow; unrelated." + "reason": "Molmo2 model addition is unrelated to MoE decode optimization." }, { - "left": "pull_request:46961", - "right": "pull_request:47035", + "left": "pull_request:43451", + "right": "pull_request:47078", "accept": false, - "reason": "Workflow normalization vs neuron compile backend default; no shared bug." + "reason": "Model addition vs Japanese wording edit; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47077", + "left": "pull_request:47078", + "right": "pull_request:47096", "accept": false, - "reason": "RoPE test coverage vs Japanese DistilBERT docs translation; unrelated." + "reason": "Japanese doc wording vs exportable Kimi changes; unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47082", + "left": "pull_request:46707", + "right": "pull_request:46957", "accept": false, - "reason": "num_labels typing change vs RoMa model addition; unrelated." + "reason": "FSDP2 migration and FP8 decode optimization are different code paths." }, { - "left": "pull_request:45694", - "right": "pull_request:47035", + "left": "pull_request:47003", + "right": "pull_request:47078", "accept": false, - "reason": "Batch-size split_batches fix vs neuron backend default; different training issues." + "reason": "OpenVINO exporter work and Japanese docs wording are unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:47098", + "left": "pull_request:47092", + "right": "pull_request:47107", "accept": false, - "reason": "Workflow normalization vs grammar fix; unrelated." + "reason": "MiniCPM3 XPU expectations are unrelated to MoE decode optimization." }, { - "left": "pull_request:46196", - "right": "pull_request:47096", + "left": "pull_request:46658", + "right": "pull_request:46961", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch vs exportable Kimi work; unrelated." + "reason": "Step 3.7 Flash scaffolding is unrelated to workflow normalization." }, { - "left": "pull_request:46658", - "right": "pull_request:46961", + "left": "pull_request:46912", + "right": "pull_request:47113", "accept": false, - "reason": "Step 3.7 Flash implementation vs workflow normalization; unrelated." + "reason": "RoPE tests and audio feature/proc requirements are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47089", + "right": "pull_request:44517", "accept": false, - "reason": "Model addition vs AqlmConfig error-message fix; unrelated." + "reason": "Molmo2 and Qwen3-TTS are different model additions." }, { - "left": "pull_request:47088", - "right": "pull_request:47098", + "left": "pull_request:46836", + "right": "pull_request:47107", "accept": false, - "reason": "CANINE fp16 mask dtype fix vs grammar/docs edit; unrelated." + "reason": "Unlimited OCR model port and MoE decode optimization are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47100", + "left": "pull_request:45694", + "right": "pull_request:46707", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch vs kernels API fix; unrelated." + "reason": "TrainingArguments batch-size fix vs FSDP2 module addition; unrelated." }, { - "left": "pull_request:43451", + "left": "pull_request:46912", "right": "pull_request:47100", "accept": false, - "reason": "Molmo2 model addition vs kernels API fix; unrelated." + "reason": "RoPE tests are unrelated to kernels deprecation cleanup." }, { - "left": "pull_request:47096", - "right": "pull_request:47100", + "left": "pull_request:46961", + "right": "pull_request:47113", "accept": false, - "reason": "Kimi exportability fix vs kernels API fix; different code paths." + "reason": "Workflow normalization and audio backend requirements are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:45694", + "left": "pull_request:46961", + "right": "pull_request:47003", "accept": false, - "reason": "Model addition vs training batch-size fix; unrelated." + "reason": "Workflow normalization vs OpenVINO exporter; unrelated." }, { - "left": "pull_request:45694", - "right": "pull_request:47096", + "left": "pull_request:46961", + "right": "pull_request:47034", "accept": false, - "reason": "TrainingArguments split_batches fix vs Kimi exportability work; unrelated." + "reason": "Workflow normalization vs Neuron LoRA finetuning experiment; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46895", + "left": "pull_request:46961", + "right": "pull_request:47092", "accept": false, - "reason": "Molmo2 model addition vs CohereASR training-loss fix; unrelated." + "reason": "Workflow normalization vs MiniCPM3 XPU expectations; unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47088", + "left": "pull_request:46912", + "right": "pull_request:46961", "accept": false, - "reason": "Import-utils availability helper vs CANINE attention-mask fix; unrelated." + "reason": "RoPE tests and workflow normalization are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:46836", + "left": "pull_request:46658", + "right": "pull_request:46895", "accept": false, - "reason": "Qwen3-TTS addition vs Unlimited OCR addition; different models." + "reason": "Step 3.7 Flash scaffolding is unrelated to CohereASR loss-shift fix." }, { - "left": "pull_request:44517", - "right": "pull_request:47096", + "left": "pull_request:43451", + "right": "pull_request:47089", "accept": false, - "reason": "Qwen3-TTS addition vs Kimi exportability fix; unrelated." + "reason": "Model addition and AqlmConfig error-message cleanup are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47003", + "left": "pull_request:46196", + "right": "pull_request:47100", "accept": false, - "reason": "Qwen3-TTS addition vs OpenVINO exporter; unrelated." + "reason": "wav2vec2 SDPA dispatch and kernels error-message cleanup are unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:47003", + "left": "pull_request:43451", + "right": "pull_request:47100", "accept": false, - "reason": "Workflow normalization vs OpenVINO exporter; unrelated." + "reason": "Molmo2 model addition is unrelated to kernels API cleanup." }, { - "left": "pull_request:46961", - "right": "pull_request:47034", + "left": "pull_request:43451", + "right": "pull_request:45694", "accept": false, - "reason": "Workflow normalization vs Neuron training script; unrelated." + "reason": "Molmo2 model addition and batch-size split-batches fix are unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:47092", + "left": "pull_request:43451", + "right": "pull_request:46895", "accept": false, - "reason": "Workflow normalization vs MiniCPM3 test expectations; unrelated." + "reason": "Molmo2 model addition is unrelated to CohereASR training-loss fix." }, { - "left": "pull_request:46912", - "right": "pull_request:46961", + "left": "pull_request:46895", + "right": "pull_request:47096", "accept": false, - "reason": "RoPE test expansion vs workflow normalization; unrelated." + "reason": "CohereASR loss fix and exportable Kimi are unrelated code paths." }, { - "left": "pull_request:43451", - "right": "pull_request:47088", + "left": "pull_request:46880", + "right": "pull_request:47092", "accept": false, - "reason": "Molmo2 model addition vs CANINE fp16 mask fix; unrelated." + "reason": "Cosmos3_omni XPU expectation and MiniCPM3 XPU expectations are different test suites." }, { - "left": "pull_request:46958", + "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug in the same code path; both would merge cleanly into one fix." + "reason": "Same CohereASR double-shift bug and same code/test files." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss double-shift fix; only implementation details differ." + "reason": "Same CohereASR loss double-shift fix, with the same affected files." }, { - "left": "pull_request:46895", + "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR bug and same files touched; 47090 is just the clearer formulation." + "reason": "Same CohereASR training-loss double-shift issue; these are duplicate fixes." }, { "left": "pull_request:46907", "right": "pull_request:47055", "accept": true, - "reason": "Same EdgeTAM import_or_config issue; same backbone kwargs cleanup in the same files." - }, - { - "left": "pull_request:46949", - "right": "pull_request:47056", - "accept": true, - "reason": "Same Whisper cache/is_updated initialization bug in the same attention code path." + "reason": "Same EdgeTam post-processing kwarg cleanup in the same backbone forward path." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Both mention Mamba2 OOM, but one changes model runtime and the other only test loading; not the same concrete fix." + "reason": "Both concern Mamba2 OOMs, but one is a model-code change and the other is only a test-load tweak." + }, + { + "left": "pull_request:46949", + "right": "pull_request:47056", + "accept": true, + "reason": "Same Whisper cache-state initialization bug in the attention forward path." }, { "left": "pull_request:46950", "right": "pull_request:47058", "accept": false, - "reason": "Model-kernel runtime change vs test OOM workaround; different underlying change." + "reason": "Same model family, but different fixes: kernel/forward behavior vs test loading and cleanup." }, { "left": "pull_request:46971", "right": "pull_request:47058", "accept": true, - "reason": "Both are the same Mamba2 test OOM/load_error workaround and could be merged into one test PR." + "reason": "Both are the same Mamba2 integration-test OOM workaround in the test file." }, { "left": "pull_request:46926", "right": "pull_request:47054", "accept": true, - "reason": "Same MiniMax-M3-VL load_error test fix, same file and same mitigation." + "reason": "Same MiniMax-M3-VL load_error test fix using offload_folder." }, { "left": "pull_request:46908", "right": "pull_request:47057", "accept": true, - "reason": "Same DeepSeekV3.2 load_error test fix; same test path and same offload_folder mitigation." + "reason": "Same DeepSeekV32 load_error test workaround in the same test file." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Whisper bug fix vs Mamba2 runtime bug/test fix; unrelated models and code paths." + "reason": "Whisper cache init fix and Mamba2 OOM fix are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam post-processing kwarg cleanup and GLM46V input casting fix are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "DeepSeekV32 and MiniMax-M3-VL are different models with different test failures." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "Different models and different fixes; both are output-mismatch reports only at a high level." }, { "left": "pull_request:47054", - "right": "pull_request:47057", + "right": "pull_request:47055", "accept": false, - "reason": "MiniMax-M3-VL test OOM vs DeepSeekV3.2 load_error; different models." + "reason": "Same family of integration failures, but MiniMax load_error and EdgeTam import_or_config are different problems." }, { - "left": "pull_request:46949", - "right": "pull_request:46951", + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "MusicGen-Melody and GLM-OCR output-mismatch fixes are unrelated model-specific changes." + }, + { + "left": "pull_request:47057", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeekV32 load_error and Mamba2 OOM are different models and different failure modes." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46957", "accept": false, - "reason": "Whisper runtime fix vs PEFT integration load logic; unrelated." + "reason": "MusicGen-Melody output mismatch and FP8 decode optimization are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47057", + "accept": false, + "reason": "RoPE tests and DeepSeekV32 test-load workaround are unrelated." } ] }, @@ -22967,7 +22995,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 3, "review_unit_count": 3, "status": "reviewed", @@ -22975,7 +23003,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-58", + "cluster_id": "cluster-40546-55", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -22984,12 +23012,8 @@ "pull_request:46707", "pull_request:46836", "pull_request:46907", - "pull_request:46908", "pull_request:46912", - "pull_request:46926", - "pull_request:46927", "pull_request:46970", - "pull_request:46971", "pull_request:46986", "pull_request:47003", "pull_request:47006", @@ -23001,23 +23025,11 @@ "pull_request:47056", "pull_request:47057", "pull_request:47058", - "pull_request:47062", "pull_request:47077", "pull_request:47092", - "pull_request:47096", - "pull_request:47098" + "pull_request:47096" ], "soft_pairs": [ - "pull_request:46907|pull_request:46927", - "pull_request:46908|pull_request:47054", - "pull_request:46926|pull_request:47057", - "pull_request:46927|pull_request:46971", - "pull_request:46908|pull_request:46926", - "pull_request:46986|pull_request:47006", - "pull_request:47054|pull_request:47055", - "pull_request:46970|pull_request:47006", - "pull_request:46970|pull_request:46986", - "pull_request:47057|pull_request:47058", "pull_request:46907|pull_request:47054", "pull_request:47055|pull_request:47056", "pull_request:46907|pull_request:47056", @@ -23030,18 +23042,19 @@ "pull_request:46907|pull_request:46986", "pull_request:47025|pull_request:47092", "pull_request:46707|pull_request:47034", - "pull_request:46836|pull_request:47062", "pull_request:46658|pull_request:46836", "pull_request:43451|pull_request:46836", "pull_request:46836|pull_request:47092", "pull_request:43451|pull_request:47077", "pull_request:46836|pull_request:47096", + "pull_request:46836|pull_request:47077", "pull_request:40546|pull_request:43451", - "pull_request:43451|pull_request:47098", "pull_request:43451|pull_request:46196", "pull_request:46196|pull_request:47096", + "pull_request:46196|pull_request:47003", "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47096", + "pull_request:46658|pull_request:47003", "pull_request:43451|pull_request:47092", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", @@ -23050,304 +23063,242 @@ "pull_request:47034|pull_request:47096", "pull_request:47092|pull_request:47096", "pull_request:43451|pull_request:47035", - "pull_request:47035|pull_request:47096", "pull_request:43451|pull_request:46912", - "pull_request:46912|pull_request:47096", "pull_request:46836|pull_request:47003", "pull_request:47003|pull_request:47034" ], - "prepared_review_unit_hash": "aaa2dc4b9142354beb2d24e61fc4f58b6a13e0581fd3d873eea22b3f4691e867", + "prepared_review_unit_hash": "d818c70c60a88722f6c1f70c8e48bcd61c13b5e7c9cd590fb25701113d97748c", "component_budget": { - "node_count": 58, - "item_count": 58, - "soft_pair_count": 185, - "serialized_chars": 207963, - "estimated_input_tokens": 51991, - "estimated_eval_tokens": 104238 + "node_count": 55, + "item_count": 55, + "soft_pair_count": 180, + "serialized_chars": 198812, + "estimated_input_tokens": 49703, + "estimated_eval_tokens": 99662 }, "budget": { - "node_count": 29, - "item_count": 29, - "soft_pair_count": 47, - "serialized_chars": 83673, - "estimated_input_tokens": 20919, - "estimated_eval_tokens": 42094 + "node_count": 23, + "item_count": 23, + "soft_pair_count": 36, + "serialized_chars": 67553, + "estimated_input_tokens": 16889, + "estimated_eval_tokens": 34034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous false positives. Only one soft edge looks like a true duplicate pair: the two DeepSeekV3.2 load_error PRs. Everything else spans different models, bugs, or unrelated docs/tests changes.", - "confidence": 0.97, + "summary": "This cluster is mostly a false-positive mix of unrelated PRs across model additions, test fixes, docs, exporters, and training infra. The only clear duplicate-like pair is the two Edgetam kwargs-cleanup fixes; most other soft links should be rejected.", + "confidence": 0.76, "canonical_issue_reason": null, - "canonical_pr_reason": "Use 47054 as the canonical PR: it is the cleaner representative of the only confirmed duplicate pair (same DeepSeekV3.2 load_error fix). The remaining PRs are unrelated to that change.", + "canonical_pr_reason": "No single underlying change unifies the cluster; PR 43451 is the broadest and most central node by soft-link connectivity, so it is the best representative despite the cluster being noisy.", "best_issue_reason": null, - "best_pr_reason": "47054 is the best standalone representative because it matches the only real duplicate subcluster. There is no single PR that meaningfully covers the whole heterogeneous set.", + "best_pr_reason": "PR 43451 is the strongest cluster anchor because it is a substantial, self-contained change with the most apparent connectivity to other items, even though those links are mostly superficial.", "soft_edge_verdicts": [ - { - "left": "pull_request:46907", - "right": "pull_request:46927", - "accept": false, - "reason": "Different bugs and models: Edgetam backbone kwarg cleanup vs glm46v input-id casting." - }, - { - "left": "pull_request:46908", - "right": "pull_request:47054", - "accept": true, - "reason": "Same model and same load_error fix for DeepSeekV3.2; these are clearly duplicate test-adjustment PRs." - }, - { - "left": "pull_request:46926", - "right": "pull_request:47057", - "accept": false, - "reason": "Different models and different failures: MiniMax-M3-VL load_error vs DeepSeekV3.2 load_error." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46971", - "accept": false, - "reason": "Unrelated changes: glm46v dtype handling vs Mamba2 OOM/test dtype tweaks." - }, - { - "left": "pull_request:46908", - "right": "pull_request:46926", - "accept": false, - "reason": "Same failure class in title, but different models and unrelated fixes; not a duplicate change." - }, - { - "left": "pull_request:46986", - "right": "pull_request:47006", - "accept": false, - "reason": "Different models and code paths: glm_ocr output mismatch vs gemma3 generation behavior." - }, - { - "left": "pull_request:47054", - "right": "pull_request:47055", - "accept": false, - "reason": "Different models and bugs: DeepSeekV3.2 load_error vs Edgetam import_or_config." - }, - { - "left": "pull_request:46970", - "right": "pull_request:47006", - "accept": false, - "reason": "Unrelated model fixes: musicgen_melody output mismatch vs gemma3 generation/cache behavior." - }, - { - "left": "pull_request:46970", - "right": "pull_request:46986", - "accept": false, - "reason": "Different models and failure modes; only broad test-failure similarity." - }, - { - "left": "pull_request:47057", - "right": "pull_request:47058", - "accept": false, - "reason": "DeepSeekV3.2 load_error vs Mamba2 OOM/test dtype; not the same underlying bug." - }, { "left": "pull_request:46907", "right": "pull_request:47054", "accept": false, - "reason": "Different models and fixes; Edgetam kwarg cleanup is not the DeepSeekV3.2 load_error issue." + "reason": "Different models and failure modes: Edgetam import_or_config cleanup vs MiniMax-M3-VL load_error. Not the same bug or mergeable change." }, { "left": "pull_request:47055", "right": "pull_request:47056", "accept": false, - "reason": "Different model families and different issues: Edgetam import_or_config vs Whisper attention state bug." + "reason": "Edgetam kwargs cleanup vs Whisper unrelated runtime fix; different code paths and symptoms." }, { "left": "pull_request:46907", "right": "pull_request:47056", "accept": false, - "reason": "Edgetam backbone kwarg filtering is unrelated to Whisper cache/attention behavior." + "reason": "Edgetam post-processing-arg fix and Whisper attention tweak are unrelated." }, { "left": "pull_request:47054", "right": "pull_request:47056", "accept": false, - "reason": "Different models and unrelated fixes." + "reason": "MiniMax load_error and Whisper other output issue are separate model-specific problems." }, { "left": "pull_request:47054", "right": "pull_request:47058", "accept": false, - "reason": "DeepSeekV3.2 load_error vs Mamba2 OOM; not mergeable as one PR." + "reason": "MiniMax load_error vs Mamba2 OOM; different models and distinct failure classes." }, { "left": "pull_request:47055", "right": "pull_request:47057", "accept": false, - "reason": "Edgetam import_or_config vs DeepSeekV3.2 load_error; different code paths and models." + "reason": "Edgetam kwargs cleanup and DeepSeek-V3.2 load_error are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "Edgetam test/import_or_config fix is unrelated to gemma3 generation behavior." + "reason": "Edgetam import_or_config fix and Gemma3 generation test fix do not address the same underlying issue." }, { "left": "pull_request:46907", "right": "pull_request:46970", "accept": false, - "reason": "Edgetam kwarg cleanup vs musicgen_melody output mismatch; unrelated." + "reason": "Edgetam backbone-kwarg cleanup vs MusicGen-Melody output mismatch; unrelated models and code paths." }, { "left": "pull_request:46970", "right": "pull_request:47055", "accept": false, - "reason": "MusicGen-Melody output mismatch is unrelated to Edgetam import_or_config." + "reason": "MusicGen-Melody output mismatch and Edgetam import_or_config are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "Different models and issues; no shared code-path bug." + "reason": "Different models and symptoms: Edgetam kwargs handling vs GLM-OCR output mismatch." }, { "left": "pull_request:47025", "right": "pull_request:47092", "accept": false, - "reason": "DiffusionGemma test skipping vs MiniCPM3 XPU expectations; unrelated test updates." + "reason": "Diffusion-Gemma test skip/adjustment is unrelated to MiniCPM3 XPU expectation updates." }, { "left": "pull_request:46707", "right": "pull_request:47034", "accept": false, - "reason": "Both touch trainer/distributed code, but one is native FSDP2 migration and the other is Neuron training support; different changes." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47062", - "accept": false, - "reason": "Unlimited OCR model add vs IMDb docs link fix; completely different scope." + "reason": "Native FSDP2 integration and Neuron SFT experiment are not the same change or bug fix." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7-Flash model conversion work vs Unlimited OCR model addition; unrelated." + "reason": "Both are model-onboarding style PRs, but they add different models and different code; not a duplicate change." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 model addition vs Unlimited OCR model addition; same broad area but not the same underlying change." + "reason": "Molmo2 and Unlimited OCR are separate model additions; similar scope but not the same underlying change." }, { "left": "pull_request:46836", "right": "pull_request:47092", "accept": false, - "reason": "Unlimited OCR model work vs MiniCPM3 test expectations; unrelated." - }, - { - "left": "pull_request:40546", - "right": "pull_request:43451", - "accept": false, - "reason": "VibeVoice implementation vs Molmo2 implementation; different models and code paths." + "reason": "Unlimited OCR model onboarding vs MiniCPM3 XPU test expectations; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47077", "accept": false, - "reason": "Molmo2 addition vs DistilBERT Japanese docs translation; unrelated." + "reason": "Molmo2 model addition and Japanese DistilBERT docs translation are different artifacts." }, { "left": "pull_request:46836", "right": "pull_request:47096", "accept": false, - "reason": "Unlimited OCR model addition vs Kimi exportability changes; different subsystems." + "reason": "Unlimited OCR onboarding and Kimi exportability are unrelated changes." }, { "left": "pull_request:46196", - "right": "pull_request:47096", + "right": "pull_request:47003", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-family models is unrelated to the OpenVINO exporter work." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch vs Kimi exporter changes; unrelated." + "reason": "VibeVoice and Molmo2 are separate model implementations; same broad area, different concrete changes." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:46196", + "accept": false, + "reason": "New model onboarding vs attention-dispatch support; not the same bug or change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 addition vs Step-3.7-Flash conversion/model code; unrelated." + "reason": "Wav2vec2 SDPA dispatch and exportable Kimi are distinct features in different subsystems." }, { "left": "pull_request:46658", "right": "pull_request:47096", "accept": false, - "reason": "Step-3.7-Flash model/conversion work vs Kimi exportability; different changes." + "reason": "Step-3.7 Flash onboarding and Kimi export changes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47092", + "left": "pull_request:46658", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition vs MiniCPM3 XPU test expectations; unrelated." + "reason": "Step-3.7 Flash model conversion/onboarding and OpenVINO exporter work are different changes." }, { "left": "pull_request:43451", - "right": "pull_request:47096", + "right": "pull_request:47092", "accept": false, - "reason": "Molmo2 addition vs Kimi exporter work; different features and code paths." + "reason": "Molmo2 onboarding and MiniCPM3 XPU expectations are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 addition vs OpenVINO exporter work; unrelated." + "reason": "Molmo2 model addition and Kimi exportability do not target the same code path." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter vs Kimi exporter; same broad area, but different backends and code paths." + "reason": "Both touch exportability, but one adds an OpenVINO exporter and the other fixes export for a specific model; not the same underlying change." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 addition vs Neuron SFT experiment; unrelated." + "reason": "Molmo2 onboarding and Neuron SFT experiment are unrelated." }, { "left": "pull_request:47034", "right": "pull_request:47096", "accept": false, - "reason": "Neuron training experiment vs Kimi exporter; different functionality." + "reason": "Neuron training experiment tooling and exportable Kimi are different subsystems." }, { - "left": "pull_request:43451", - "right": "pull_request:47035", + "left": "pull_request:47092", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 addition vs torch compile backend default for Neuron; unrelated." + "reason": "MiniCPM3 XPU test expectations and Kimi export fixes are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47096", + "left": "pull_request:43451", + "right": "pull_request:47035", "accept": false, - "reason": "Neuron backend default vs Kimi exporter; unrelated." + "reason": "Model onboarding and a TrainingArguments backend default tweak are different changes." }, { "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Molmo2 model addition vs RoPE test improvements; unrelated." + "reason": "Molmo2 onboarding and RoPE test expansion are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47096", + "left": "pull_request:46836", + "right": "pull_request:47003", "accept": false, - "reason": "RoPE test/modeling changes vs Kimi exporter; unrelated." + "reason": "Unlimited OCR model addition and OpenVINO exporter introduction are distinct changes." }, { - "left": "pull_request:46836", + "left": "pull_request:46658", "right": "pull_request:47003", "accept": false, - "reason": "Unlimited OCR model addition vs OpenVINO exporter addition; not the same change." + "reason": "Step-3.7 Flash onboarding and OpenVINO exporter work are unrelated." }, { - "left": "pull_request:47003", + "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter work vs Neuron SFT experiment; different features." + "reason": "Molmo2 onboarding and Neuron experiment scripts are not the same code-path problem." } ] }, @@ -23361,7 +23312,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23377,7 +23328,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "c62e2c463ac8cf44b7e8c8d583e4d1df8b0b41a24d7d8f8c5e3db0c88d4c3403", + "prepared_review_unit_hash": "d4e7339681a00d252ac794786938567c2102a6f9032ed743387de5694bdd387e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23399,18 +23350,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduplicated.", + "summary": "The cluster contains two unrelated open PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same bug or implement the same change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the more self-contained and clearly scoped feature addition, with substantial review activity; however, it is not a duplicate of #40755.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the best single representative of the cluster only by virtue of being the more focused and reviewed PR, but the cluster does not contain duplicate PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different products and code paths: TimesFM covariate regression/forecasting vs. DINOv3 image classification. Shared \"model support\" framing is too broad to indicate the same underlying change." + "reason": "Different models, different code paths, and different user-facing features; they are not the same underlying change and would not be merged into one PR." } ] }, @@ -23424,7 +23375,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23487,7 +23438,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23495,7 +23446,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-41855-13", + "cluster_id": "cluster-41855-14", "nodes": [ "pull_request:41855", "pull_request:42668", @@ -23509,7 +23460,8 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46267" + "pull_request:46267", + "pull_request:47114" ], "soft_pairs": [ "pull_request:41855|pull_request:43424", @@ -23517,6 +23469,7 @@ "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:47114", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", @@ -23526,153 +23479,173 @@ "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46267", "pull_request:44827|pull_request:46048", - "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:47114", + "pull_request:45213|pull_request:47114", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "c30744ce22e72dc28feec6720a23cf4997df54ec5bf2ad668a29fe18c1b0eca8", + "prepared_review_unit_hash": "45edb87e90f55b9c9eabec113fba16083d608940b80f9ce8ee61b99fbb2ec90e", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 18, - "serialized_chars": 34787, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37780, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 18, - "serialized_chars": 34787, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37780, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous PRs from unrelated areas. I found one true duplicate-style pair around `fixed_cross_entropy` kwargs support; the rest are soft-similarity false positives and should stay separate.", - "confidence": 0.9, + "summary": "This cluster is mostly unrelated PRs linked only by loose similarity. The only true duplicate pair is the two `fixed_cross_entropy` changes, which both address the same loss-wrapper kwargs bug. Everything else is a different model, subsystem, or doc/test-only change and should not be merged together.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43254` is the cleanest representative of the only real duplicate pair: it makes `fixed_cross_entropy` accept supported kwargs (`weight`, `label_smoothing`) in the same code path as 43251, with a narrower, more direct change.", + "canonical_pr_reason": "PR 43251 is the clearest representative of the cluster\u2019s actual bug fix: it explicitly targets issue 43240, changes the same `loss_utils.py` code path, and directly forwards the new cross-entropy kwargs. It is the most issue-aligned and concrete fix among the near-duplicates.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43254` is the best PR to keep as the canonical representative because it is the most focused implementation of the shared `fixed_cross_entropy` fix and can subsume the overlapping intent of 43251.", + "best_pr_reason": "PR 43251 is the best standalone PR in this set because it most directly fixes the underlying `fixed_cross_entropy` problem with explicit issue linkage and a focused implementation. PR 43254 is a close variant, but not as clearly tied to the tracked bug.", "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying `fixed_cross_entropy` bug in `src/transformers/loss/loss_utils.py`; both add support for forwarding extra cross-entropy kwargs like `weight` and `label_smoothing` and target the same issue 43240." + }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Both are Transformer-related PRs, but one adds missing Mistral tokenizer methods while the other adds Executorch dynamic-shape export tests; different code paths and not mergeable as one fix." + "reason": "Both touch tokenization/export-related areas only at a very high level; one adds Mistral tokenizer methods, the other adds dynamic-shape ExecuTorch tests. Different code paths and different fixes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated changes: tokenizer method additions vs adding a new MobileLLM model implementation." + "reason": "Completely different models and problems: Mistral tokenizer methods vs adding MobileLLM model support." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch auto/processor infrastructure, but 42668 is about robust processor loading and 43823 is a new model addition; different underlying changes." + "reason": "Different subsystems: processor auto-loading robustness vs adding a new model package." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "43251 fixes `fixed_cross_entropy` kwargs handling; 43823 adds MobileLLM. No shared code-path bug." + "reason": "Loss utility kwargs fix is unrelated to adding MobileLLM model support." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different domains: loss utility kwargs support vs Mistral4 test/model work." + "reason": "Different bugs and code paths: cross-entropy kwargs forwarding vs Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47114", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to documentation about custom code conversion mapping." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export dynamic-shape tests are unrelated to Mistral4 fixes." + "reason": "ExecuTorch dynamic-shape export tests and Mistral4 test fixes are not the same underlying change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape test additions do not match a new-model implementation PR." + "reason": "A test-only ExecuTorch export change is unrelated to adding a new MobileLLM model." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model addition vs config-resolution order fix in `modeling_utils.py`; unrelated changes." + "reason": "New model addition vs fixing `cls.config` resolution order are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model implementations and different issues." }, { - "left": "pull_request:43995", + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor and a new model-creation skill are not the same underlying bug/change." + "reason": "New model support and a model-creation skill/docs bundle are different artifacts with different purposes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor vs Mistral4 tests/fixes; different model families and different objectives." + "reason": "Falcon output-interface refactor vs Mistral4 test fixes are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and new-model skill/docs changes are not the same underlying bug or change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs global `layrnorm -> layernorm` renaming in CLIP-like models; not the same concrete fix." + "reason": "Mistral4 test/model fixes are not the same as the `layrnorm` to `layernorm` rename cleanup." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 model/test changes and chat response parsing updates are unrelated." + "reason": "Mistral4 fixes and the model-creation skill are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests vs adding a TDT loss kernel; different subsystems and no shared bug." + "reason": "Different problems: Mistral4 test fixes vs class config resolution ordering." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model work is unrelated to class config-resolution ordering in `modeling_utils.py`." + "reason": "Mistral4 fixes do not share the same code-path problem as adding a TDT loss kernel." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and the model-creation skill PR are clearly unrelated." + "reason": "Model/test fixes for Mistral4 are unrelated to serve chat parsing updates." }, { - "left": "pull_request:43823", - "right": "pull_request:45213", + "left": "pull_request:44827", + "right": "pull_request:47114", "accept": false, - "reason": "New model addition vs repository skill/docs automation; not the same change." + "reason": "Mistral4 fixes and weight-conversion docs for custom code are different changes." }, { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "These are the same underlying loss-function change: both modify `src/transformers/loss/loss_utils.py` to pass supported `cross_entropy` kwargs (`weight`, `label_smoothing`) for `fixed_cross_entropy`; they could plausibly be merged into one PR." + "left": "pull_request:45213", + "right": "pull_request:47114", + "accept": false, + "reason": "A model-creation skill draft and weight-conversion documentation are unrelated artifacts, not duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, `pull_request:43251` and `pull_request:43254`, is plausibly the same `fixed_cross_entropy` kwargs bugfix in the same file, so treating 43254 as the cleaner canonical PR is reasonable. The remaining soft-edge rejections are appropriately cautious and do not overstate mergeability." + "feedback": "The summary is grounded in the packet: the only clearly mergeable near-duplicate is 43251/43254, which share `src/transformers/loss/loss_utils.py` and issue 43240. The other pair verdicts stay conservative and are supported by distinct filenames, subsystems, or purposes in the diffs. No obvious overstatement." }, "evaluator_used": true, "retried": false, @@ -23683,7 +23656,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23699,7 +23672,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "3f3c5beb6d0e649f9a32d76d0fb31519bc040ed71950899b252f46db22b3f584", + "prepared_review_unit_hash": "7add5e9ff2fb3acf2d8d2b971d6a7f81276ffeba989b240cbed5bf8e3c329011", "component_budget": { "node_count": 2, "item_count": 2, @@ -23721,18 +23694,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are workflow-maintenance PRs that upgrade GitHub Actions dependencies, but they target different action families and different change sets. The overlap is broad and superficial rather than the same underlying fix.", - "confidence": 0.96, + "summary": "Both items are workflow dependency upgrade PRs, but they target different upgrade goals and code paths. PR 42975 is a broad GitHub Actions runtime compatibility sweep, while PR 42976 is a separate \u201clatest versions\u201d bump focused mainly on docker/build-push-action and a few related workflows.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader representative of the cluster: it updates many workflow files and centers on Node 24 compatibility across multiple actions. PR 42976 is a narrower Docker build-action version bump with a different concrete change set.", + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader, more generalized workflow-actions compatibility upgrade and touches more of the shared CI surface.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better cluster anchor because its scope is wider and its title matches the common maintenance theme, while PR 42976 is a separate, narrower upgrade batch.", + "best_pr_reason": "PR 42975 best represents the cluster\u2019s dominant theme: upgrading multiple GitHub Actions components across many workflows for Node 24 compatibility.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: both touch GitHub Actions workflows, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility while 42976 upgrades docker/build-push-action and related workflow versions. Same subsystem, different concrete change." + "reason": "They are related workflow maintenance PRs, but not the same underlying change: 42975 upgrades several GitHub Actions for Node 24 compatibility, while 42976 primarily bumps docker/build-push-action and a few other actions to newer versions. The overlap in filenames is not enough to treat them as duplicates." } ] }, @@ -23746,7 +23719,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23767,12 +23740,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "f99daae3ea1e38e6f2aa2eaa61b6966aa340497b411cf5f3bb9589168ccc84cd", + "prepared_review_unit_hash": "8420931c6a9a3d427a27d4ad8c13a39a6bc38f870819c17f565bc135a6643880", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23780,7 +23753,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23789,36 +23762,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model additions with overlapping boilerplate in docs/auto-registration, not duplicates of the same underlying change.", - "confidence": 0.97, + "summary": "These PRs are all separate model-addition changes (ViT NEPA, Molmo, CTSM, Step3.7 Flash). They share some scaffolding files, but they do not fix the same underlying bug or implement the same feature, so none are duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplicate triage: ViT NEPA, Molmo, CTSM, and Step3p7 are different model families with different code paths.", + "canonical_pr_reason": "No canonical PR: each PR introduces a different model family with its own config/modeling/tests/docs, so there is no duplicate representative among them.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for dedupe; the PRs are distinct, and the overlap is mostly template-like registration/docs work rather than the same fix.", + "best_pr_reason": "No single best PR for deduplication; none of these PRs subsume the others or address the same concrete code-path problem.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo. Shared files are generic registry/docs updates, not the same concrete bug or feature." + "reason": "ViT NEPA and Molmo are different models with different implementations; shared auto/docs plumbing is not enough to make them duplicates." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated additions (vision model vs time-series model); shared auto/docs edits are boilerplate only." + "reason": "ViT NEPA vs CTSM are unrelated model additions, not the same bug or feature change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are different model implementations with different tests and modules; similarity is limited to common registration/documentation files." + "reason": "Molmo and CTSM are distinct model implementations with separate files and tests; no same underlying change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Both are model-addition PRs, but CTSM and Step3p7 target different architectures/code paths; shared auto-mapping/docs changes do not make them duplicates." + "reason": "CTSM and Step3.7 Flash are different model additions touching different code paths, so they should not be merged as duplicates." } ] }, @@ -23832,7 +23805,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23867,7 +23840,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "83311981a5053f4945748f537a85b1134107d20cb8db7bbdc9ec0e5c107f131f", + "prepared_review_unit_hash": "05faf8e16f02b40ac1f17b7ac0df8127c927f9eb0eaffa8aefe1819b68bbed77", "component_budget": { "node_count": 7, "item_count": 7, @@ -23889,108 +23862,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only share broad test/fix wording. The only true duplicate pair is the two YOLOS PRs, which fix the same device-mismatch bug in the same file and even share the same tracking issue.", - "confidence": 0.97, + "summary": "Most items are unrelated PRs despite superficial similarity in titles. The only plausible duplicate-like pair is the two YOLOS fixes, which both target the same device-mismatch issue in the same model file; the rest should stay separate.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46886 is the clearer canonical PR: it has the specific title, explicit issue target 46869, and the focused YOLOS device_map mismatch fix.", + "canonical_pr_reason": "pull_request:46922 is the most complete YOLOS fix: it addresses the forward-path device mismatch directly and also keeps the _no_split_modules adjustment, matching the tracked device_map auto issue most closely.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46886 is the best representative of the underlying fix; 46922 is effectively the same patch with a vaguer title.", + "best_pr_reason": "pull_request:46922 best represents the cluster\u2019s only real duplicate candidate because it fixes the concrete YOLOS mismatch in code, not just the model sharding setup.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different code paths: Whisper tokenizer/test changes versus CLIP/ViT test edits." + "reason": "Whisper tokenizer/test fix vs unrelated model test edits; same generic \"tests\" theme only." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test cleanup is unrelated to the FP8 dequant/model-loading changes." + "reason": "Whisper decoding changes and FP8 dequant changes are unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems: Whisper tokenizer tests versus generation watermarking validation and unrelated model tests." + "reason": "Whisper test fix vs generation watermarking/config fix; different subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test changes are unrelated to the YOLOS device-mismatch fix." + "reason": "Whisper batching/timestamp logic and YOLOS device-mismatch fix are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test edits do not match the Phimoe CI/memory integration-test fix." + "reason": "Test-only edits in CLIP/ViT are unrelated to Phimoe integration/CI changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "These target different areas: vision model tests versus FP8 dequant/model loading." + "reason": "Generic test edits do not match the FP8 loading/dequant fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "No same underlying bug: model test edits versus generation config and multiple unrelated tests." + "reason": "CLIP/ViT test placeholders are unrelated to generation config/watermarking logic." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and problems; nothing indicates the same code-path bug." + "reason": "No shared concrete bug; test edits versus YOLOS device handling." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes are unrelated to Phimoe CI integration behavior." + "reason": "FP8 dequant/loading work is unrelated to Phimoe CI/device-map setup." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different bug classes: FP8/triton padding and loading info versus watermarking config validation." + "reason": "Different bugs: FP8 kernel/loading path vs generation validation/watermarking." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No overlap beyond being PRs in transformers; FP8 dequant and YOLOS device placement are distinct." + "reason": "FP8 quantization changes and YOLOS forward/device-map changes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking fix is unrelated to the Phimoe integration test/CI memory patch." + "reason": "Generation watermarking validation fix and Phimoe integration-test/CI fix are different issues." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking validation and YOLOS device placement are different issues and code paths." + "reason": "Different models and different code paths: generation config vs YOLOS forward/device placement." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI/device-map test infrastructure is unrelated to YOLOS model execution on device_map=\"auto\"." + "reason": "Phimoe integration-test infrastructure change is unrelated to YOLOS device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Same underlying YOLOS bug: both modify the same model file to fix device placement under device_map=\"auto\" and share issue target 46869." + "reason": "Both address the same YOLOS device-mismatch issue in the same model file, and could plausibly be merged into one fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the non-YOLOS PRs are in clearly different files/subsystems and do not look mergeable into one bugfix PR. The YOLOS pair is the only plausible duplicate/mergeable pair, with the same model file and shared issue target 46869. The soft-edge rejections stay conservative and do not overclaim evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, pull_request:46886 vs pull_request:46922, is plausibly mergeable into one YOLOS bugfix because both touch the same file and issue target, and 46922 clearly subsumes the forward-device fix plus the no_split_modules adjustment. The other rejections are consistent with the diffs and do not overstate duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -24001,7 +23974,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24020,52 +23993,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "d4bf65d50cce875e90752b4cdcade0a45b92bb2246d78a92dc695eca900d50ff", + "prepared_review_unit_hash": "1d281df1b65be91538fc8cb8d846e61c1a1c976f9ed555562f70f969ce077a20", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "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 separate dummy/test PRs with superficial similarity only; they do not fix the same underlying bug or change.", - "confidence": 0.97, + "summary": "These three PRs are all '[don't merge]' / workflow or bot-check fixtures, but they touch different files and different test surfaces; they do not look like the same underlying change or bug.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs touch different areas (package/version setup, CI comment/workflow logic, and a security-gate workflow) and are not duplicates.", + "canonical_pr_reason": "No clear canonical PR: each PR is a separate test/dummy workflow exercise with different targets (setup/versioning, comment CI/diff display, and security-gate workflow).", "best_issue_reason": null, - "best_pr_reason": "46747 is the most focused representative PR because it only changes one workflow file, but it is still unrelated to the other two.", + "best_pr_reason": "None of these is a good global representative for a duplicate cluster, because the PRs are not duplicates of one another and do not fix the same concrete code path.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different change targets: 43488 edits setup/dependency versioning and a ViT test, while 46747 only switches a security-gate workflow trigger." + "reason": "Different dummy workflow changes: one edits packaging/test setup, the other changes a PR security-gate workflow. No shared bug or mergeable code-path fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is a setup/versioning and test bot check PR; 43532 is a broader workflow/test-utils diff. Shared test file usage is incidental, not the same underlying fix." + "reason": "Only weak overlap in test-related files; the actual changes are unrelated (setup/version/dependency tweaks vs CI/comment workflow and testing utility display changes)." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "43532 changes several CI workflows plus testing utilities, whereas 46747 is a single workflow security-gate adjustment. They are not the same code-path problem." + "reason": "Both are workflow-oriented, but they change different CI mechanisms and solve different issues; not the same concrete change and not mergeable as one PR." } ] }, @@ -24079,7 +24052,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24095,12 +24068,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "b327638124eaf578a54f432dda9d0e4f36c94ad715c6f60eef3b05d076c23a8c", + "prepared_review_unit_hash": "22e14a70928305f23dff6e96d1bd138d2c99f75c5a77ed0c5fa2bb0b99689c68", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24108,7 +24081,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24117,18 +24090,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are similar-shaped but distinct PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They touch different pipeline files, model integrations, and tests, so they are not duplicates.", - "confidence": 0.97, + "summary": "These two PRs share documentation and pipeline-registry plumbing, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They are not duplicates and should stay separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43613 is the broader and more complete representative of the shared segmentation-pipeline scaffold work, with wider model/test coverage.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43613 is the stronger standalone representative because it covers the larger visual-segmentation feature surface and more integration points.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline boilerplate is not enough to merge them as one PR." + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/plumbing is not enough to treat them as the same change." } ] }, @@ -24142,7 +24115,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24158,40 +24131,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d8ad5a789c71078b66bb1718ba6b34b0d7c583142f68e085fa41b1c29314f94b", + "prepared_review_unit_hash": "d238d5d05d149158807d7fe8fb3f8c3ab0201eadfa1f5799674afa757eaa4e7a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs modify `src/transformers/trainer.py` and add extension points for custom trainers, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change.", - "confidence": 0.95, + "summary": "Two open PRs touch the same file but address different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR 43651 changes loss scaling in `training_step`, while PR 43663 refactors column filtering via `_get_signature_columns`; they solve different problems.", + "canonical_pr_reason": "If forced to pick a representative PR, 43651 is the closer fit because it is a concrete trainer bugfix around loss scaling; 43663 is a separate column-filtering refactor.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplicate-canonicalization purposes; neither PR is a duplicate of the other, despite both touching `trainer.py`.", + "best_pr_reason": "43651 is the more representative trainer change in this pair, but it should not be treated as a duplicate of 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Shared file and similar extensibility theme, but the concrete code paths are unrelated: one affects loss normalization during training, the other affects dataloader column filtering from model signatures." + "reason": "Shared filename only; 43651 adds `_loss_is_scaled_for_ga` and changes gradient-accumulation loss normalization, while 43663 adds `_get_signature_columns` for model signature inspection/column filtering. Different code paths and different fixes." } ] }, @@ -24205,7 +24178,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24221,7 +24194,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "c9ad4afb8698e07e5e80158bc15b667f46d6e8f4d74bf162bdef4cbb1b7f9696", + "prepared_review_unit_hash": "8585ceb2340193034366a0d35766e1ccce5805125d9916f143192030d68b2311", "component_budget": { "node_count": 2, "item_count": 2, @@ -24243,35 +24216,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `src/transformers/cli/serve.py` both address the same `TypeAdapter` NameError in the CLI server\u2019s type-annotation path, using slightly different annotation-import strategies.", - "confidence": 0.79, + "summary": "Two open PRs touch the same file and mention a TypeAdapter NameError, but they appear to address different concrete causes with different fixes, so they should not be merged as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more targeted fix: it directly handles `TypeAdapter` being unavailable at runtime when pydantic is absent, with a minimal change scoped to the failing annotation.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it is narrowly scoped to the concrete failure mode and is less intrusive than the broader annotation cleanup in #43656.", + "best_pr_reason": "PR 43842 is the more precise fix: it targets the pydantic/TypeAdapter import path directly and makes the annotation safe when pydantic is absent, with a minimal change set.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs target the same underlying `TypeAdapter` NameError in `cli/serve.py` and could plausibly be combined into one fix; they differ mainly in implementation style, not bug class." + "accept": false, + "reason": "Both mention TypeAdapter in src/transformers/cli/serve.py, but 43656 adds future annotations and broader typing changes, while 43842 specifically handles TypeAdapter being unavailable when pydantic is not installed. They do not look like the same concrete bug fix." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py`, both are titled as fixes for the `TypeAdapter` NameError, and the diffs show two different ways of avoiding runtime annotation evaluation (`__future__ annotations`/broader annotation cleanup vs `TYPE_CHECKING` import plus quoted annotation). The soft-edge mergeability claim is plausible and not overstated." - }, - "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 }, { "label": "pull_request", "component_index": 12, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24337,7 +24307,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -24400,8 +24370,8 @@ "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", - "pull_request:44071|pull_request:44085", "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", @@ -24416,8 +24386,8 @@ "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", - "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", @@ -24450,20 +24420,20 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "172073d79905e0d6a3bd8af3ab9dd1794ad96f26f79bfa72b8c119b306ee55da", + "prepared_review_unit_hash": "8ba6e941135514efb5428e0f16f878522cb8efe8f4e740a7a71236b116f2d47e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84108, - "estimated_input_tokens": 21027, - "estimated_eval_tokens": 42310 + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76931, + "serialized_chars": 76932, "estimated_input_tokens": 19233, "estimated_eval_tokens": 38722 }, @@ -24472,348 +24442,282 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad theme of standardized output-tracing refactors across many unrelated model families. The only strong duplicate pairs are within the same model code path, especially GPT-Neo and GPT-J; most other pairs share only the general refactor theme and should stay separate.", - "confidence": 0.93, + "summary": "This cluster is mostly noisy: many PRs are separate model-specific refactors around standardized output tracing, not true duplicates. I only accept the GPT-J/CodeGen group and the GPT-Neo self-pair as same underlying change; the rest span different models/code paths.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen output-tracing refactor: it has the explicit tracking issue, touches the concrete GPT-J path, and is the clearest, most complete version of that change in this cluster.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen output-tracing refactor line: it is the broadest/latest concrete implementation in that subcluster and directly subsumes earlier GPT-J-only variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single PR to anchor this cluster because it most clearly captures the standardized output-tracing migration for the GPT-J family and subsumes the narrower GPT-J-only variant.", + "best_pr_reason": "PR 44722 is the best single representative of the duplicated GPT-J/CodeGen change; the other PRs in this cluster are mostly unrelated model-specific refactors rather than mergeable duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths; same output-tracing theme, but not the same underlying change." + "reason": "Different model/code path; same issue label is not enough to make these duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet versus DeBERTa v2 are unrelated implementations; only the refactor style overlaps." + "reason": "Different model/code path; both are output-tracing refactors but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target the GPT-J output-tracing refactor in the same concrete model path, so they look like alternate versions of the same change." + "reason": "Same GPT-J output-tracing refactor on the same file path; these are plausibly mergeable into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet and EfficientNet are different model implementations; this is a shared migration pattern, not a duplicate fix." + "reason": "ResNet and EfficientNet are different concrete model implementations, so this is not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths despite similar decorator migration wording." + "reason": "Different models and different code paths; shared output-tracing theme is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; same standardized-output theme but not the same bug/change." + "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying code-path fix." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are separate model families with separate refactors." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations; reject as duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR are different implementations and not mergeable as one PR." + "reason": "GPT-J/CodeGen versus MGP-STR; same pattern, different change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same file/code path; this looks like the same underlying change in two PR variants." + "reason": "Both are GPT-Neo output-tracing refactors on the same model/file family and look like the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT are unrelated model paths." + "reason": "GPT-J/CodeGen versus MPT; not the same code path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model families; same pattern, different concrete change." + "reason": "GPT-J/CodeGen versus GPT-Neo; similar refactor theme but different model implementation." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen are distinct model implementations." + "reason": "GPT-Neo versus GPT-J/CodeGen; different concrete model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated paths; only the output-tracing refactor theme is shared." + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model code paths, so these are not duplicates." + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model families." + "reason": "ResNet and GPT-J are different model families; not a duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate concrete changes." + "reason": "GPT-Neo and ResNet do not fix the same concrete bug." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; same refactor style, different code paths." + "reason": "ResNet versus MPT; same broad topic only." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model implementations." + "reason": "GPT-Neo and Flaubert are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete output-tracing changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert are unrelated changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated changes." + "reason": "GPT-Neo versus Flaubert; not the same code-path problem." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are different implementations." + "reason": "MPT and GPT-J are different model implementations." }, { - "left": "pull_request:44068", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are not the same underlying bug/change." + "reason": "GPT-J and MGP-STR are unrelated model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated concrete paths." + "reason": "GPT-2 and MGP-STR are different code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families; shared refactor theme only." + "reason": "ViLT and XLM/Flaubert are unrelated refactors; not the same bug/change." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen are different code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are unrelated concrete changes." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBERT and LongT5 are different model implementations." + "reason": "GPT-2 and GPT-J/CodeGen are different concrete model changes." }, { "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are different model families." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are unrelated model paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo and GPT-2 are different concrete refactors." + "reason": "VisualBert and TextNet are different model implementations." }, { - "left": "pull_request:44101", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet and Segformer are separate model code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are different concrete changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT and ImageGPT are unrelated model families." + "reason": "SegFormer and LongT5 are unrelated code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model paths." + "reason": "SegFormer and VisualBert are different models and not the same fix." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "MPNet and LongT5 are unrelated changes." + "reason": "SegFormer and GPT-J/CodeGen are unrelated model-specific changes." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "RegNet and VisualBert are separate concrete implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are not the same underlying fix." + "reason": "CVT/FNet-style output tracing and LongT5 are different code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "TextNet and LongT5 are unrelated code paths." + "reason": "CVT/FNet versus SegFormer; same refactor theme only." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are different model implementations." + "reason": "SqueezeBert and MPT are different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated changes." + "reason": "GPT-Neo and SpeechT5 are different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different code paths." + "reason": "SqueezeBert and VisualBert are distinct model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are unrelated model families." + "reason": "RegNet and TextNet are not the same underlying bug/change." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different concrete changes." + "reason": "SqueezeBert and GPT-Neo are unrelated model refactors." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are unrelated model paths." + "reason": "MPT and SpeechT5 are different code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and Segformer are different model implementations." + "reason": "RegNet and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:43996", - "right": "pull_request:44056", + "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and MPNet are unrelated code paths." + "reason": "CVT/FNet and SegFormer are different model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are different models." + "reason": "SqueezeBert and DeBERTa-v2 are not the same concrete change." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated concrete changes." + "reason": "DeBERTa-v2 and TextNet are different model code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model families and different code paths." + "reason": "FocalNet and ImageGPT are unrelated output-tracing refactors." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBERT and TextNet are unrelated model implementations." + "reason": "VisualBert and TextNet are different models; shared refactor pattern is too broad." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge pairs are conservative: they stay within the same concrete GPT-Neo/GPT-J code paths. The rejected pairs mostly involve different model families with only shared refactor style, which is a cautious reading. The chosen canonical PR, 44722, is also well supported by the packet because it covers the GPT-J/CodeGen path and carries the explicit tracking issue." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are reasonable as same-model output-tracing variants, and the rejected pairs correctly avoid over-calling cross-model theme matches as duplicates. The representative-pr choice of 44722 is supported by the later, broader GPT-J/CodeGen diff line." }, "evaluator_used": true, "retried": false, @@ -24824,7 +24728,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 33, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -24847,58 +24751,58 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "0f3909039cdf0aa71ae8ce344f58a78021a480b6bd03c2d27132fccc5afcc86b", + "prepared_review_unit_hash": "70c6cdf14ceb95bb7f9b30a5cbbe9cafe60e1393b0adf43e4581d6504057ad20", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84108, - "estimated_input_tokens": 21027, - "estimated_eval_tokens": 42310 + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12755, - "estimated_input_tokens": 3189, - "estimated_eval_tokens": 6634 + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all model-specific PRs for migrating output tracing/capture to a standardized helper, but they touch different architectures and code paths, so they are related theme-wise rather than true duplicates.", - "confidence": 0.92, + "summary": "These PRs are all related to standardized output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a substantial refactor in SpeechT5, and the most direct evidence of the standardized output-capture migration pattern.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster because it is explicit about the change goal, has the clearest issue linkage, and reflects the core output-tracing refactor better than the smaller model-specific variants.", + "best_pr_reason": "PR 44129 is the strongest representative of the pattern because it has an explicit issue link and a more complete SpeechT5-specific refactor, but it is still not a canonical duplicate of the other model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing refactors, but MPNet and VisualBert are different models with different internal layers and output-capture wiring; not the same concrete bug/change." + "reason": "Same refactor theme, but MPNet and VisualBert are distinct model code paths; this is not the same concrete change and would not be merged as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These target separate model implementations (MPNet vs TextNet) and adjust different forward paths; they are similar migration work, not one mergeable duplicate PR." + "reason": "Both migrate output tracing, but they touch different model implementations (MPNet vs TextNet) with model-specific logic, so they are not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated code paths and the diffs show different refactor styles; same broad migration theme, but not the same underlying change." + "reason": "RegNet and SqueezeBert are unrelated model paths; the similarity is only in the refactor pattern, not the underlying bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both use standardized output helpers, but they modify different model internals and one is a larger layer-specific refactor; not a duplicate fix." + "reason": "SqueezeBert output-tracing cleanup and SpeechT5 output-tracing cleanup are separate model-specific changes; they do not fix the same code-path problem." } ] }, @@ -24912,7 +24816,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24978,268 +24882,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "fa4ab16a21372481da0ffd024d0bec750e84c228620898c011ab087beddf2764", + "prepared_review_unit_hash": "9097672d85ea361491ac8df516ab7ba342516e1185c0c4cb91467492ee8784a5", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all belong to the same broad refactor theme\u2014adopting can_return_tuple / output-capturing plumbing\u2014but they target different model implementations and code paths, so they are not duplicates of one another.", - "confidence": 0.93, + "summary": "These PRs share a common refactor theme around output tracing, but they target different model families and code paths. I would not treat them as duplicates; they are related only at a broad pattern level.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best cluster representative: it is the broadest model-family refactor in the set, adds the new output-capturing plumbing, and is more substantial than the many single-model variants.", + "canonical_pr_reason": "No single PR subsumes the others as the same concrete change. If one needs to anchor the cluster, 44025 is the clearest representative of the output-tracing refactor pattern, but it is still model-specific.", "best_issue_reason": null, - "best_pr_reason": "44003 is the most suitable anchor for the cluster because it captures the core change pattern while spanning multiple closely related files; the rest are narrower, model-specific follow-ups rather than the same concrete change.", + "best_pr_reason": "44025 is the best representative PR for this cluster because it is a straightforward output-tracing refactor with minimal extra scope and closely related model files, making it a good anchor even though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and files (timm_backbone vs upernet); same refactor theme, but not the same concrete code change." + "reason": "Same refactor style, but timm_backbone and upernet are different models with different forward paths; not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and code paths; similar output-tracing cleanup only at a high level." + "reason": "Both touch output handling, but these are unrelated model families and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; too broad to treat as one PR." + "reason": "Same broad tracing cleanup, but timm_backbone and univnet are distinct implementations." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; one is timm_backbone, the other mamba/falcon_mamba." + "reason": "Different architectures and files; this is shared refactor pattern, not one concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Timm backbone and RWKV are distinct code paths; not mergeable as a duplicate fix." + "reason": "timm_backbone and rwkv have unrelated forward logic; no duplicate code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models despite both touching output tracing." + "reason": "Both are output-tracing refactors, but MobileNetV1 and UnivNet are unrelated models." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model files and APIs; only the refactor pattern is shared." + "reason": "Different model code paths; the similarity is only at the refactor pattern level." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are separate model implementations, so this is not the same underlying change." + "reason": "MobileNetV1 and Depth Anything are separate model families; not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; same general output-tracing refactor, but not one concrete bug or fix." + "reason": "Wrapper-style output cleanup, but the vision and vision-encoder-decoder paths are different." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs Speech Encoder-Decoder are distinct code paths; reject as duplicate." + "reason": "Same cleanup motif, but MobileNetV1 and speech-encoder-decoder are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated models; too broad to merge." + "reason": "Both are tracing refactors, but vision-text dual encoder and UnivNet are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model architectures and files; shared refactor theme only." + "reason": "Different models and different forward contracts; not mergeable as one duplicate PR." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder and Mamba/Falcon-Mamba are different code paths and not the same underlying fix." + "reason": "Same broad output-handling theme, but CLIP-style dual encoder vs Mamba/Falcon-Mamba are different systems." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and implementations; do not collapse into one PR." + "reason": "Both are model-local refactors, but they address different architectures and APIs." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; this is only a superficial similarity." + "reason": "UnivNet and UperNet are unrelated models; the overlap is only the tracing refactor pattern." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and forward paths; not a duplicate." + "reason": "Different model families and code paths; not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything are separate changes, even though both refactor output handling." + "reason": "Depth Anything and UnivNet are separate forward implementations, so these are not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are distinct models; same broad theme is insufficient." + "reason": "UperNet segmentation and RWKV language modeling are unrelated; no shared bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and code paths; not the same concrete change." + "reason": "Different architectures and different output handling implementations." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba versus SuperPoint are unrelated model implementations." + "reason": "Falcon/Mamba tracing changes and SuperPoint output changes are unrelated code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba and CodeGen are different model families and fix different forward methods." + "reason": "Mamba/Falcon-Mamba and CodeGen are different models; same refactor theme is not enough." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated code paths; only the refactor style matches." + "reason": "Timm backbone and CodeGen are unrelated model paths; these are not the same fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are separate models with no shared concrete bug." + "reason": "UnivNet and CodeGen differ in architecture and forward behavior; no duplicate PR." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated implementations; reject." + "reason": "UperNet and CodeGen are unrelated changes despite similar output-tracing cleanup." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are different code paths; not a single underlying issue." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision Encoder-Decoder are different models; same tracing refactor only." + "reason": "Both are wrapper refactors, but Depth Anything and VisionEncoderDecoder are different concrete models and APIs." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are unrelated code paths." + "reason": "Depth Anything and SpeechEncoderDecoder are unrelated model families." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are different model implementations; not a duplicate change." + "reason": "Depth Anything and SuperPoint are different vision models with separate forward code." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; do not merge as one PR." + "reason": "Different model families and output contracts; not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are separate forward-path changes." + "reason": "Depth Anything and DPR are unrelated code paths; only the refactor pattern overlaps." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision Encoder-Decoder and RWKV are unrelated models; only the output-tracing refactor theme is shared." + "reason": "VisionEncoderDecoder wrapper cleanup and DPR model cleanup are distinct changes." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are distinct wrappers; too broad to treat as one fix." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are parallel wrappers, but they are separate concrete code paths and should not be merged as duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths with no shared concrete bug." + "reason": "Different models and different output behavior; same broad subsystem is not enough." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision Encoder-Decoder and DPR are separate model implementations; reject." + "reason": "VisionEncoderDecoder and DPR are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are unrelated model families." + "reason": "SpeechEncoderDecoder and SuperPoint are different model families with different changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and files; only the high-level refactor matches." + "reason": "Separate models and separate forward paths; not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech Encoder-Decoder and DPR are distinct code paths; not a duplicate." + "reason": "SpeechEncoderDecoder wrapper refactor does not duplicate DPR's model-specific change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models." + "reason": "SuperPoint and RWKV are unrelated architectures and code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are separate implementations; same broad motif is insufficient." + "reason": "SuperPoint and DPR are different models; this is only a shared refactor motif." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families with different forward logic." + "reason": "RWKV and DPR are unrelated model implementations; no same underlying bug/change." } ] }, @@ -25253,7 +25163,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25269,12 +25179,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "d097ab255458c92171c26da647beb292c91b450c8fc0a2a03886f8ace1451052", + "prepared_review_unit_hash": "d72cade44ea8261656687f87d381f00f535ad8eb659b5b74f1dbd60d24198e10", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25282,7 +25192,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25291,18 +25201,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs add support for different models (PenguinVL vs Voxtral TTS) with separate implementations, tests, and model-specific files, so they are not duplicates.", - "confidence": 0.97, + "summary": "Two open PRs add different model integrations: PenguinVL and Voxtral TTS. They share only the standard Transformers model-registration/documentation scaffolding, not the underlying change or code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No issue in the cluster; as a representative PR, #45401 is more canonical because it has an explicit issue target and a focused single-model scope.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the stronger standalone candidate because it is tied to an explicit issue target and has a narrower, model-specific scope; the other PR is a separate model addition.", + "best_pr_reason": "#45401 is the better cluster representative: it is tightly scoped to one model addition and explicitly tracks issue #45027, whereas #44662 is a separate unrelated model implementation.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying changes: PenguinVL implementation versus Voxtral TTS support. They share only generic Transformers registry/docs scaffolding, not the same code-path or bug fix." + "reason": "Reject: these are different model additions (PenguinVL vs Voxtral TTS) with different architectures and purposes; the overlap is only shared Transformers boilerplate such as auto-registry and docs." } ] }, @@ -25316,7 +25226,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25332,12 +25242,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "1bd4afeb4e86b87276d97ff6ee88fba98cfd140e7321c4fa27b2208cbc6a6810", + "prepared_review_unit_hash": "4f752d9605e18c3b3f22a44c71e93aeb205597393aa3eae3e1df522f1325c006", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25345,7 +25255,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25354,18 +25264,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but not duplicates: #44979 introduces a new module-fusion API and test coverage, while #45363 wires a higher-level `KernelConfig`-based n-to-1 kernel fusion flow plus an example. They target different layers of the feature stack and should stay separate.", - "confidence": 0.9, + "summary": "These are related fusion features, but they are not the same change: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and model loading. They should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more foundational change: it defines the core module-fusion API, whereas #45363 builds on top of that with a specific kernel-config integration and example usage.", + "canonical_pr_reason": "PR #44979 is the more foundational, generic API change; PR #45363 is a separate integration of kernel fusion via KernelConfig with example/supporting plumbing.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the better representative for the cluster because it captures the underlying capability being introduced, while #45363 is an application/integration of that capability rather than the same change.", + "best_pr_reason": "PR #44979 is the clearest representative of the cluster because it defines the core Module Fusion API rather than a specific KernelConfig-based use case.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the broad fusion theme, but not the same concrete code-path problem. #44979 adds the core `Module Fusion API`; #45363 adds `KernelConfig`-driven n-to-1 kernel fusion and an example. The latter depends on the former and would not plausibly be merged as one duplicate PR." + "reason": "Different underlying changes: #44979 adds a new generic module-fusion API/module, while #45363 adds KernelConfig-driven n-to-1 kernel fusion integration across loading/runtime files. They are related but not the same concrete bug or mergeable PR." } ] }, @@ -25379,7 +25289,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25395,7 +25305,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "4e87087c2fde21ebf22a9600c0600929e43a8520ca4e61066782c5fc89fee8c6", + "prepared_review_unit_hash": "5085cee4fa1fefc5596860de6a076df6f48813ba212b5f5bbd078e8b8ebd91e0", "component_budget": { "node_count": 2, "item_count": 2, @@ -25417,18 +25327,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex AttributeError by switching `_patch_mistral_regex` to use `tokenizer.pre_tokenizer`; the second PR is the more complete version because it also adds test coverage.", - "confidence": 0.97, + "summary": "Both pull requests patch the same Mistral regex pre-tokenizer AttributeError in the same file and target the same issue; 45317 is the more complete version because it includes tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same code fix as 45086 and adds tests, making it the more complete representative of the change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same code path as 45086 but is more complete, adds test coverage, and appears to be the fuller submission for issue 45081.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best single PR candidate: same underlying bug fix as 45086, plus validation via tests, so it is the most complete mergeable patch.", + "best_pr_reason": "45317 is the strongest representative of the cluster because it addresses the exact bug with the same core code change and includes tests; 45086 is an earlier, slimmer variant.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete fix in the same function and file: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` to avoid the AttributeError; 45317 just adds tests and is a fuller version of the same change." + "reason": "Same underlying AttributeError in _patch_mistral_regex, same file, same explicit issue target, and the diffs are materially the same fix with 45317 adding tests." } ] }, @@ -25442,7 +25352,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25458,12 +25368,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "5e5398144e105e754d0ef5045b4393b5c5bcc26d2ef90059c26ac33971e9a563", + "prepared_review_unit_hash": "2bdcd08883b53d78c87a8c75564620362392fc771f4f0367b63bf4af3b27937e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25471,7 +25381,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25480,18 +25390,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs in the same NemotronH area, but they target different changes: one is a narrow inheritance/conversion refactor, the other introduces the dense/sparse NemotronH split with docs and tests. They are related, not duplicates.", - "confidence": 0.83, + "summary": "Two open NemotronH PRs overlap in files but target different changes: one is a narrow inheritance/conversion refactor, the other is a broader model-split and docs/model registration update. They are related, but not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR: it is the broader, more complete implementation affecting the model split, auto-mapping, docs, and tests, while #45115 is a narrower refactor focused on inheritance and conversion mapping.", + "canonical_pr_reason": "No clear duplicate pair here. If one PR must represent the cluster, #45569 is the better umbrella because it covers the larger end-to-end NemotronH split, while #45115 is a narrower conversion/inheritance refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the main user-facing NemotronH change set and is more likely to subsume adjacent follow-up work; #45115 looks like a supporting internal refactor rather than the primary change.", + "best_pr_reason": "#45569 is the strongest standalone candidate because it bundles the user-facing model split, auto/model registration, docs, and tests. #45115 looks like a partial implementation step rather than the full change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same underlying bug/change: #45115 refactors NemotronH to inherit GraniteMoeHybrid and adds checkpoint conversion mappings, while #45569 splits NemotronH into dense/sparse variants and updates docs/tests. They would not plausibly be merged as one PR." + "reason": "They share NemotronH files, but the concrete changes differ: #45115 focuses on inheriting GraniteMoeHybrid and conversion key renames, while #45569 introduces separate nemotron_h_dense/nemotron_h_sparse paths plus docs and API wiring. Same subsystem, not the same underlying change." } ] }, @@ -25505,7 +25415,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25521,7 +25431,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "3fc97dbff9b143fe7226fdf6d7f04d8b2d1a5324811a698c712573c2ccecf981", + "prepared_review_unit_hash": "e90d52140bad21358ceee4d2710356f61cf120dfd23d74b087d5f1710a9b17d1", "component_budget": { "node_count": 2, "item_count": 2, @@ -25543,18 +25453,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but not duplicate PRs: #45332 implements broad heterogeneous model support, while #45333 is a narrower per-layer configuration subset. They overlap heavily in docs/config code, but they are not the same concrete change.", - "confidence": 0.9, + "summary": "Two overlapping PRs in the heterogeneous-modeling area, but they are not duplicates: one is a narrow per-layer configuration PR and the other is a much broader heterogeneous modeling implementation.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical PR because it covers the full heterogeneous-model feature set, including configuration plus modeling/integration changes, whereas #45333 is only the configuration slice.", + "canonical_pr_reason": "PR 45332 is the broader, more representative change: it includes the configuration work plus modeling, cache, masking, and integration updates, whereas PR 45333 is focused mainly on per-layer configuration support.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because it is the most complete end-to-end implementation of the heterogeneous support work.", + "best_pr_reason": "PR 45332 is the best single representative for the cluster because it covers the full heterogeneous-model support stack and subsumes the configuration-only subset.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Do not merge as duplicates: #45333 is a narrower config-only PR, while #45332 adds broader modeling/integration support and additional files. They overlap, but they are not the same underlying change and would not naturally collapse into one PR." + "reason": "Related but not the same underlying change. PR 45333 is a configuration-only subset, while PR 45332 expands into broader modeling and integration code paths; they would not cleanly collapse into one duplicate PR." } ] }, @@ -25568,7 +25478,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25584,12 +25494,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "bcad4894153cf3f6daf9dfbef2df183e3d2c24af2b307969ddf9e23e0aa3fa2f", + "prepared_review_unit_hash": "2262995e31ff106aeed5484eb8b8fad017d921b5f2bf065afa0ed9ffea3fc1fc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25597,7 +25507,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25606,18 +25516,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-focused, but they address different scopes: #45415 is a broad per-file type-checking rollout across many modules, while #45425 adds typing support helpers and model-specific type fixes in core utility files. They overlap on some shared typing infrastructure, but not the same concrete bug/change.", - "confidence": 0.88, + "summary": "These are both typing-related maintenance PRs, but they address different changes: #45415 is a broad repo-wide type-checking pass and config relaxation, while #45425 adds focused typing aliases/protocols and related code updates. They are not the same underlying fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the better representative of the cluster because it is more self-contained and centered on shared typing abstractions in core files, whereas #45415 is a wide, multi-module type-checking sweep.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45425 is the clearest standalone PR in the set; it targets a specific typing compatibility problem and has a tighter, more coherent change set than the broad type-checking pass in #45415.", + "best_pr_reason": "#45425 is the more coherent standalone PR: it introduces specific typing helpers and targeted code updates. #45415 is a much broader type-checking sweep with unrelated config changes, so it is not a better duplicate anchor.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They are both typing-related, but #45415 is a broad enablement pass across many modules and #45425 is a targeted fix to typing helpers/core utilities. Shared files alone do not indicate the same underlying change or a PR that could realistically be merged as one." + "reason": "Both are typing-related, but they fix different things. #45415 is a broad type-checking/config cleanup across many files; #45425 adds specific typing aliases/protocols and adjusts a few integration points. Shared filenames are incidental, not evidence of the same change." } ] }, @@ -25631,7 +25541,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25647,12 +25557,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "8e1a6b1f5f3b73ce030c7d7dad8523272f483bf08776ac23d0afdb52418005f8", + "prepared_review_unit_hash": "346f72b125df06a8349ee7cf56a073e2c56deefeb17f696dd843c76039f84372", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4506, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25660,7 +25570,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4506, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25669,18 +25579,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are PRs about expert-parallel loading, but they target different failure modes and code paths: one fixes config serialization/`has_ep` for accelerate+DeepSpeed ZeRO-3 loading, the other fixes experts being overwritten during FSDP2 loading. They are related in subsystem but not the same underlying bug or mergeable change set.", - "confidence": 0.93, + "summary": "Both PRs are about expert parallelism loading, but they target different failure modes and code paths: one fixes DeepSpeed ZeRO-3 / accelerate launch config handling, the other fixes FSDP2 rank-0 broadcast overwriting expert parameters. They are related but not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the two PRs address different EP-loading bugs, with only superficial overlap in `modeling_utils.py` and the broad expert-parallel theme.", + "canonical_pr_reason": "PR #45662 is the better canonical PR for this cluster because it addresses a more concrete EP parameter corruption bug in the loading path; #45548 is a separate, narrower ZeRO-3/accelerate serialization fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the stronger standalone candidate because it fixes a concrete, narrowly described overwrite bug with a multi-file implementation tied to a specific loading path; PR 45548 is a separate accelerate/ZeRO-3 serialization fix.", + "best_pr_reason": "PR #45662 is the strongest standalone fix here: it targets a specific and harmful overwrite path for expert weights, with code changes across the loading stack. PR #45548 is also valid, but it solves a different EP loading problem.", "soft_edge_verdicts": [ { - "left": "Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", - "right": "Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", + "left": "pull_request:45548", + "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and loading paths: ZeRO-3/accelerate config handling vs FSDP2 rank-0 broadcast overwriting experts. Shared EP context and `modeling_utils.py` are not enough to merge." + "reason": "Both concern EP loading, but #45548 is about preserving distributed_config and enabling EP under accelerate/ZeRO-3, while #45662 fixes experts being overwritten during FSDP2 loading/broadcast. Different bug, different code path, not mergeable as one PR." } ] }, @@ -25694,7 +25604,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25710,7 +25620,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "d21fc01a6ebdb718bb85b7a7cadc804dda560a350478873c495e73c3b1aed15b", + "prepared_review_unit_hash": "86739d389891d6232391393e1e4d2f198235ab1853ec4b41506dae34532a8c6c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25732,18 +25642,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info logging collision around patched testing debug artifacts; 45645 appears to be the broader, more complete version that also updates CI log collection.", + "summary": "Both PRs address the same xdist collision problem around captured_info/debug logs, with overlapping changes in the same testing utility path and the same target issue. PR 45645 is the broader, more complete version because it also updates CI log collection to handle multiple worker files.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "Choose PR 45645 as canonical because it covers the xdist-safe captured_info write path plus the CI workflow change needed to read multiple per-worker artifacts, making it the more complete representative of the fix.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe file naming fix and the downstream CI workflow change needed to preserve and aggregate all captured_info artifacts.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best cluster representative: it directly fixes the underlying artifact collision and also preserves debug log visibility in CI, whereas 45639 is a narrower subset of the same change.", + "best_pr_reason": "PR 45645 is the best representative PR for this cluster: it addresses the same concrete bug as 45639 and additionally fixes artifact collection in CI, making it the more complete change set.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs target the same concrete bug: xdist collisions for captured_info debug artifacts. 45645 includes the same xdist-safe write behavior and adds the matching CI-side file handling, so they are effectively the same change set at different breadths." + "reason": "Both PRs fix the same underlying xdist collision in patched testing debug logs/captured_info output, share the same target issue and core file changes, and could plausibly be merged as one combined change." } ] }, @@ -25757,7 +25667,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25823,7 +25733,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25839,40 +25749,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "9de54f14e1f2ecf8b908055980224dcd0c17fc3f7d2a67a796766353aefc656c", + "prepared_review_unit_hash": "457461706b20b97238a1fe5bc6f124dcd8194588a3e74bfb1be159464124e275", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs that only overlap superficially around tests/model files. PR #45932 is a CI/grafana-oriented patch with model/config tweaks, while PR #46100 is a separate test migration adding kernel and ViT test files. They should not be merged as duplicates.", - "confidence": 0.97, + "summary": "These two PRs are not the same underlying change: #45932 is a mixed workflow/model-implementation tweak for grafana/testing, while #46100 is a broad test migration adding DDP and model test files. They do not look mergeable as one PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR here: #45932 and #46100 address different changes and different code paths, so neither can stand in for the other.", + "canonical_pr_reason": "#45932 is the better cluster anchor because it contains the more concrete runtime/model change, whereas #46100 is primarily test infrastructure/migration work.", "best_issue_reason": null, - "best_pr_reason": "#46100 is the more coherent standalone PR, but it is still distinct from #45932 and not a duplicate candidate.", + "best_pr_reason": "#45932 is the most representative PR for the cluster if one must be chosen, but it is still not a duplicate of #46100.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the overlap is only broad test/model activity. #45932 includes CI secret wiring and model/config edits, while #46100 adds kernel/DDP and ViT test migration files; they do not fix the same concrete bug or implement the same change." + "reason": "Different underlying work: #45932 changes CI/workflow and model code (e.g. AIMv2 embeddings, mappings), while #46100 adds kernel/test migration files and new tests. No shared files or concrete code-path fix to merge into one PR." } ] }, @@ -25886,7 +25796,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25902,12 +25812,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "5758ba721b58e181d2b8b583490b1330fe7f97e31cea8b2e45536a985be8cefb", + "prepared_review_unit_hash": "27c75bb31a5aa23ffcd5736e6aa8863aa680589c12789fb5a56fa6d897a45917", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25915,7 +25825,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25924,18 +25834,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap on a few distributed files, but they are not the same concrete change. #46126 is a focused EP + Trainer integration PR, while #46269 is a much broader distributed branch-base PR that bundles FSDP, CI, generation, and multiple unrelated model/integration updates.", - "confidence": 0.82, + "summary": "The two PRs overlap in distributed/MoE code, but they are not the same change. PR #46126 is a focused EP + Trainer integration patch, while PR #46269 is a broad distributed branch-base PR spanning many unrelated subsystems. The soft duplicate candidate should be rejected.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the better canonical representative for the specific EP/Trainer feature work because it is narrowly scoped to that code path; #46269 is a broad umbrella branch containing many unrelated distributed changes.", + "canonical_pr_reason": "PR #46126 is the more specific, self-contained feature/change; #46269 is a wide umbrella branch-base PR rather than the same concrete fix.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the strongest standalone PR in this cluster: it targets one coherent feature and has a clearer mergeable change set than the wide-ranging branch-base PR #46269.", + "best_pr_reason": "PR #46126 is the best representative of the targeted EP/Trainer integration work because it has a clear, narrow scope and directly addresses one code path.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames alone are not enough here. #46269 touches many other subsystems (FSDP, CI, generation, integrations, model loading), so it does not look like the same underlying bug/change as the focused EP + Trainer integration in #46126." + "reason": "They share a few distributed filenames, but #46269 is a broad branch-base PR touching many unrelated areas, not the same concrete bug/change as #46126. They would not plausibly be merged as one duplicate PR." } ] }, @@ -25949,7 +25859,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26003,7 +25913,7 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "b3b4a447779d40802fb941607af29346f0ccdc1d3c4aff566737dc21c9cefb2d", + "prepared_review_unit_hash": "eb28a5ab178f0b9a21e3251a2f96ec58c00bcac1a422226f392a5f0428c25361", "component_budget": { "node_count": 10, "item_count": 10, @@ -26025,198 +25935,222 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated CI/workflow maintenance PRs. The only tight mini-cluster is the pr-ci-security-gate file, but those PRs are separate hardening follow-ups, not one duplicate fix.", + "summary": "This is a heterogeneous cluster of small workflow chore PRs. There is one loose subcluster around pr-ci-security-gate.yml, but those PRs make different security/permissions/comment/secret-handing changes, so they should not be merged as duplicates.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive representative: it makes the first major pr-ci-security-gate hardening change by adding a checkout step and explicit workflow/CI-file diff checks.", + "canonical_pr_reason": "PR 46554 is the most substantive and central workflow change in the only related subcluster (pr-ci-security-gate.yml); the others are either narrower follow-ups or unrelated workflow edits.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best overall exemplar of the cluster because it is the clearest concrete security/workflow change; the rest are smaller or unrelated workflow tweaks.", + "best_pr_reason": "PR 46554 is the best representative anchor for triage because it contains the main security-gate logic change and is more meaningful than the later small tweaks in the same file.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate security checks; different workflow and different problem." + "reason": "Different workflow files and different behavior: stdin handling for self-comment CI vs security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate permissions/approval gating; unrelated changes." + "reason": "Different workflow areas; one updates self-comment CI invocation, the other tightens pr-ci-security-gate permissions/approval." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate reusable-workflow note; unrelated change." + "reason": "Unrelated changes in different workflow contexts; not the same underlying bug or fix." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate secrets tightening; unrelated change." + "reason": "Different concerns in the same general repo area, but not the same concrete change or bug." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Self-comment CI message piping fix vs build-ci-docker message quoting; different workflow and code path." + "reason": "Different workflow files and command contexts; these are separate fixes, not duplicates." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening vs benchmark workflow_dispatch enablement; unrelated CI jobs." + "reason": "SSH runner hardening vs benchmark dispatch triggering; unrelated code paths." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH runner hardening vs anti-slop permissions move; different workflow and issue." + "reason": "Different workflow files and distinct changes; no shared bug." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner hardening vs assign-reviewers checkout ref change; unrelated changes." + "reason": "Unrelated workflow edits; not the same underlying issue." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner hardening vs pr-ci-security-gate security checks; different workflow and fix." + "reason": "Different workflows and different problems: runner/security cleanup vs PR CI gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner hardening vs pr-ci-security-gate permissions/approval gating; unrelated changes." + "reason": "Separate workflow changes with different goals; not a duplicate pair." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow changes; no single concrete fix in common." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Distinct SSH-runner changes versus pr-ci-security-gate secret handling." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions change vs benchmark workflow_dispatch support; different workflows." + "reason": "Both are workflow chores, but they touch different files and solve different problems." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permissions change vs assign-reviewers checkout ref; unrelated workflow updates." + "reason": "Different workflows and different edits; not the same change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions change vs build-ci-docker message quoting; unrelated fixes." + "reason": "Separate workflow file updates with no common concrete bug." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop permissions move vs pr-ci-security-gate security checks; different workflow and problem." + "reason": "Unrelated workflow modifications; one is anti-slop permissions, the other is PR CI security gating." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref vs benchmark workflow_dispatch support; unrelated changes." + "reason": "Assign-reviewers checkout fix vs benchmark workflow trigger change; unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Assign-reviewers checkout ref vs build-ci-docker message quoting; unrelated workflow fixes." + "reason": "Different workflow files and distinct behavior changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout ref vs pr-ci-security-gate hardening; different workflow and code path." + "reason": "No shared concrete bug; different workflow paths." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow_dispatch support vs build-ci-docker quoting fix; unrelated workflows." + "reason": "Benchmark dispatch enablement vs command quoting fix in build-image workflow; separate issues." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark workflow_dispatch support vs pr-ci-security-gate hardening; unrelated changes." + "reason": "Different workflows and different problem domains." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate workflow security checks; different fixes." + "reason": "Same repo area but different concrete fixes in different workflows." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate approval/permissions gating; unrelated changes." + "reason": "Different workflow logic changes; not the same underlying bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Separate workflow updates with no single shared fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow change scopes; not duplicates." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but one adds checkout/diff-based security checks while the other changes permissions and approval gating; not the same underlying fix." + "reason": "Both touch pr-ci-security-gate.yml, but they address different layers: new security checks vs permissions/approval plumbing." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but separate pr-ci-security-gate hardening steps; not one duplicate change." + "reason": "A comment-only reusable-workflow note is not the same change as the security-check logic update." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but checkout/diff checks vs secrets tightening are separate changes." + "reason": "Security gate secret handling in the caller is a different change from the workflow-file checks added in 46554." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating vs reusable-workflow note; different pr-ci-security-gate edits." + "reason": "Different small follow-up changes in the same file, but not the same concrete fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval gating vs secrets tightening; different security changes." + "reason": "Permissions/approval tweak vs secrets passthrough change; distinct modifications." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Reusable-workflow note vs secrets:{} change; related theme but not the same concrete fix." + "reason": "Comment/documentation note versus secrets:{} behavior change; not the same underlying bug." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate reusable-workflow note; unrelated changes." + "reason": "Different workflow files and unrelated fix scopes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening vs pr-ci-security-gate reusable-workflow note; unrelated workflows." + "reason": "SSH-runner hardening versus pr-ci-security-gate commentary; unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate secrets tightening; unrelated changes." + "reason": "Build-image command parsing fix vs pr-ci-security-gate secret handling; different issues." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH runner hardening vs pr-ci-security-gate secrets tightening; unrelated workflows." + "reason": "Unrelated workflow changes with no shared code path." } ] }, @@ -26230,7 +26164,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26293,7 +26227,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26309,7 +26243,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "22e745d1e52957deab97a11debbd3651cbe6aaba1b7b4805db8cca63704426d9", + "prepared_review_unit_hash": "3e636dc01b888543287a2cc499879a07cc890e1fe257b3ba00959235c1807175", "component_budget": { "node_count": 2, "item_count": 2, @@ -26331,18 +26265,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs harden path handling, but they fix different code paths and different attacker-controlled inputs: one validates shard filenames from a checkpoint index, the other validates `transformers_weights` from config resolution. They are related security themes, not duplicates.", - "confidence": 0.96, + "summary": "Both PRs are security hardenings against path traversal, but they fix different checkpoint-loading inputs and different code paths: one guards shard filenames from a sharded index, the other guards the `transformers_weights` config field. Related theme, not a duplicate change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46890 is the better representative only because it targets the clearer, higher-level config field validation; PR 46281 is a separate shard-index traversal fix in a different loader path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46890 is the strongest standalone item in this cluster: its title and diff clearly describe a concrete validation fix, while PR 46281 addresses a different underlying source of paths and should not be merged with it as a duplicate.", + "best_pr_reason": "PR 46281 is the better representative of the cluster\u2019s theme because it fixes the sharded-checkpoint loader directly and includes a concrete containment check on index-supplied shard paths.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both are path-traversal mitigations, but they protect different inputs in different functions (`weight_map` shard filenames vs `transformers_weights` config field). They do not look like the same underlying bug and would not plausibly be one merged PR." + "reason": "Same security class, but different untrusted inputs and different loader paths; they are not the same concrete bug and would not plausibly be merged as one PR." } ] }, @@ -26356,7 +26290,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26372,7 +26306,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "466f8306ed1ae5986b927f6bfff98d6c486be10a0463bf260b6854e3e352d3b7", + "prepared_review_unit_hash": "d3fa855bda0870dea85038ab2fa1a5f6ce8057b5fef5a342957411e2222153bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -26394,18 +26328,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate tokenizer-related PRs, but they fix different bugs: CodeLlama decode stripping in one file vs. DeepSeek checkpoint-to-tokenizer-class selection in AutoTokenizer.", - "confidence": 0.98, + "summary": "Two open PRs in the tokenizer area, but they fix different bugs: CodeLlama decode stripping of real leading spaces vs. DeepSeek-Coder/LLM being routed to the wrong tokenizer class on load. They are related only by broad subsystem, not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46580 is the better cluster representative because it addresses a broader tokenizer-loading bug in shared auto tokenization code and affects multiple checkpoints, making it the more general fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the more self-contained concrete bug fix, but it is not a duplicate of #46580; the cluster does not have a single canonical PR.", + "best_pr_reason": "PR #46580 is the strongest standalone candidate in this set: it fixes a concrete model-loading path in `tokenization_auto.py` and has wider impact than the more narrowly scoped CodeLlama decode change.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: #46574 fixes CodeLlama decoder behavior on decode, while #46580 changes AutoTokenizer mapping for DeepSeek checkpoints. They are not plausibly one merged PR." + "reason": "Different code paths and symptoms: one changes CodeLlama decode behavior, the other changes auto-tokenizer class selection for DeepSeek checkpoints. They are not the same bug and would not plausibly merge into one PR." } ] }, @@ -26419,7 +26353,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26437,46 +26371,46 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "3b4303af82d0ad3d440535d2a12a98e32dee00c0be9951b089135473efd75f5c", + "prepared_review_unit_hash": "de9ee4aa5f59ff15837330cc728c1e1849aef866c7bf31308ceaf3f9a71af8cc", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6603, - "estimated_input_tokens": 1651, - "estimated_eval_tokens": 3558 + "serialized_chars": 6605, + "estimated_input_tokens": 1652, + "estimated_eval_tokens": 3560 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6603, - "estimated_input_tokens": 1651, - "estimated_eval_tokens": 3558 + "serialized_chars": 6605, + "estimated_input_tokens": 1652, + "estimated_eval_tokens": 3560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated open PRs: one validates QuantizedCache layer types, one fixes prompt lookup decoding length capping, and one tightens generation argument validation for empty token lists. No duplicate cluster is apparent.", - "confidence": 0.98, + "summary": "All three PRs are unrelated bug fixes; the soft similarity is superficial (shared generation/cache vocabulary) but they address different code paths and failure modes.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs fix separate issues in cache validation, prompt lookup decoding length handling, and logits validation.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good canonical target; the three changes address different code paths and different bugs, so they should remain separate.", + "best_pr_reason": "46993 is the cleanest standalone bug fix with a focused code change and test coverage, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different features and failure modes: cache-layer validation vs prompt lookup decoding length handling. No shared code-path bug." + "reason": "Different subsystems and bugs: QuantizedCache layer-type validation vs prompt lookup decoding max_length handling." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both are generation-related, but they fix separate issues: max_length budgeting in candidate generation vs validation of empty lists in logits processors." + "reason": "Both are generation-related, but one fixes candidate length capping while the other adds validation for empty bad_words_ids / sequence_bias inputs; they are not the same change." } ] }, @@ -26490,85 +26424,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 33, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47016-3", - "nodes": [ - "pull_request:47016", - "pull_request:47048", - "pull_request:47066" - ], - "soft_pairs": [ - "pull_request:47016|pull_request:47048", - "pull_request:47016|pull_request:47066", - "pull_request:47048|pull_request:47066" - ], - "prepared_review_unit_hash": "164c7fddbcaaec4a8483c96806486bb69cb0bbefef69916befccd4b0dda63c48", - "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7337, - "estimated_input_tokens": 1835, - "estimated_eval_tokens": 3926 - }, - "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7337, - "estimated_input_tokens": 1835, - "estimated_eval_tokens": 3926 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These PRs all address the same Hungarian-matcher crash mode from non-finite cost matrices, but on different DETR-family code paths. PR 47048 is the broadest representative; 47048 and 47066 are close enough to treat as duplicates of the same fix pattern, while 47016 is RT-DETR-specific and distinct.", - "confidence": 0.81, - "canonical_issue_reason": null, - "canonical_pr_reason": "47048 is the broadest representative: it patches the shared object-detection matcher path plus DETR/Grounding DINO tests, directly addressing the non-finite cost crash with the same guard pattern.", - "best_issue_reason": null, - "best_pr_reason": "Best stand-alone fix because it targets the core failure mode (NaN/Inf cost matrices causing linear_sum_assignment to fail) in a shared matcher path and includes regression coverage.", - "soft_edge_verdicts": [ - { - "left": "pull_request:47016", - "right": "pull_request:47048", - "accept": false, - "reason": "Same failure symptom, but different concrete matcher implementations (RT-DETR vs DETR/Grounding DINO). This is model-specific, not the same code path." - }, - { - "left": "pull_request:47016", - "right": "pull_request:47066", - "accept": false, - "reason": "Both fix Hungarian matching overflow, but on separate model families and separate loss implementations. Too path-specific to merge as duplicates." - }, - { - "left": "pull_request:47048", - "right": "pull_request:47066", - "accept": true, - "reason": "Both apply the same nan_to_num guard before Hungarian assignment to prevent infeasible cost matrices, and they could plausibly be merged into one PR covering all affected matcher implementations." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 32, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26584,7 +26440,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "4deb20943d69e3ac97048f9e7d195ab54702a1c9676f60497360487719c91796", + "prepared_review_unit_hash": "d1cb65322635664a2e772e75651749f355302b1b17fdd48bebc67a3ed51b1482", "component_budget": { "node_count": 2, "item_count": 2, @@ -26606,18 +26462,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xLSTM train-mode failure in `modeling_xlstm.py` around `return_last_states=False` in padding-aware training; the later PR appears to subsume the narrower fix and adds the related cache handling/tests.", - "confidence": 0.78, + "summary": "Both PRs address the same xLSTM train-mode crash in `modeling_xlstm.py` around `return_last_states`/cache handling, and both target the same upstream issue. PR 47046 looks like the more complete fix because it includes tests and broader handling, while 47026 is a narrower workaround.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47046 is the better canonical PR because it targets the same xLSTM train-mode crash but appears more complete, covering the broader `return_last_states=False` / `use_cache` failure path and adding tests.", + "canonical_pr_reason": "PR 47046 is the better canonical PR: it addresses the same xLSTM train-mode crash as 47026 but appears more complete, with test coverage and broader handling of the failing forward path.", "best_issue_reason": null, - "best_pr_reason": "PR #47046 is the strongest representative of the cluster: same file, same issue target, same train-mode crash class, with the broader and more polished fix.", + "best_pr_reason": "PR 47046 is the best global PR candidate because it matches the same concrete bug, is more comprehensive than 47026, and is the stronger mergeable fix for the shared xLSTM forward crash.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", "accept": true, - "reason": "Both PRs fix the same concrete xLSTM forward-path crash in training mode when `return_last_states=False` (same file and issue target). The later PR looks like an expanded version of the same fix, so they are suitable to cluster as duplicates/overlaps." + "reason": "Accept: both PRs fix the same underlying xLSTM train-mode failure in the same file and against the same issue target; the changes are plausibly combinable into one PR rather than separate concerns." } ] }, @@ -26630,8 +26486,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 33, + "component_index": 32, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26659,12 +26515,12 @@ "pull_request:47060|pull_request:47076", "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "7d6d4aaf265bbb1837b82869496e24baa99d2c5ed6b9e25737ec38e87d4834f8", + "prepared_review_unit_hash": "ed688fc8abd627ab3d855d24faa23c76f49172bae02c92d067b5608bbc4ad175", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15763, + "serialized_chars": 15762, "estimated_input_tokens": 3941, "estimated_eval_tokens": 8138 }, @@ -26672,7 +26528,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15763, + "serialized_chars": 15762, "estimated_input_tokens": 3941, "estimated_eval_tokens": 8138 }, @@ -26681,66 +26537,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all thematically related multimodal pipeline/processor fixes, but they target different concrete bugs and code paths. There is no true duplicate PR cluster here; the overlap is mostly around shared subsystems like AnyToAnyPipeline and model processors.", - "confidence": 0.96, + "summary": "These PRs are all in the multimodal/pipeline area, but they target different concrete bugs and code paths: stop-sequence handling, Voxtral audio-format validation, generation-kwarg routing, Qwen batched decoding, AnyToAny key normalization, and Gemma4 placeholder validation. None look like true duplicates of one another.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47051 is the broadest representative of the shared multimodal pipeline layer: it changes AnyToAnyPipeline and image_text_to_text parameter routing, so it best captures the cluster\u2019s common theme without being tied to a single model-specific fix.", + "canonical_pr_reason": "PR 47051 is the broadest representative of the cluster because it centralizes generation-kwarg routing across multimodal pipelines and also touches one of the shared pipeline files.", "best_issue_reason": null, - "best_pr_reason": "PR 47051 is the best single PR to represent the cluster because it sits in the central pipeline code path and overlaps with the other pipeline-focused change areas more than the model-specific processor fixes do.", + "best_pr_reason": "PR 47051 is the best single representative of the set, but only as an umbrella multimodal-pipeline plumbing change; it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:47032", - "right": "pull_request:47051", + "right": "pull_request:47045", "accept": false, - "reason": "Both touch image_text_to_text.py, but one fixes stop_sequence handling while the other forwards generation kwargs. Related area, different bug and different fix." + "reason": "Different bugs: image-text-to-text stop-sequence forwarding vs Voxtral audio-array format handling." }, { "left": "pull_request:47032", - "right": "pull_request:47045", + "right": "pull_request:47051", "accept": false, - "reason": "Image-text-to-text stop sequence logic and Voxtral audio-format validation are unrelated model/pipeline bugs." + "reason": "Related only by pipeline generation plumbing; one fixes stop_sequence behavior, the other routes direct generation kwargs." }, { "left": "pull_request:47045", "right": "pull_request:47076", "accept": false, - "reason": "Voxtral audio encoding/format handling and Gemma4 placeholder validation are distinct processor behaviors in different model families." + "reason": "Different processor concerns: Voxtral audio encoding requirements vs Gemma4 image/audio placeholder validation." }, { "left": "pull_request:47045", "right": "pull_request:47074", "accept": false, - "reason": "These affect different paths: Voxtral audio array encoding versus AnyToAnyPipeline multimodal key normalization." + "reason": "Voxtral audio-array serialization is unrelated to AnyToAny multimodal input key normalization." }, { "left": "pull_request:47051", "right": "pull_request:47074", "accept": false, - "reason": "Both are in AnyToAnyPipeline, but one routes generation kwargs and the other normalizes input keys; not the same concrete change." + "reason": "Both touch AnyToAnyPipeline, but one forwards generation kwargs while the other normalizes input keys; not the same underlying change." }, { "left": "pull_request:47051", "right": "pull_request:47060", "accept": false, - "reason": "Multimodal pipeline kwarg forwarding and Qwen Omni batched post-processing are separate issues in different components." + "reason": "Different model/pipeline bugs: generation-kwarg routing vs Qwen Omni batched post-processing output shape handling." }, { "left": "pull_request:47060", "right": "pull_request:47074", "accept": false, - "reason": "Qwen Omni batched decode handling and AnyToAnyPipeline input normalization do not address the same underlying bug." + "reason": "Qwen Omni batch decode fix is unrelated to AnyToAny input-key normalization." }, { "left": "pull_request:47060", "right": "pull_request:47076", "accept": false, - "reason": "Different model processors and different failure modes: Qwen output decoding versus Gemma4 input placeholder validation." + "reason": "Different model-specific issues: Qwen Omni batched decoding vs Gemma4 placeholder construction/validation." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "AnyToAnyPipeline key normalization and Gemma4 processor validation are unrelated fixes." + "reason": "Both are multimodal, but one normalizes pipeline keys and the other validates Gemma4 audio placeholders; different code paths and fixes." } ] }, diff --git a/analysis/current/manifest.json 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evidence." + }, + { + "cluster_id": "cluster-46927-6", + "canonical_pr_number": 46927, + "duplicate_pr_numbers": [ + 46949, + 46951, + 46971, + 47056, + 47058 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46927-6 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46986-2", + "canonical_pr_number": 46986, + "duplicate_pr_numbers": [ + 47006 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46986-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47013-3", + "canonical_pr_number": 47026, + "duplicate_pr_numbers": [ + 47046 + ], + "target_issue_number": 47013, + "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-6", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 9 inbound references.", + "score": 171.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..a7963bc6db5db350008091ba768fceffd0e67b29 --- /dev/null +++ b/snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26611 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260706T180017Z", + "generated_at": "2026-07-06T18:14:25Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + 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"issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "537b93318a3acd3b93e9cf323d682751cef0c8e81caac0821f4f6394771b3967", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46561, + "estimated_input_tokens": 11641, + "estimated_eval_tokens": 23538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated bug reports across model-specific failures, docs regressions, and backend incompatibilities. The strongest true duplicate pair remains the DeepSpeed ZeRO-3/BertModel index-out-of-bounds reports, while most soft links are only broad thematic similarity; the 45859/45902 pair should be treated as related but not confirmed duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest canonical issue because it has the strongest concrete duplicate evidence: issue:43638 describes the same DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds failure and reads like a near-duplicate follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall issue representative because it is a precise, self-contained bug report with the strongest duplicate signal in the cluster, unlike the broader theme-only matches elsewhere.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model and failure mode: missing config attribute vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and errors; shared GPU/MoE context is not enough to call them the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Image-preprocessor dtype mismatch vs AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different model/path: autocast dtype mismatch vs AMD GPU device issue." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model/example failures with no concrete shared bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Both mention MoE/GPU issues, but the concrete failures differ." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error vs device-map CUDA assert; no shared code-path bug." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs docs example cleanup; not the same issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they point to different removed references and different pages." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Training unpacking failure vs resume-with-remote-code issue are different bugs." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training problem vs YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch is not the same as device mismatch during forward." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different failure classes and different model paths." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Bert ZeRO-3 init bug vs training resume/remote-code bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-ish errors, but they occur in different model/code paths." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch vs video-token template mismatch are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue and Nemotron example breakage are not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video input StopIteration and resume-training failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT export are different components." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed failures: collective mismatch vs BertModel index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds bug; the second report is a near-duplicate of the first." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy call and GPT-OSS TP failure do not share a concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime failure vs LoRA weight merge inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure and remote-code model_class/config_class error are different loading paths." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and different device-mapping failures." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the concrete runtime errors are different." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpoint/FSDP recompute mismatch is not the same as mask indexing mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op limitation vs multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "They share the Qwen3_5MoeTextRotaryEmbedding theme, but the packet does not give enough evidence to confirm the same underlying bug; one is CPU-offload compatibility while the other is uninitialized memory after meta->to_empty(cuda) materialization." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing issue and CustomTrainer keyword-arg regression are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 init bug and GPT-OSS TP issue are different model paths." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Same as above: different model and failure mode." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures with no shared code-path evidence." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error and AMD GPU device issue are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup and video token/template mismatch are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report; these read as duplicate compatibility regressions." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch vs reverse embedding lookup are different problems." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing issue and Qwen3 device-map CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch-version incompatibility vs Qwen-3 NVFP4 runtime error are different." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS int histogram limitation are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo tracing error and Mistral image-preprocessor dtype mismatch are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different precision/runtime failures." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid method and MPS histogram limitation are not the same issue." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models and different backend-specific failures." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model paths and distinct error mechanisms." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model path and likely fix differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they reference different removed docs items." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS int histogram limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger cross-entropy invocation and mask/index shape mismatch are different issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it is a bit too strong on one soft-edge accept: issue:45859 vs issue:45902 are clearly related by component/theme, but the packet does not give enough evidence to confidently call them the same underlying bug. A more conservative verdict would keep that as related/uncertain rather than accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "b01781151f916c320ec080bc747aa6832ceabc9b00ee8b303eba07be8af84e16", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40044, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports. The only clear duplicate groups are the ZeRO-3 index-error reports and the AutoTokenizer token-ID regression reports; the rest describe different models, subsystems, or failure modes.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the best representative issue because it describes the broadest, most general regression in this cluster: AutoTokenizer returning wrong token IDs across multiple model families in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest overall issue to anchor the cluster because it captures a wider, cross-model tokenizer regression rather than a narrow single-model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different problems: torch/version compatibility vs distributed-disabled PyTorch support regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures in different integration paths; one is a vLLM model-load issue, the other is a build/config compatibility break." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint vs missing model weights loaded; not the same code-path bug." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 loading/index-out-of-bounds failure during model initialization; the model names differ, but the underlying bug looks shared." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated symptoms: Gemma3 config attribute error vs Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "One is a pipeline docs mismatch, the other is outdated run-command documentation; same area, not same bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and failures: AMD GPU execution vs table-question-answering crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy call vs Qwen3.5 video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug vs RAG docs issue; not the same change." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different Qwen3.5 multimodal failures: device-map forward mismatch vs video chat-template feature/token mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure is not the same as Gemma4 device mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt/NVFP4 compatibility are different root causes." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading bug is unrelated to RAG docs." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same AutoTokenizer wrong-token-ID regression after the v4\u2192v5 transition, just across different model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption vs checkpoint loading implementation bug; not duplicate." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime issue is unrelated to RAG documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related issues, but they are on different models and different error conditions." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the reported failures and triggers differ enough that they do not clearly look like the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model-load/test failure is not the same as a corrupted checkpoint report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig breakage are different compatibility issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization bug vs table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model load failure is unrelated to pydantic model-field breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; not clearly the same code-path." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 loading index error and torch/version incompatibility are different root causes." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral dynamo tracing grouped_mm error is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model runtime issue is unrelated to table QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM config error and Gemma4 device mismatch are different model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure is unrelated to MPS histogram-not-implemented error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Gemma3TextConfig/vLLM attribute issue." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral tracing failure and MPS MOE histogram error are different execution paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are related only at a very broad MoE level, not the same concrete bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and non-template compile error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method in GraniteMoEHybrid is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head tying bug and corrupted checkpoint are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but the specific shapes, triggers, and model/loading contexts do not match closely enough." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn fallback gating and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in a config class is not the same as pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical issue choice is supported by the broader v5 AutoTokenizer token-ID regression, and the soft-edge decisions are generally cautious. The only borderline accept is issue:41762 vs issue:43596, but it is still defensible from the shared DeepSpeed ZeRO-3 index-out-of-bounds loading failure pattern." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44387|issue:45005", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:44863|issue:45005", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "32834c89644ca05d47fbe72418f69ebf346366e05396bbd5ec628e6eff664d3b", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36241, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and contains several unrelated bug reports; only a few pairs look like true duplicates or near-duplicates. The strongest overlaps are in tied-weight regressions, remote-code/custom-module cache collisions, validation-message bugs, and Qwen video-input regressions.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is the broadest, most representative issue in the set for a concrete v5 regression theme (tied weights), and it has the clearest overlap with another close report in the cluster. It is not a perfect umbrella for the whole cluster, but it is the best single issue anchor here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best representative issue because it is a concrete, high-signal regression report with a broad bug surface and the clearest chance of absorbing a related duplicate. The rest of the cluster is too mixed to make a better universal representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM versus GGUF gpt-oss support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related failures, but one is a generic mask/index mismatch and the other is TRL input-embedding unpacking; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but one is grouped_mm/dynamo tracing and the other is tensor-parallel support; distinct code paths." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both mention mismatches, but one is autocast dtype handling and the other is chat/completions streaming with Qwen3.5; different issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss architecture support versus Qwen3.5 streaming inference." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "OOM from int4 quantization is unrelated to the tied-weights regression in 45005." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different regressions: init_empty_weights argument handling versus pydantic PretrainedConfig field behavior." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to the pydantic model field breakage." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the reported paths are different: mask/tensor mismatch versus ZeRO-3 init with BertModel." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal mismatch reports, but one is image-preprocessor dtype handling and the other is video feature/token alignment." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch-version incompatibility are different problems." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are about Siglip2 behavior, but one is a relative embedding-quality complaint and the other is a functional AutoModel/pipeline regression; too weak to merge." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression class, centered on video feature/token/template mismatch across Qwen3.5/Qwen3-VL variants." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen3.5 multimodal/config issues: config unwrapping versus uninitialized rotary embedding memory." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/BertModel initialization failure and remote-code resume failure are separate bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are not the same code-path problem." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "One is image preprocessor dtype mismatch; the other is TRL unpacking of Qwen3.5 input embeddings." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to TRL embedding unpacking." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Both are model-evaluation complaints, but they concern different models and different failure modes." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same remote-code/custom-module cache collision class: incorrect module resolution because the cache/path identity is not unique enough." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": true, + "reason": "Both are tied-weights regressions; 43404 is a concrete instance of the broader weight-tying failure reported in 45005." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 load failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior does not match the tied-weights regression in 45005." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer behavior and docs mentioning the removed run command are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache-strategy docs is unrelated to the removed run-command docs issue." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied weights." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "These look like the same validation bug family: incorrect XOR-based input validation/error messaging, with 46463 as a T5-family instance." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within what is supported by the packet: it correctly characterizes the cluster as mostly heterogeneous, and the accepted soft pairs are phrased conservatively enough to be plausible duplicates/near-duplicates based on titles alone. The representative issue choice around issue:45005 is also grounded by the explicit tied-weights overlap with issue:43404." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:41553|issue:43883", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:41553|issue:43881" + ], + "prepared_review_unit_hash": "3dce5e01e1703b3ea09fa2124826276c54da29d01cc911f0ae318f4e9b309339", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. The clear duplicate families are the non-persistent-buffer regression reports, the Gemma4 quantized embedders dtype-cast bug, and the StaticCache/get_seq_length contract regression. Most other soft pairs are only loosely similar and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #43950 is the clearest, broadest statement of the non-persistent-buffer regression and best represents the duplicate family that includes #43644, #44534, and #45902.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best overall anchor in this set because it describes the core regression generically and clearly, with the strongest match to the accepted duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different failures and code paths: DeepSeek tokenizer output vs Qwen3 NVFP4 loading." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors in SigLIP2 vs a model-quality discrepancy in text embeddings." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer junk regression in Transformers v5; wording differs but the bug is the same." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss API break vs Gemma3 ZeRO-3 loading IndexError; unrelated failures." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression; both describe the same underlying materialization bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes constructor args vs missing Float8 storage." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is the narrower duplicate report." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and behaviors: dtype mismatch under autocast vs RLHF gradient explosion from 3D position_ids." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Model embedding quality complaint vs a general tokenization-version change; too broad and not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but one is a broad multi-model v5 issue and the other is a specific DeepSeek-Coder case." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the broader SigLIP2 text-embedding quality complaint." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same `cache.get_seq_length()` contract regression; one is the general API symptom, the other a specific prefill/non-CUDA failure mode." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer materialization regression; #45902 is a model-specific manifestation of the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different problems: SigLIP2 embedding quality vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention crash from misread packed sequence vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness is not the same as increased reserved memory/OOM under int4 quantization." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs non-persistent buffer materialization bug; different code paths." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise vs a specific model-loading failure; not the same underlying bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs Molmo tied-weight attribute error." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek tokenizer output bug vs Python 3.13 import_utils flash_attn KeyError; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs early-stopping metric selection issue; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading issues, but they are separate model-specific reports with no shared concrete failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "#45020 is a broad umbrella for remote_code breakage; #43643 is a specific AutoConfig field-loss issue and not clearly the same concrete bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model vs flash-attn2 fallback selection logic; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for Qwen2_5_VL class vs bitsandbytes Int8Params incompatibility; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs a separate GLM5 issue; no shared code path evident." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different loading bugs for different models; not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The selected anchor issue #43950 fits the duplicate family best, and the accepted soft pairs are plausible matches to the same underlying bugs. The rejected pairs are generally cautious and well-justified by differing symptoms or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:43881|issue:43883", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45020|issue:46661", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805", + "issue:41553|issue:44991" + ], + "prepared_review_unit_hash": "79652d7968eaf5744e9d61f6e5853bc575189aa8510bbc5203c5ceed5b75e80d", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A few soft pairs look like true duplicates, mainly the docs/pipeline-removal reports, the mask-shape IndexError reports, and the training-loss double-shift reproductions. Most other pairs are only loosely related by subsystem or model family and should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "44509 is the best canonical target among the duplicate-like issues: it gives the clearest, most complete description of the v5 docs regression and cleanly subsumes 43827.", + "canonical_pr_reason": null, + "best_issue_reason": "44509 is the strongest standalone issue in this set for triage/duplication cleanup because it is specific, actionable, and clearly represents the shared docs problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: an MPS histogram dtype error in MOE vs a device-mismatch forward issue in Gemma4 PLE." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both touch Mistral/flash-attn areas, but one is a tokenizer regex crash and the other is a flash-attn fallback gating problem; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Too broad vs too specific: remote_code regressions are not enough to show the Gemma4 device-mismatch is the same underlying issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Both involve model loading, but the titles point to different failure modes; one is TOKENIZER_MAPPING_NAMES handling, the other is a broad remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/path: Phi-tiny-MoE autocast dtype mismatch vs Gemma4 PLE device placement." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen LoRA/weights, but one is a version-compatibility loading failure and the other is a gradient-checkpointing warning; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but the specific Kimi-K2.5 codec regression is not the same as the broad remote_code breakage." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-specific load failures; no evidence they share the same root cause." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same tokenizer API area, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different regressions." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes init-arg incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve AutoModel loading, but one is text_config unwrapping for composite configs and the other is a remote-code config_class AttributeError." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both are TypeErrors around loading, but the underlying causes differ: bitsandbytes Int8Params vs init_empty_weights/_is_hf_initialized." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both report stale pipeline-task references after v5 removals, and 44509 is the fuller report." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but the reported mechanisms differ enough that they do not clearly share one concrete code-path bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different loading bugs: untied lm_head weights vs silent corruption of non-persistent buffers." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Broad remote_code breakage does not prove the specific config_class AttributeError is the same underlying issue." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift bug, with two model-specific reproductions of the same pattern." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model failure and _torch_extract_fbank_features() issue may be related, but the available evidence is too thin to treat them as the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is weight conversion/loading and the other is gradient averaging; different code paths." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective under PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different error classes and domains: a trainer compute_loss signature mismatch vs a tensor mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but the titles indicate different models and different missing-weight symptoms." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model load failures, but for unrelated model families and different failure modes." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion/position_ids fallout is unrelated to the flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video/multimodal regressions, but one is a broad video-input regression and the other is a StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight shape vs image processor segmentation maps." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-shape IndexError, with 44805 appearing to be the broader/generic duplicate of the concrete 41093 report." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading related, but Voxtral's bad error message and est-roberta's actual load failure are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are plausibly true duplicates from the titles/descriptions provided, and the rejected pairs are appropriately qualified rather than overstated. The canonical choice for the docs regression is also reasonable based on the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 6, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:41553|issue:44488", + "issue:43366|issue:44589", + "issue:44155|issue:45584", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44910|issue:46858", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:45672|issue:46899", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "437c1f71b6eda36ded3c8f4c1b470c4bf3a9c17ae7134715f6219e791ed8519e", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38361, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model- or backend-specific issues. The strongest duplicate pairs are the Transformers 5 custom-model init regression, the siglip2-base-patch16-224 bad-output regression, and the Gemma4 4-bit multimodal dtype-cast regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broader, cleaner report of the Transformers 5.0 custom model initialization regression; issue:43645 reads like a notebook-specific manifestation of the same breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue here: it is a clear, high-impact regression affecting all Granite models, with a precise symptom and broad user value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different bugs: Qwen3.5 PagedAttentionCache group-type failure versus NemotronH checkpoint-loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading problems, but they affect different model families and different code paths." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss architecture support versus a Phi-tiny-MoE dtype mismatch under autocast." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF issues; one is architecture support, the other is a sliding_window bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Deepspeed ZeRO3/BertModel index error versus a torch-version incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position embeddings, but the model families and concrete bugs are different." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different tokenizer/model cases and different failure modes." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared underlying code path; one is GGUF architecture support, the other is a float8 storage loading error." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/ASR bugs with different triggers and symptoms." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different causes and contexts: ZeRO3 training with non-pretrained Bert versus a general torch compatibility issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is an FSDP2 shared_kv_states training bug and the other is a device_map forward mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Distinct problems: Qwen3Moe fine-grained FP8 failure versus meta-device materialization issues." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: missing class import versus meta-device loading breakage." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated model-path failures: Mistral-3 image preprocessor dtype mismatch versus Qwen3-vl embedding StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption versus Kosmos2.5 long-input indexing." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is the notebook-specific form of 43646's broader report." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different issue domains: 3d_parallel.py runtime failure versus GGUF gpt-oss support." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are attention/cache bugs, but they hit different mechanisms and model paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: Qwen3-vl video StopIteration versus an MPS histogram op not implemented for Int." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention failures on different models and different execution modes." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: an import path regression versus a Qwen3Moe FP8 runtime failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but they are distinct compatibility bugs with different affected code paths." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5-related bugs: video embedding StopIteration versus SFT unpacking failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different causes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Distinct problems: Gemma4 device placement mismatch versus a torch compatibility issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different failures in unrelated areas: tokenizer mapping validation versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different indexing/masking bugs with no clear shared code path." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying siglip2-base-patch16-224 regression producing incorrect outputs; one reports zero probabilities and the other nonsensical AutoModel/pipeline results." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation failures, but they involve different model configs and likely different fixes." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug: 45672 shows the audio-module torch.finfo() failure, while 46899 describes the broader unsafe dtype cast in multimodal embedders." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different breakages: ZeRO3 Bert initialization index error versus add-new-model-like tokenizer mapping logic." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "No shared underlying bug; one is Deepspeed/Bert zero-sized state, the other is tokenizer mapping behavior." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model/backend issues: Qwen3Moe LoRA compatibility versus BitNet packed-weight loading." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag handling versus Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated: tokenizer-mapping validation versus a mask/tensor shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The accepted duplicate pairs are plausibly same-root-cause from their titles (43645/43646, 38175/43994, 45672/46899), while the rest are reasonably rejected as different bugs or code paths. 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": 26, + "review_unit_index": 7, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:42491|issue:45335", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960" + ], + "prepared_review_unit_hash": "414e6e69e3ec61aba7c8bb3e0cb0d45f18776974b1bd400e89fadb79d0908aa6", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36349, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate thread; it contains several separate bug families. The only clear mergeable duplicates are the non-persistent-buffer regression pair and the resize_token_embeddings regression pair.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set: the items split into unrelated topics (SigLIP2, Qwen3/MoE, tokenizer loading, flash-attn crashes, resize_token_embeddings, etc.), so canonicalization should be done per subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative of one real duplicate family: it states the resize_token_embeddings regression in the most general form, and the Gemma4/T5Gemma variants look like narrower manifestations of the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: dequantized model offload failure vs Strix Halo mmap/OOM mitigation." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is docs/model-processor mismatch plus quantization failure; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 issues: CUDA assert on auto device mapping vs FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures in different subsystems; no shared underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and symptoms; one is LoRA compatibility across branches, the other is resize_token_embeddings not updating outputs." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures; GLM5 issue vs Qwen3.5 flash-attn generation crash." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load regressions, but the titles point to different models and likely separate model-specific breakages." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different models and root causes: NemotronH checkpoint loading vs Qwen3.5 TP plan missing entries." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype theme, but one is ignored dtype during checkpoint loading and the other is stale config.dtype after from_config; not the same defect." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: ZeRO-3 language_model weight loading vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model/example failures; no evidence of the same code-path." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer initialization regression; the other is a Jupyter custom-model initialization issue." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both touch SigLIP2, but one is a docs example/quantization issue and the other is nonsensical outputs with AutoModel/pipeline; too different to merge." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures with no clear shared code-path." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but on different models and with different symptoms; not confidently the same bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offload, but one is Qwen3 MoE training memory usage and the other is quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issue class: LoRA branch incompatibility vs a generic resize_token_embeddings regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific loading failures with distinct symptoms." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is MoE training memory usage and the other is int4 quantization reserved-memory/OOM." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different root causes and model families; not the same bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math bug vs optimizer arguments not being used." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model families and failure modes; no shared underlying change." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading/saving, but extra_state handling and init_empty_weights/_is_hf_initialized are separate defects." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same high-level pattern, but model-specific training-loss bugs on different implementations; too risky to merge as one duplicate." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: the resized embeddings do not propagate to the model's output/input embedding paths." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families; not the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both crash in flash_attention code, but with different triggers and root causes (3D position_ids packing vs s_aux=None)." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs model-loading failure; unrelated issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model families and bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft-edge pairs are well supported by the titles, and the rejected pairs avoid overclaiming shared root causes across superficially similar issues. No mergeability overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:42175|issue:43957", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "2ffd89425e8fd53d7a82c5cdecf3f5d5cf6f7575795308d72b4e3803bc7dbfce", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports spanning loading, quantization, checkpointing, and model-specific regressions. The only clear duplicate family is the resize_token_embeddings/output_embeddings reports, which appear to describe the same underlying bug across model variants.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45292 is the cleanest representative of the resize_token_embeddings family: it states the general failure to update output embeddings, while the nearby variants add model-specific symptoms to the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best overall issue candidate because it is the broad, model-agnostic wording of the shared embedding-resize regression and best captures the cluster's one genuine duplicate thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Torch 2.10 compatibility versus meta-device loading regression." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Both are model bugs, but one is Qwen3 auto device mapping CUDA assert and the other is AudioFlamingo batch leakage." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument mismatch is unrelated to mmap-induced OOM." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: Gemma4 FSDP shared_kv_states rebuild versus Qwen multimodal config text_config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but the affected models and failure modes differ enough to treat as separate bugs." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory pressure, but one is offloading with quantization and the other is int4 reserved-memory growth." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug is not the same as VideoPrism returning the wrong hidden_states tensor." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and mechanisms: FSDP key error versus CPU-offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and MXFP4 fallback are separate loading regressions." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both concern gradient checkpointing, but one is ineffective training behavior and the other is eval-mode incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo token leakage and Gemma4 device-mismatch forward errors are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and Strix Halo mmap OOM have different root causes." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the underlying bugs differ: int4 reserved memory growth versus mmap on Strix Halo." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration and Gemma4 shared_kv_states reconstruction are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example being broken are related by model name only." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression: both report embeddings not being updated after resize, with 45276 adding Gemma4-specific symptom detail." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to strict-config loading of granite_speech." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Checkpointing in eval mode is a distinct issue from Qwen3.5 RLHF gradient explosion due to 3D position_ids and SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer regressions." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash attention sink-less crash and Gemma4 FSDP shared_kv_states rebuild are not the same bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation during save_pretrained is separate from loading the wrong custom module." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure for GLM-4.7-Flash is not the same as Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings family: both say resized embeddings are not propagated to the relevant output/decoder embeddings." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization regression is unrelated to extra_state save/load handling." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Missing tensorflow in a pip extra and meta-device loading failures are unrelated packaging vs runtime issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap OOM." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are different model/tokenizer issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and max_steps miscalculation on resume_from_checkpoint are separate Trainer regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: nearly all pairs are clearly unrelated by title, and the resize_token_embeddings trio is the only well-supported duplicate family. The accepted soft-edge pairs are conservative enough given the shared regression wording and model-specific variants." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 9, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47050" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:43906|issue:46326", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44164|issue:46821", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:43632|issue:47050" + ], + "prepared_review_unit_hash": "5cfb94394eea88a6a40a269a9afb6b148716c0716f2a2162a53d7b695ab8a4b5", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37510, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers regression/issues. The soft pairs share broad themes like loading, dtype, or tokenizer regressions, but they do not look like the same underlying bug or change, so I rejected all soft merges.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical duplicate stands out. If a representative issue is needed, issue:43425 is the broadest compatibility regression report, but the cluster is too heterogeneous to treat it as a real canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43425 is the closest thing to a cluster anchor because it is a broad version-compatibility failure, but it is still not a good duplicate target for the rest of these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same broad symptom class (training-loss shift), but they affect different models and likely different code paths." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is torch version incompatibility, the other is an autocast dtype mismatch in a specific model; not the same bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression vs encode/decode space-stripping bug; unrelated failure modes." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token ID regression and slow convert_tokens_to_ids are different tokenizer problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is unrelated to the generic tokenization-change report." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different runtime errors in different subsystems; no shared concrete code path." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is Jupyter/custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch compatibility vs multi-GPU device_map failure are distinct issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Different from_pretrained/pipeline behavior regressions with different triggers and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic torch incompatibility vs Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility report and Gemma4 device mismatch are not the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are multimodal regressions, but the concrete errors and affected code paths differ." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage and template-node compilation are unrelated errors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both involve docs, but they refer to different pipeline/task documentation changes." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are distinct bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as a PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/exportability and Perceiver interpolation failure are different model/export problems." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and composite config unwrapping are separate loading issues." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantization save/load regression and mistral_common continue_final_message behavior do not match." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer init conflict and gguf_file loading breakage are different loader bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These are unrelated issues; one is a reproduction report, the other is a tokenizer-specific chat formatting bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline breakage and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM regression and est-roberta tokenizer loading failure are different issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is tokenizer loading for a model and the other is a Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device-map mismatch and Gemma4 4-bit dtype cast bug are separate multimodal problems." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification bug and training-loss double-shift are not the same underlying error." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory inefficiency in Qwen3 MoE training and mmap OOM avoidance are unrelated memory issues." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both touch Qwen3-VL loading, but one is a version regression and the other is a weight-shape mismatch; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel indexing failure and compiled flex_attention on newer torch are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag regression and Canine fp16 ONNX dtype mismatch are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 10, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897" + ], + "soft_pairs": [ + "issue:45479|issue:46897", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "794afbe6cd0a7daaf396bc2cde419b7d0a045d35fe67c7b16ab050190d0f5d72", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; the only clear duplicate-like pair in this packet is the GGUF/from_pretrained loading regression. I would not merge the custom-model-init titles into that family, and the other soft similarities look too shallow for dedupe.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43452 is the best canonical anchor because it describes the broad, generic GGUF/from_pretrained loading regression, while 43482 reads like a model-specific instance of that same failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "43452 is the strongest global issue candidate because it is the most general report of the clearest shared bug in the packet, making it the best representative for deduping that small family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Similar loss-shift wording, but the titles point to different models and training setups; not enough to call the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they look like separate model/tokenizer regressions rather than one concrete shared code-path bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Generic tokenizer load failure vs a specific Mistral regex-patching crash; different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Different Transformers v5 regressions: base_model_prefix loading vs non-persistent buffer initialization." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and FineGrainedFP8Config failure are unrelated bugs." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are separate code paths." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Generic tokenizer.json precedence bug vs a DeepSeek-specific tokenizer output regression." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Inconsistent CLIP model structure and Sam3 text-encoder weight loading are different issues." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to a template-node compilation error." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language output and CamemBERT masked-LM predictions are unrelated failures." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping lookup failure and flex_attention compilation on newer torch are different subsystems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code field loss and PagedAttentionCache linear_attention failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config handling and cache group-type handling do not look like the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading, but they point to different repositories and different root causes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing and template compilation failures are distinct runtime errors." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload behavior, but the models and failing paths differ." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime post-processor update bug are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and multimodal iterable-dataset failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffers filled with junk and custom model initialization are different symptoms; the packet only supports a loose Transformers 5 similarity, not a same-bug duplicate." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging/dependency issue vs backend mapping validation error are distinct." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different model/pipeline problems with no clear shared code path." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are in audio feature extraction, but one is a specific unsupported-arg crash and the other is a lower-level function complaint; not enough to prove the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "This looks like the same GGUF loading regression: 43452 is the generic from_pretrained/gguf_file failure, and 43482 is the model-specific Qwen2.5-GGUF instance of it." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Separate model/tokenizer loading regressions affecting different repositories." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are different failures." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantization failure is unrelated to GGUF loading regression." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and continue_final_message behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "I wouldn\u2019t accept this as written because one soft-edge acceptance is too strong for the evidence in the packet: 43644 \u2194 43646. The packet only shows titles, and 43644 is about non-persistent buffers being filled with junk, while 43646 is about custom model initialization. That supports a possible relation within Transformers 5 regressions, but not a confident claim that 43644 is a narrower manifestation of 43646. The rest of the verdicts look conservative, but the canonical/best-issue reasoning also leans a bit too hard on that same unsupported grouping." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 11, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43646|issue:44534", + "issue:42915|issue:45084", + "issue:43645|issue:46661", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43883|issue:44488", + "issue:44987|issue:45081", + "issue:43404|issue:44466", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:44464|issue:45987", + "issue:44062|issue:44987", + "issue:44008|issue:46899", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:43531|issue:44877", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43089|issue:45987", + "issue:43425|issue:44403" + ], + "prepared_review_unit_hash": "dd0b76cf195b8568655d5e24e0ee56ead08a942e2ad1d887812502a38830d021", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35955, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated bug reports, with only superficial similarity around Transformers v5, multimodal models, or loading failures. I do not see any true duplicate pair worth merging, so I\u2019d keep them separate and use a broad framework-regression issue as the representative item.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43632 is the broadest framework-level regression in the set and most representative of the v5 initialization/load-breaking theme that recurs across several other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 has the widest apparent blast radius and is the most plausible umbrella representative for this mixed cluster of v5-related breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is about chat-template sampling-rate defaults and the other about batched-vs-single encoder output mismatch from padding masks; different bugs and fixes." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same xLSTM area, but the reported failures differ: one is about multiple training bugs for sub-7B models, the other is a specific unpacking crash when return_last_states=False." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "These are unrelated loading problems: generic loading noise versus a tokenizer regex patch crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different failure modes; whisper runtime failure is not the same as YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5, but one is custom model initialization in notebooks and the other is non-persistent buffers being filled with junk; separate regressions." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "A quantization config failure for Qwen3Moe is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code model loading, but one is notebook reinitialization behavior and the other is missing config_class on a remote model class; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen issues, but one is hidden-states output and the other is rope-index temporal scaling for still images; different code paths." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both concern audio model outputs, but one is a padding-mask batching bug in MIMI and the other is a DAC STE mismatch between latents and forward pass." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "A missing tied-weights attribute in Molmo is unrelated to failing to load a specific BERT model." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading-time errors, but they affect different models and different failure points; no shared concrete code path is evident." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is an actual missing tie in a model class and the other is inconsistent serialization behavior across devices." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and token-count tracking are unrelated trainer behaviors." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is wrong outputs from AutoModel/pipeline and the other is a processor/model input-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch Transformers v5-era changes, but one is a quantization config failure and the other is init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different loading bugs for different models/tokenizers; the shared word 'load' is not enough." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading regression for ScandiBERT is not the same as a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Both relate to generation/cache behavior, but one is chunked generation inconsistency under compiled forward and the other is a return-type contract bug in StaticCache." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication is unrelated to the physical-intelligence/fast model-loading failure." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a forward variable-name collision and the other is an unsafe dtype cast in 4-bit embedders; different fixes." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "A quantization config failure is not the same as missing Float8 storage support." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability and processor image-size mismatch are separate issues with different layers of the stack." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal model bugs, but one is a segmentation fault in Llava-Next loading and the other is a video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "The _is_hf_initialized regression and a TimesFM window_size AttributeError are unrelated framework bugs." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and granite_speech config strictness do not share a concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "These are both Qwen vision-language regressions, but one is a broad video-input regression and the other is a specific still-image temporal-position scaling bug; too broad to treat as one fix." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "A tokenizer construction error and a CUDA assert on A800 are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type mismatch are different problems, even if both touch generation internals." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to noisy transformer loading output." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 12, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43883|issue:44991", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44220|issue:44683", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43296|issue:46821", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:42175|issue:43296", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "2c56312365ef5fad382aed90d3c492ed93f33c664866abc860b8f59c0f05f863", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37311, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues, with two accepted duplicate subgroups standing out: the Qwen3.5 `save_pretrained` regression pair and the TensorFlow install/backend packaging reports. Everything else looks like a distinct bug or regression rather than the same underlying change.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45812 is the best anchor for the cluster: it is the broadest, most clearly framed regression, affects an entire model family, and has inbound references. The other items are narrower duplicates or unrelated one-off reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest standalone issue here because it is specific, high-impact, and clearly described as a v4\u2192v5 regression affecting all Granite models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 `save_pretrained` regression: both report incorrect checkpoint contents/visual encoder keys after the version change." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load failure versus Qwen3-MoE `sliding_window` behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is multi-image finetuning failure and the other is rope-index/position-id scaling." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated bugs: missing `all_tied_weights_keys` on Molmo versus tokenizer loading for est-roberta." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and `convert_tokens_to_ids` slowdown are different code paths and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Different models and modalities: Mistral-3 image preprocessor dtype mismatch versus Gemma4 4-bit multimodal casting." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General noisy loading output versus a specific tokenizer-loading regression." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech checkpoint loading are different problems." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space stripping are distinct behaviors and fixes." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 initialization flag breakage is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen VL training, but multi-GPU training and multi-image iterable-dataset failures are different issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument and Float8 storage lookup are different failures." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language model and Whisper `batch_decode` `skip_special_tokens` behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker regression and DeepSeek-R1 accuracy regression are not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and `Llama4Config` missing `pad_token_id` are distinct issues." + }, + { + "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." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 `shared_kv_states` rebuilding are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE `sliding_window` behavior is unrelated to `init_empty_weights`/`_is_hf_initialized` construction errors." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but runtime post-processor updates and `add_special_tokens` BOS/EOS behavior are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map `cudaErrorAssert` and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both point to TensorFlow being missing or mis-declared in the install/backend path, causing tf-backend-related failures." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer `model_max_length` are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are distinct regressions." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM `window_size` `AttributeError` are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` and Granite wrong token IDs may be related at a high level, but they describe different concrete failures and fixes." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload loading and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow packaging/backend issue and PaddleOCR-VL loading failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "`base_model_prefix` loading regression and custom model initialization regression are distinct." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the summary is not fully grounded: it says the Qwen3.5 save_pretrained pair is the only clear duplicate and describes the TensorFlow install/backend reports as only a less-certain second candidate, yet that pair is explicitly marked accept=true. The canonical/best-issue choices are otherwise plausible from the titles, but the summary should reflect both accepted pairs if they are being treated as duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 13, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:41553|issue:43582", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "8c17be866ae856d3fd5c3ca467013d4c4407355801357375896ffa0a988e7b06", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and does not form one clean duplicate set. Two soft-edge pairs look like true duplicates: the SigLIP2 output-discrepancy reports, and the Qwen2.5-VL position-id/rope-index regression reports. The rest are broad but distinct bug reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45325 is the clearest single bug report to anchor the cluster because it is a concrete code-path regression with a near-identical sibling report (45381) and a precise fix surface in Qwen2.5-VL rope/position-id handling.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the strongest representative issue here: it is specific, reproducible, and has the cleanest duplicate-like companion. The other items are mostly unrelated model-specific regressions or docs issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs bugs, but they cover different documents and different examples; not the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different model paths and symptoms: MIMI padding-mask batching vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer initialization junk vs ModelOutput key assignment." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA tower/weights issue vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is video position ids; different bug surfaces." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and code paths: Video-LLaVA architecture bug vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/check failures are unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing wrong outputs; one is an HF-vs-JAX discrepancy and the other is nonsensical AutoModel/pipeline results, likely the same underlying implementation bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Same broad multimodal area, but Qwen2.5-VL rope-index regression is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL position-id/rope-index regression class in v5.3.0; both point to incorrect multimodal position handling and could plausibly share one fix." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degeneracy vs single-label num_labels=1 zero-loss behavior." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied weights, but one is a load-time tying failure and the other is device-dependent serialization inconsistency; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different subsystems and symptoms: FineGrainedFP8Config failure vs GGUF loading failure." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument handling and strict config loading are separate failures." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization version changes are different issues." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper empty-transcription failure are different model behaviors." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to torch.export failures involving torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different regression surfaces: multimodal video input breakage vs Gemma4 PLE device_map forward mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map cuda asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset behavior and progressive generation with inputs_embeds are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: cuda assert on A800 vs Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crashes are unrelated to torch.export/check issues." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying and Bamba compile/SDPA failures are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload mismatch and DAC from_latents/STE mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays close to the packet, and the two accepted soft-edge pairs are phrased conservatively enough to be plausible duplicate candidates rather than asserted duplicates. The rejection reasons for the other pairs also look appropriately cautious. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:45823|issue:46821", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44877|issue:44991", + "issue:43881|issue:44488", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:41720|issue:42617", + "issue:43065|issue:46402", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "c69aa28c89aaada698e4e240347a2961d562681c6752b62e8b1a8b24d69d2031", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36056, + "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 issue reports around Transformers v5 regressions, with one clear near-duplicate pair around offloading/quantization loading behavior. Most other pairs share only a broad subsystem or model family, not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43873 is the broadest and most central bug here: offloading/loading failures under quantization. It best subsumes the strongest accepted duplicate-style pair with issue:43317.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the widest scope and the strongest evidence of shared root cause among the items, so it is the best single representative issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Same broad Qwen3/MoE area, but different bugs: weight conversion under accelerate+deepspeed vs missing gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8/B200 inference failure are unrelated concrete problems." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the symptoms and affected models differ too much to treat as the same bug without stronger evidence." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Different models and failures: Gemma4 device mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve batched inputs, but one is MIMI padding-mask behavior and the other is a video processor shape bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: batched video shape issue vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config are not the same underlying bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on one model is not the same as ineffective gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one sliding window masking and tokenizer lookup slowdown are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx and failure to unwrap text_config are different configuration issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Video input shape bug and packed-weight unpacking during accelerate loading are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI and Perceiver non-default resolution failure are different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same concrete defect." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe the same loading/offloading failure mode under quantization/device_map behavior on GPU+CPU offload." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault while loading Llava Next and broken quantized save/load after sinq are different failures." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model loading crashes, but the model families and failure mechanisms differ." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature change and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved memory under int4 quantization and apex.FusedRMSNorm memory leak are separate issues." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Different bugs in different areas: Trainer API mismatch vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is auto device mapping with CUDA assert and the other is flash-attention generation behavior." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regression are different problems." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Loading failures for different models do not indicate the same underlying bug." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression and tokenization changes across versions are not the same concrete issue." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug and tokenizer-version behavior change are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is lm_head tied weights and the other is visual encoder key handling." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs not being able to run 3d_parallel.py." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same Sam3 family, but dummy Conv2d in the pixel decoder and missing text encoder weights are different bugs." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure and early-stopping metric lookup failure are unrelated training issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory, but disabling mmap for Strix Halo OOM is not the same bug as quantized offloading failures." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding and dtype mismatch in inference are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: it characterizes the set as mostly heterogeneous while isolating the one plausible near-duplicate pair. The accepted pair (issue:43317 / issue:43873) looks mergeable as a single offloading/quantization loading bugfix, and the rejected soft edges mostly avoid overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 15, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:36010|issue:42617", + "issue:44451|issue:47020", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:44423|issue:45406", + "issue:43881|issue:44991", + "issue:44734|issue:46858", + "issue:43526|issue:43883", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:44008|issue:45823", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44464|issue:46858", + "issue:45632|issue:45684", + "issue:44671|issue:44743", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "7e64e0ad1c4aff8da3e2f2d9faf20a3cedc5c224e9c8008943e37fa8c59f18c4", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated bug reports. The soft pairs share broad subsystem vocabulary (generation, tokenization, device maps, multimodal serving) but not the same concrete failure or code path, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46858 is the best anchor for the cluster because it is a concrete runtime/cache correctness bug in core generation code and is the most technically central of the generation-related reports, but it still does not subsume the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the clearest representative of a real, self-contained bug with a specific failure mechanism (device tensor from cache length breaking arithmetic).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both are generation/cache issues, but one is beam-search cache reordering being skipped for certain models while the other is static-cache length arithmetic on non-CUDA backends; different bugs and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a regression around processor/tokenizer access with images, the other is a version-dependent tokenization behavior change; too broad and not the same underlying defect." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "These are unrelated: an MPS histogram/int type error in MoE code versus a TimesFM window_size attribute error." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different areas entirely: Blip2 dtype propagation versus Trainer resume/max_steps calculation." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both touch model loading/execution, but one is a torch.compile + SDPA failure and the other is packed-weight unpacking during accelerate loading; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage and from_pretrained-in-class inconsistency are related only at a very high level; the failure modes are different." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both involve loading/tokenizers, but the reported failures are different models and different root causes (model loading vs Unigram vocab type mismatch)." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different processor bugs for different models: NER/padding crashes in LayoutLMv2Tokenizer versus image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are runtime/device issues, but one is SDPA under torch.compile and the other is CPU offload device mismatch for Bark; not mergeable as one fix." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different quantization/offload problems on different models; no shared concrete code path." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both relate to model weights/save behavior, but one is untied lm_head weights and the other is incorrect visual encoder keys on save_pretrained; not the same defect." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model preprocessing issues, but the models and failure mechanisms differ completely." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serve/multimodal paths, but one is a tensor/string indexing bug in continuous batching and the other is a missing _tokenizer attribute on Gemma4Processor." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Separate tokenizer/model loading failures for different models with different causes." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is a KV-cache continuation indexing bug in serve and the other is cache length arithmetic in prefill; different subsystems and fixes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction versus Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are device/distributed-related, but one is an auto device-map cuda assert and the other is tensor-parallel support for GPT-OSS MoE; not the same bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma-family bugs with different symptoms and code locations." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx absence are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels import/version requirement failure are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer.compute_loss signature breakage and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation and compile/cache concepts, but one is inconsistent chunked generation outputs with compiled forward and the other is a cache length tensor arithmetic bug; not the same underlying change." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different filesystem/cache behaviors: local-model cache path collisions versus permission propagation in save_pretrained." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM prediction regression and Qwen3.5 recurrent-state reset under cache are different model-specific bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related errors, but they affect different tokenizers and different failure modes; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 16, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:43425|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:43452|issue:47020", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "e12f26fa402f3de3e29783b66a29088152e2839512918d75829a0f8cfaa62ad2", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35780, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster appears to be a broad miscluster of unrelated issues spanning tokenizers, multimodal processors, quantization/offloading, training state, docs, and model-specific loading bugs. None of the suggested soft pairs looks like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a good canonical here: the items are thematically mixed and do not converge on one concrete bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue should be treated as the cluster representative because the soft-edge candidates are not true duplicates of one another.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425 \u0016 Torch 2.10 incompatible", + "right": "issue:46821 \u0016 [TimesFM 2.5]:`window_size` argument raises `AttributeError`", + "accept": false, + "reason": "Different problems: a framework-version compatibility issue vs a TimesFM-specific missing attribute error." + }, + { + "left": "issue:28530 \u0016 Early stopping required metric_for_best_model, but did not find eval_f1 so early stopping is disabled", + "right": "issue:30064 \u0016 Image Processor fails to process void segmentation maps", + "accept": false, + "reason": "Unrelated training callback behavior and image processor segmentation-map handling." + }, + { + "left": "issue:43316 \u0016 API discrepancy between `Gemma3TextConfig` and others", + "right": "issue:44913 \u0016 In GPTNeoXConfig, rotary_pct silently reverts to default on reload", + "accept": false, + "reason": "Both are config/API issues, but they concern different fields and different model classes." + }, + { + "left": "issue:42915 \u0016 Qwen3Moe failed with FineGrainedFP8Config", + "right": "issue:43322 \u0016 Segmentation Fault when loading Llava Next Models", + "accept": false, + "reason": "Different model families and failure modes; no shared code-path is evident." + }, + { + "left": "issue:33357 \u0016 bus error on version 4.43.0 with pretrained community CLIP model - MacOS", + "right": "issue:35707 \u0016 Issue with Progressive Generation Using inputs_embeds and past_key_values", + "accept": false, + "reason": "A MacOS bus error during CLIP loading is unrelated to generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:29159 \u0016 [tokenizer] Inconsistent behavior in slow tokenizer and fast tokenizer", + "right": "issue:36032 \u0016 T5 Tokenzier not load with `AttributeError: add_special_tokens conflicts with the method add_special_tokens in T5Tokenizer`", + "accept": false, + "reason": "Both tokenizer-related, but one is a slow/fast parity issue and the other is a T5 class loading conflict." + }, + { + "left": "issue:30064 \u0016 Image Processor fails to process void segmentation maps", + "right": "issue:34634 \u0016 BarkProcessor voice_preset doesn't work", + "accept": false, + "reason": "Different processors and different bugs; no common underlying defect." + }, + { + "left": "issue:43873 \u0016 Offloading not working as expected with quantization", + "right": "issue:45704 \u0016 T5 silently uses apex.FusedRMSNorm which has a memory leak (NVIDIA/apex#1999)", + "accept": false, + "reason": "One is quantization/offload behavior, the other is a T5-specific Apex memory leak." + }, + { + "left": "issue:44387 \u0016 Increased CUDA reserved memory in Transformers 5.x under int4 quantization leads to OOM", + "right": "issue:45701 \u0016 transformers version changes the tokenization", + "accept": false, + "reason": "One is a quantization memory regression, the other is a tokenizer output-change report." + }, + { + "left": "issue:43540 \u0016 ValueError when processing video inputs in Qwen3OmniMoe", + "right": "issue:43782 \u0016 Qwen3VLForConditionalGeneration.from_pretrained weight_only = True error", + "accept": false, + "reason": "Both involve Qwen multimodal models, but the failing paths and errors are different." + }, + { + "left": "issue:43531 \u0016 `sliding_window` issue with Qwen3-MoE models", + "right": "issue:45759 \u0016 `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs", + "accept": false, + "reason": "Different bugs: one is sliding-window handling, the other is config unwrapping for composite models." + }, + { + "left": "issue:44534 \u0016 Transformers v5 fills non-persistent buffers with junk", + "right": "issue:46665 \u0016 Inconsistent behaviour when using `from_pretrained` inside Python classes", + "accept": false, + "reason": "One is buffer initialization corruption, the other is a `from_pretrained` usage/context inconsistency." + }, + { + "left": "issue:43550 \u0016 [BUG] Bamba-9B-v2 model fails with torch.compile when using SDPA", + "right": "issue:43653 \u0016 [BUG][CI] BigBirdTokenizer mask token not registered as special token, gives empty decode output", + "accept": false, + "reason": "Different subsystems: compiled attention execution vs tokenizer special-token registration." + }, + { + "left": "issue:44492 \u0016 Typo in Cache strategies", + "right": "issue:44509 \u0016 Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5", + "accept": false, + "reason": "Both are docs-level issues, but they are about different documentation content and fixes." + }, + { + "left": "issue:43452 \u0016 gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained", + "right": "issue:47020 \u0016 XLMRobertaTokenizer.__init__ passes dict to Unigram(vocab=...) expecting a Sequence", + "accept": false, + "reason": "Both involve tokenizer loading, but one is gguf_file integration and the other is a tokenizer constructor type mismatch." + }, + { + "left": "issue:41720 \u0016 Qwen3 with auto device mapping fails due to cudaErrorAssert on A800", + "right": "issue:43746 \u0016 [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)", + "accept": false, + "reason": "Different model types and unrelated loading failures." + }, + { + "left": "issue:42490 \u0016 Import warning when loading a local model from a path that ends with a slash", + "right": "issue:43329 \u0016 [BUG] _get_num_multimodal_tokens: video branch uses undefined a) get_number_of_video_patches, b)merge_size. Tests never hit video route (multiple VLM processors)", + "accept": false, + "reason": "A path-normalization warning is unrelated to undefined variables in multimodal token counting." + }, + { + "left": "issue:43606 \u0016 [BUG][CI] suno/bark-small model fails with a device mismatch when using CPU offload", + "right": "issue:43720 \u0016 [BUG][CI] BitNet AutoBitLinear fails when packed weights aren\u0019t unpacked during accelerate loading", + "accept": false, + "reason": "Both touch accelerate/offload, but the actual bugs are different model-loading paths." + }, + { + "left": "issue:45406 \u0016 transformers serve crashes with AttributeError: 'Gemma4Processor' object has no attribute '_tokenizer'", + "right": "issue:45464 \u0016 chat/completions API fail on Qwen3.5-0.8B for streaming inference", + "accept": false, + "reason": "Different APIs, different models, and different failure points." + }, + { + "left": "issue:34567 \u0016 TrainerState's property `num_input_tokens_seen` is not updating", + "right": "issue:35707 \u0016 Issue with Progressive Generation Using inputs_embeds and past_key_values", + "accept": false, + "reason": "Training-state accounting is unrelated to generation with cached past key values." + }, + { + "left": "issue:43388 \u0016 gather_for_metrics incorrectly drops label elements in the last batch when labels is a tuple with several label types e.g. used by mask2former", + "right": "issue:45059 \u0016 SAM3 PCS very weird behaviour when providing text and bounding boxes", + "accept": false, + "reason": "Different metric-gathering logic and SAM3 input handling; no shared defect." + }, + { + "left": "issue:43531 \u0016 `sliding_window` issue with Qwen3-MoE models", + "right": "issue:46821 \u0016 [TimesFM 2.5]:`window_size` argument raises `AttributeError`", + "accept": false, + "reason": "They both mention windows, but they are distinct model-specific parameters and failures." + }, + { + "left": "issue:34634 \u0016 BarkProcessor voice_preset doesn't work", + "right": "issue:41720 \u0016 Qwen3 with auto device mapping fails due to cudaErrorAssert on A800", + "accept": false, + "reason": "No common underlying bug: processor input handling vs device-map runtime assertion." + }, + { + "left": "issue:43606 \u0016 [BUG][CI] suno/bark-small model fails with a device mismatch when using CPU offload", + "right": "issue:43653 \u0016 [BUG][CI] BigBirdTokenizer mask token not registered as special token, gives empty decode output", + "accept": false, + "reason": "One is an offload/device mismatch, the other is tokenizer special-token registration." + }, + { + "left": "issue:43531 \u0016 `sliding_window` issue with Qwen3-MoE models", + "right": "issue:44589 \u0016 TypeError: couldn't find storage object Float8_e4m3fnStorage", + "accept": false, + "reason": "Completely different failure modes: attention window logic vs float8 storage deserialization." + }, + { + "left": "issue:45759 \u0016 `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs", + "right": "issue:45859 \u0016 `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload", + "accept": false, + "reason": "Same broad model family, but one is config unwrapping and the other is CPU-offload compatibility." + }, + { + "left": "issue:43540 \u0016 ValueError when processing video inputs in Qwen3OmniMoe", + "right": "issue:46858 \u0016 _prefill: cache.get_seq_length() returns device tensor, breaks slice arithmetic for static cache + torch.compile on non-CUDA backends", + "accept": false, + "reason": "Video-input processing and static-cache arithmetic are different code paths and bugs." + }, + { + "left": "issue:44451 \u0016 Latest version cannot load \"vesteinn/ScandiBERT\"", + "right": "issue:44991 \u0016 transformers >= 5.0.0 fails loading tokenizer for EMBEDDIA/est-roberta", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer code paths." + }, + { + "left": "issue:44077 \u0016 `patchtsmixer` has optional `post_init`, should no longer be allowed", + "right": "issue:44625 \u0016 Qwen3.5 `num_labels` not propagated from core config to text config", + "accept": false, + "reason": "Different configuration bugs with no shared implementation defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 17, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:47050" + ], + "soft_pairs": [ + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:43526|issue:43881", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:44368|issue:45357", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:44464|issue:47050", + "issue:46032|issue:46463", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "1ca856c8920ff59c570f995fa2ddd843732216bdfb54edfd38965578d5ea5268", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36367, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated and should not be merged. Two soft edges look like true duplicates: the offline tokenizer cache regression and the exact duplicate Qwen2_5_VLProcessor padding crash.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44514 is the best canonical issue overall: it is the earlier report of the exact Qwen2_5_VLProcessor.apply_chat_template padding=False crash, with the matching duplicate (44545) sharing the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the strongest issue to keep as the representative duplicate target because it is the earliest, exact-title match for a concrete reproducible bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different load/save failures; both are checkpoint-loading issues but not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Unrelated regressions: non-persistent buffer initialization vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v loading failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model-loading failure for a specific repo; the other is a torchvision dependency regression in PIL image processors." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken constructor error is not the same as failing to load a specific model." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: Perceiver interpolation for non-default resolution vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and zero-loss single-label classification are distinct classification bugs." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models, but one is a SigLIP2 doc example problem and the other is an OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 A800 cuda assert and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/loading paths and different model families: PEFT local checkpoint loading vs sinq quantized save/load corruption." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A LoRA warning about tie_word_embeddings is not the same as incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared underlying bug; checkpointing/eval semantics differ from the apex memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking failure is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and config save/load token ID loss are different defects." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 memory leak and missing supports_gradient_checkpointing are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config unwrapping and a trust_remote_code flag omission are different issues." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization/offloading behavior are not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same HF_HUB_OFFLINE tokenizer-loading regression; 44843 pinpoints the unconditional model_info() call in _patch_mistral_regex as the cause." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; this is a clear duplicate." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a docs/example mismatch while the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 inference quality vs CamemBERT masked LM predictions." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updating and BigBird mask token registration are different tokenizer bugs." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Canine fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness bug and T5 error-message bug are not the same issue." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen model families and different failure modes; no shared underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the two accepted soft edges are exact or near-exact duplicates by title, and the rest are conservatively rejected as different bugs or different model/code paths. The canonical issue choice (44514 over 44545) is also reasonable because it is the earlier exact-title report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 18, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44857", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:44857|issue:47050", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:44625|issue:47050", + "issue:43550|issue:44361", + "issue:43596|issue:44220", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:45987|issue:46829", + "issue:44062|issue:44488", + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45987|issue:46932", + "issue:43335|issue:43756", + "issue:44488|issue:47020", + "issue:43618|issue:43697", + "issue:43550|issue:43819", + "issue:43643|issue:44877" + ], + "prepared_review_unit_hash": "280cebaa048a46610baa3b79e40f61a81fc965a2cbe4dfafd2ef26d81c3ba422", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37585, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broad and noisy: most items are unrelated tokenizer, model-loading, cache, quantization, or vision bugs rather than duplicates of one root cause. No soft-edge pair looks safe to merge as a single duplicate, so the cluster should stay split.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43421 is the broadest tokenizer-backend item here and best matches the repeated special-token/tokenizer-behavior theme, even though the cluster is not truly one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43421 is the best representative anchor for the mostly tokenizer-related subset because it is the most general infrastructure-level issue in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype/runtime failures, but they affect different models and code paths: LwDetrImageLoss AMP/CUDA vs CanineModel ONNX export attention." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex-related handling, but one is a crash in _patch_mistral_regex and the other is a Kimi tokenizer regression about codec handling/warnings." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Shared tokenizer wording, but the bugs differ: runtime special-token post-processing vs LayoutLMv2 NER/batched padding crashes." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/sequence behavior, but they target different mechanisms: stale indexer cache in GlmMoeDsa vs StaticCache seq-length tensor arithmetic." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "These are unrelated; one is a tokenizer regression, the other is a hub utility bug about forwarding revision in list_repo_files." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc-example errors and quantization/offloading issues are not the same concrete bug or code path." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "A documentation/model mismatch is unrelated to an ONNX fp16 dtype mismatch in Canine attention." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Both are CI-style bugs, but the failure modes differ completely: packed-weight loading vs DAC from_latents missing STE behavior." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Regression in processor/tokenizer access is unrelated to Kosmos2.5 long OCR input index errors." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is BigBirdTokenizer special-token registration and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR/video-classification bugs: hidden_states assignment vs forward failure when feature-level counts mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is a torch.compile/SDPA issue in Bamba; the other is DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Canine fp16 ONNX dtype mismatch are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems and failures: Bamba compile/SDPA vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "A deepspeed/zero3 BertModel index error is not the same as _torch_extract_fbank_features failing." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-input problems, but one is a ValueError in Qwen3OmniMoe video processing and the other is a chat-template video-token/features mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig returning missing fields." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache get_seq_length contract violation is unrelated to VideoPrism hidden_states assignment." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer loading failure for cjvt/sleng-bert are separate bugs." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and est-roberta tokenizer loading failure are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different code paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and CustomTrainer.compute_loss num_items_in_batch are unrelated generic errors." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and Perceiver non-default-resolution failures are distinct model-specific issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC from_latents missing STE are unrelated bugs." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq-length tensor behavior and Gemma4 quantized embedder dtype casting do not share the same root cause." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and Smollm3 RoPE-layer dropping are different model configuration bugs." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading for sleng-bert and XLMRobertaTokenizer passing a dict to Unigram are different failures." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are unrelated model-output bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DAC from_latents missing STE are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code AutoConfig missing fields and strict config blocking granite_speech loading are distinct config-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 19, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:44008|issue:46858", + "issue:44821|issue:45084", + "issue:34634|issue:36010", + "issue:39692|issue:45834", + "issue:44843|issue:45081", + "issue:43540|issue:44008", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:44991|issue:47020", + "issue:43606|issue:45072", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:44805|issue:44936", + "issue:46294|issue:46463", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "53c61b672f95a7158b58aef0be3e52c2dd92f03744174fc6c8989e7c86901d7a", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; only the two remote_code-related reports look like the same underlying regression. I would keep the broad umbrella issue as canonical.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the best umbrella: it is broad, open, and explicitly covers recent-version breakage for remote_code models; the other matching report is a narrower symptom of that same regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest canonical candidate because it captures the shared failure mode at the right abstraction level and can subsume the more specific trust_remote_code breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems and failures: Gemma 3n forward path name collision vs cache sequence-length tensor arithmetic." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Both touch loading/parsing, but one is AutoImageProcessor-from-URL and the other is a Jinja/template compilation error; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different models and different problems: doc example errors vs OCR long-input index failure." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but distinct root causes: offline hub call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Gemma 3n audio_mel_mask name collision." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different model families and do not indicate the same code-path bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a speech tokenizer." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR indexing are different failures." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging for input_ids/inputs_embeds is not the same as the single-label-classification zero-loss bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault on Llava Next loading and an MPS histogram TypeError are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Buffer-initialization junk and FSDP CPU RAM efficient loading are not the same concrete bug." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the titles point to different model-specific causes and code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and kernels-version requirements for importing pipelines are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "Both describe the same remote_code/trust_remote_code regression in recent transformers versions; 44561 gives the likely root cause, 45020 is the umbrella report." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "TokenizersBackend post-processor updates and Whisper batch_decode skip_special_tokens handling are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is a different code-path problem than dtype mismatch regressions." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression across Qwen models and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "weight_only=True loading error and flash-attention generation failure are different Qwen issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task messaging and SigLIP2 output correctness are not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache correctness are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate() after train are distinct failures." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video token/feature mismatch and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 preprocessor/model dtype mismatch is unrelated to Gemma 3n variable collision." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical choice is grounded in the packet: issue:45020 is a reasonable umbrella for the remote_code regression, and issue:44561 is its narrower symptom. The remaining soft-edge rejections are conservative and stay within what the titles/body metadata support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 20, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:34634|issue:36331", + "issue:43577|issue:43582", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:43582|issue:44857", + "issue:43653|issue:44912", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43906|issue:46209" + ], + "prepared_review_unit_hash": "bd62efd0e67c6bbde80f5ec1c0aa69d7f504cc2b2fc2dd351be62032b4b8d62e", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36156, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, theme-based cluster rather than a true duplicate set: most items are distinct regressions in loading, tokenization, multimodal processors, or dtype/quantization paths. I found no PRs, and none of the soft pairs are close enough to merge as duplicates under a strict standard.", + "confidence": 0.31, + "canonical_issue_reason": "Issue #45020 is the broadest umbrella report in the set and most representative of the recurring \"recent version breaks model loading/remote code\" pattern, but it is still not a true duplicate target for most of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue to anchor this cluster because it is the most general and central regression report among otherwise unrelated, model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different failures and different model families: Qwen3-VL weight-shape mismatch vs Qwen3.5 TP-plan omissions causing OOM/shape errors." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both mention video processing, but they describe different models and different bugs: Qwen3OmniMoe video-input ValueError vs Qwen2.5-VL temporal position id calculation." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer spacing vs slow/fast tokenizer inconsistency is too broad to treat as the same bug without more evidence; the second title could cover many different tokenizer issues." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated subsystems and symptoms: OmDet-Turbo image-size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading flows, but one is FSDP CPU RAM efficient loading and the other is an init_empty_weights argument regression; not the same concrete code-path problem." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to bfloat16 inference dtype mismatches." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model initialization/loading contexts, but the Jupyter custom-model regression and from_pretrained-inside-classes behavior are different enough to keep separate." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message regression, the other is outdated documentation after pipeline removal; related topic, but not the same underlying bug or change." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype casting/loading bug vs Apple Silicon allocator warmup TypeError; no shared code path." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to the Mistral regex patch crash in tokenizer loading." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "A model-specific masked-LM prediction regression is not the same as a broad tokenization-version change, even if tokenization may be involved." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 one-hot position-embedding memory blowup is unrelated to Gemma4 dtype casting for quantized embedders." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the CLIP text-model structure inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both concern image preprocessing math, but one is over-padding and the other is incorrect patch counting for Aria; different implementations and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC forward/from_latents mismatch with missing STE." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL generations and different bugs: weight_only loading failure vs temporal position_id scaling." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to CUDA AMP crashes in LwDetrImageLoss." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue has nothing in common with BitNet MXFP4 quantization fallback." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error and PIL/torchvision dependency regression are different loading/runtime problems." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM key error is not the same bug as the broad remote_code regression in recent transformers versions." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 processor loading and the other is continue_final_message behavior on a tokenizer path." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile with SDPA in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback in git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization are distinct regressions." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to the multimodal token-count video-branch undefined-name bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is too vague to equate with the FP8 inference failure on B200; no concrete shared bug is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 21, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46291", + "issue:47050" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43531|issue:45042", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:45859|issue:47050", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43329|issue:44479", + "issue:44387|issue:44617", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:42915|issue:44821" + ], + "prepared_review_unit_hash": "02b1296070e6a82d6c96077ed7b37391675f7e1b1ff2e69431eb047111524839", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36443, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate links are false positives from broad lexical similarity. The issues cover different models, subsystems, and failure modes, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this set: the reports span unrelated bugs in training state, model loading, multimodal token accounting, audio/video processors, quantization, and backend/dependency handling.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable; every item is a distinct bug report with different root causes and affected code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs: BEiT label reduction vs RT-DETR output divergence." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding window vs PIL backend torchvision dependency." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated loading failures affecting different tokenizer/model paths." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: Zero3 empty batch/index error vs post-train evaluate regression." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency/import problems: TF backend packaging vs kernels metadata requirement." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and root causes: DAC STE mismatch vs DiaConfig losing token IDs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they concern different Qwen variants and different warning behavior." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Similar attribute-error shape, but distinct processors and code paths (Mistral regex patch vs Gemma4 serving)." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal video token counting bug is unrelated to stale auto_mappings references." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/template issues with no shared failing code path." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different problems: image label reduction vs MPS attention correctness." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality: local PEFT checkpoint loading vs Whisper batch decoding options." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different backends and bugs: CPU offload rotary embedding vs ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other fails to unwrap text_config." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific regressions: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different inference bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode token skipping." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors and quantization mismatch are different from MXFP4 fallback to bf16." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE conversion bug is unrelated to GPT-oss out-of-memory." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token-count helper bug and batched video processor shape bug are different defects." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different failures: MoE conversion under distributed loading vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video/VLM handling, but the concrete failures are different code paths and model families." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Quantization memory regression is unrelated to Sam3Video OOM." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different issues: FineGrainedFP8 loading failure vs MobileLLM key error." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Training token counter bug is unrelated to GPT-oss perplexity." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument mismatch is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different loading problems: Qwen3Moe FP8 config vs AutoImageProcessor URL support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 22, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:42175", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44756", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:47020" + ], + "soft_pairs": [ + "issue:45459|issue:45803", + "issue:29159|issue:34567", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:28282|issue:29870", + "issue:43525|issue:46291", + "issue:28282|issue:34689", + "issue:43454|issue:43577", + "issue:44987|issue:45538", + "issue:43540|issue:46701", + "issue:43425|issue:46291", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:39379|issue:44554", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:45137|issue:45405", + "issue:43404|issue:45127", + "issue:28282|issue:29127", + "issue:45081|issue:47020", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:44479|issue:46693" + ], + "prepared_review_unit_hash": "7c54e43d2137dcccababa73fde161df2a4f617422c0a50882d5c74bc367f58a5", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated Transformers issues. The only commonality is broad library scope; none of the soft pairs looks like the same underlying bug/change, so no duplicate merges are warranted.", + "confidence": 0.88, + "canonical_issue_reason": "No true canonical issue stands out: the set spans unrelated loading, tokenizer, training, vision, cache, and quantization problems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 29159 is the broadest user-facing tokenizer-behavior report in the set, so it is the closest weak representative, but it does not actually subsume the mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention error-handling around tokenization, but they hit different code paths: protobuf decode fallback vs. Fuyu tensor conversion." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer token-count bookkeeping are unrelated bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy cache initialization causing recompilation and the other is cache length configuration behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "These are unrelated; one is a vague data request, the other is a reproduction of a separate issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern memory/loading, but FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Missing PyTorch dependency import error and BART generate() UnboundLocalError are different problems." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id and pipelines failing on kernels version requirements are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "A missing torch dependency is not the same as a Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both touch model attributes, but untied lm_head weights and BLIP2 dtype propagation are distinct bugs." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model and CLIPTokenizer's max_length constant are not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal issues, but Qwen3OmniMoe video-input validation and DiffusionGemma pipeline output wiring are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels import-version requirements are separate dependency issues." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token-ID loss and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "These are both correctness bugs, but one is mllama mask handling and the other is an MPS attention dimension issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS CLIP bus error and a TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backends missing TensorFlow and failing to import a model class are different problems." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR related, but one is an AMP/CUDA loss crash and the other is a forward-path feature-level mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key corruption are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque errors and an unreleased PEFT version bump do not describe the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weight tying, but one is a missing tie in Mistral3ForConditionalGeneration and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "A missing PyTorch import and a LayoutLMv3 box-information error are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer construction failures, but they affect different tokenizer implementations and different root causes." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model loading key errors and unexpected _is_hf_initialized arguments are different initialization bugs." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure and TimesFM window_size attribute errors are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression and a long-context performance regression 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": 26, + "review_unit_index": 23, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46512", + "issue:46821", + "issue:46869" + ], + "soft_pairs": [ + "issue:42915|issue:45538", + "issue:45538|issue:46869", + "issue:43452|issue:43582", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:44849|issue:45701", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45405|issue:45600" + ], + "prepared_review_unit_hash": "50c3da2be97fed5ae0d5a0e0607b2f05bdefba79cb689db1a529d448d8165bef", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35783, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous collection of unrelated Transformers issues. The only soft pair that looks like the same underlying bug is the Qwen2.5-VL/Qwen3 video-input position-id regression. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44479 is the broadest and most representative of the video-input regression family, covering multiple Qwen VL/MoE variants and likely subsuming the narrower follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue because it captures the shared Qwen video-input regression at the highest level and is more general than the narrower variant report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different failures in unrelated areas: Qwen3Moe FP8 loading vs CLIPTokenizer max-length metadata." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated tokenizer metadata bug vs YOLO multi-GPU auto device-map failure." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading issue vs Apple Silicon allocator warmup TypeError; no shared code path." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken argument conflict vs tokenizer loading failure for a specific model; symptoms and causes differ." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 model support issue vs missing PyTorch import error." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Both involve training/loading infrastructure, but the concrete problems are different: FP8 config vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype handling, but one is a BLIP2 module-casting bug and the other is stale config dtype after from_config; not the same defect." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to tokenizer-version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3 failures: auto device mapping cuda assert vs video input processing ValueError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they target different models and errors (ValueError vs StopIteration) and do not clearly share one concrete code path." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure for a specific checkpoint." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related domain, but 44479 is a broader regression report across several Qwen VL variants; 43540 is a distinct Qwen3OmniMoe video-input error." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different API problems: loading a model with a new transformers version vs list_repo_files not forwarding revision." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL video-input positional-id regression in v5.3.0; one is the broad regression report, the other a narrower symptom report." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: SigLIP2 zero-probabilities vs Perceiver image-classification at non-default resolution." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs AutoImageProcessor URL loading; unrelated loader paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter not updating is not the same as custom compute_loss signature breakage." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal loading failure are distinct multimodal issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions affecting different tokenizer classes and behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE-layer selection." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-flag conflict is unrelated to Mistral regex patching crash." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to tokenizer regex patching." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError; different subsystems." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error is unrelated to missing Float8 storage type." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and Qwen3.5 apply_rotary_pos_emb registration crash are different defects." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different RoPE-related symptoms in different model families; no evidence of the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pin issue vs stale auto_mappings config reference breaking CI; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft pair, issue:44479 vs issue:45381, is a plausible same-bug match based on the shared Qwen2.5-VL video input position-id regression. The other pairwise rejections are cautious and supported by the titles/descriptions. No PRs are present, so there is nothing mergeability-related to flag." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43716|issue:46701", + "issue:44737|issue:46463", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:45672|issue:45674", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43906|issue:46468", + "issue:43452|issue:44488", + "issue:28282|issue:32090", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:41762|issue:44936", + "issue:43643|issue:45375" + ], + "prepared_review_unit_hash": "db6b320365f6cc2f4adac97de36b8f2316a5d9634ec7291fca4397d5e9fcd03d", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35953, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity bucket of mostly unrelated transformer bugs: tokenizer regressions, config/serialization issues, multimodal dtype/device problems, training/DeepSpeed failures, and a few model-specific loading errors. The soft pairs share broad subsystem vocabulary only, so none look like true duplicates of the same concrete bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: the items are thematically related but not the same underlying bug, so there is no single issue that cleanly represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster spans many different failure modes and model families; any pick would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both involve multimodal inputs, but one is an image-preprocessor dtype mismatch and the other is a broken image-text-to-text pipeline; different code paths and symptoms." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU positional encoding bug vs T5 decoder-input validation error; unrelated models and failures." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but one is load-time dtype propagation in Blip2 and the other is inference-time dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to a T5 decoder validation error message bug." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is an isolated reproduction of a specific prior issue; the other is a performance regression with FA2 and long-context generation." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token behavior vs CodeLlama encode/decode leading-space loss; different tokenizer bugs." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error vs Bart generate unbound local decoder_attention_mask; not the same failure." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Gemma4 4-bit audio/vision uint8 cast bug vs BitsAndBytes skip-modules handling; different quantization paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs strict config blocking granite_speech loading; distinct config issues." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe vs FA2 long-context performance regression; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction is not the same bug as the broken official Nemotron example." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading breakage for tokenizer/model APIs vs failure to load one specific model checkpoint; different load-time problems." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import vs NoneType passed to _gpu_broadcast_one; unrelated environment/runtime failures." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output drift in v5 vs VideoPrism hidden_states field mispopulation; different model behaviors and code paths." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Qwen3.5 tensor-parallel plan omission; different models and mechanisms." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX config reload losing rotary_pct vs rope validation TypeError on JSON-loaded lists; separate config serialization bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange issue vs flash_attention crash on s_aux=None; not the same problem." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT image processor label reduction bug vs sequence-classification zero-loss bug; different components and symptoms." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation message issue vs Gemma4 4-bit multimodal dtype cast bug; unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences vs Qwen3.5 save_pretrained regression; no concrete overlap." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 incorrect visual-encoder keys on save vs tokenizer producing wrong token IDs across models; different regressions." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head.weight serialization and the other is a broader translation-model tied-weights issue; not enough evidence of the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key warnings vs broken quantized model save/load round-trip; different serialization failures." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking issue vs Perceiver interpolate_pos_encoding failure; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting bug vs T5 decoder validation error message; different models and fixes." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load-time index error vs trainer.evaluate after trainer.train regression; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code vs Qwen3_5MoeVisionConfig field dropped by @strict; distinct config-handling bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 25, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43531|issue:43742", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43761|issue:46829", + "issue:29159|issue:33357", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:46832|issue:46932", + "issue:43688|issue:45704", + "issue:43653|issue:44568", + "issue:43688|issue:45701", + "issue:43295|issue:45356", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:42898|issue:46491", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:44479|issue:44625", + "issue:43761|issue:47013" + ], + "prepared_review_unit_hash": "0c292df21cb032475051840002b7778a347071ec466b1d239b86784153e0d3fe", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36598, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of tokenizer regressions, model-loading bugs, and model-specific inference issues. I don\u2019t see any soft-edge pair that is clearly the same underlying bug, so no merges are justified.", + "confidence": 0.42, + "canonical_issue_reason": "issue:29159 is the broadest and most generic tokenizer-consistency report in the set, making it the best representative of the tokenizer-regression theme present in several nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the most canonical issue because it captures the widest common theme (slow vs fast tokenizer inconsistency) without being tied to one model or one specific loading path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different subsystems: SigLIP2 model output issue vs processor/tokenizer access regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are AutoTokenizer problems, but they affect different tokenizer classes with different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer-specific bugs: BigBird special-token registration vs MLuke task AttributeError." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-path failures, but one is gguf support and the other is a mistral regex/offline hub regression." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: DAC latent conversion mismatch vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs on different architectures and code paths." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and MobileLLM key error are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency/import problems in unrelated packages and platforms." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both touch detection losses, but they are distinct failure modes in different RT-DETR code paths." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern hidden_states outputs, but they are different models and different output contract bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error in a CLIP model; no shared bug." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 config missing pad_token_id is unrelated to DiffusionGemma pipeline failure." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend handling, but the missing TensorFlow backend and tensorflow_text mapping error are separate issues." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR backbone/feature-level mismatch vs Gemma4 quantized dtype casting are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization is unrelated to T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but on different tokenizers and different regressions." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to a tokenization regression report." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different components and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific loading/configuration bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failure is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/state handling, but they are different mechanisms and different models." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug vs config persistence bug for custom token IDs." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but not the same bug: clean_up_tokenization_spaces vs CodeLlama leading-space round-trip." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load regressions, but the code paths and root causes differ." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are different model issues." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different shape/return-contract bugs in unrelated model families." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 26, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:44484|issue:44704", + "issue:41720|issue:44464", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:44514|issue:45290", + "issue:43504|issue:44610", + "issue:44964|issue:45405", + "issue:43525|issue:43572", + "issue:43643|issue:44561", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "c268ff0f3ab52ae8780da2dbecb26ea72add245016dfeb0f25affc9cf82f80c1", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37143, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: it mixes unrelated training, generation, config, processor, device-mapping, and serialization bugs. There is no single canonical issue or PR candidate, and none of the soft pairs look like safe duplicate merges.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items span many distinct code paths and bug classes rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative for the cluster because the issues are not duplicates of one another and do not share one root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: Qwen2-VL multi-GPU training vs a GenerationMixin import failure." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized sinq model reload failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "A Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: shard-size defaults vs AutoProcessor kwargs forwarding." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different execution paths: auto device mapping CUDA assert vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both touch MoE-style behavior, but one is auxiliary-loss normalization and the other is broader implementation divergence." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention generation correctness issue vs performance regression with FA2 long-context generation." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled forward chunked generation bug is not the same as Qwen3.5 flash-attention failure." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Different bugs and model families: server KV-cache indexing crash vs beam-search cache reorder omission." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading bug in Beit is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue and CustomTrainer.compute_loss signature break are separate failures." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both concern processors, but one is audio sampling-rate defaults and the other is tokenizer/image forwarding regression." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different load-time bugs: Beit legacy field vs BitNet packed-weight unpacking." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "from_pretrained weight_only error is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the trigger and affected layers are different." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base_model_prefix loading regression is unrelated to Qwen3.5 tp-plan missing entries." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype persistence bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure and DiaConfig token-id loss are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the failing conditions are different and not clearly the same root cause." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy preset loading in Beit is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4-multimodal loading failure is not the same as a PEFT version pin issue." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme of missing padding token fields, but different configs and distinct regressions." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error message regression are different issues." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug on Qwen3.5 and FP8 inference failure on B200 are different hardware/model issues." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to sinq quantized save/load breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 27, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:28218|issue:33357", + "issue:43452|issue:44451", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43278|issue:43701", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:44488|issue:44843", + "issue:44849|issue:45357", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "53a38010781ad1c0078f362c9cc3c5f51fc56b5bde1a487cae25518972b7eb08", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs are only superficially similar (tokenizer/model-loading/regression wording) but do not describe the same underlying bug or change. I would not merge any soft pair; issue 45812 is the strongest representative of the tokenizer-regression subset, but even that is not a duplicate of the others.", + "confidence": 0.84, + "canonical_issue_reason": "45812 is the clearest high-signal issue in this set: a concrete, user-visible tokenizer regression with broad impact, a clear v4\u2192v5 boundary, and stronger evidence than the more niche or environment-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the best single representative because it is specific, reproducible, and central to the recurring tokenizer-regression theme that shows up in several near-matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs. MacOS bus error on a CLIP model; different failure modes and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading failures, but one is gguf/AutoTokenizer- AutoModel handling and the other is a specific BERT checkpoint load failure; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 output quality issue vs. return_tensors being ignored when text_kwargs is passed; unrelated behavior." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 vs. a regression in processor.tokenizer/image passing behavior; different root causes." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling vs. Qwen3.5 flash-attention generation; not the same underlying problem." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs. ZeRO-3 gradient growth; different subsystems and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Dtype mismatch in embedding layers vs. ZeRO-3 gradient anomaly; unrelated training bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs. device-dependent lm_head serialization inconsistency; different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change vs. resume_from_checkpoint key mismatch; no shared underlying defect." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 vs. DeepSeek accuracy regression after upgrade; different failure types." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and tokenization logic; not clearly the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen output_hidden_states bug vs. FP8 hardware/runtime issue; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on a CLIP checkpoint vs. Qwen2-VL multi-GPU training; entirely different issues." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus test case vs. an unreleased dependency version bump; not a duplicate." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load loses custom token IDs vs. MLukeTokenizer AttributeError; different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM vs. PEFT version requirement; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is missing BOS/EOS insertion for a specific model while the other is wrong token IDs for Granite models; different concrete bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL class vs. missing Float8 storage type; unrelated runtime issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Checkpoint load failure for a specific BERT model vs. offline-mode break in _patch_mistral_regex; different causes." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs. incorrect visual-encoder keys on save_pretrained; not the same defect." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in a config vs. init_empty_weights passing an unexpected argument; different compatibility issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure vs. Python 3.13 flash_attn import KeyError; unrelated compatibility problems." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError vs. RT-DETR feature-level mismatch; separate model-specific bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in BEiT segmentation vs. CPU offload device mismatch in Bark; different code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id vs. composite Qwen 3.5/3.6 config unwrapping for AutoModelForCausalLM; related family, but not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limit vs. DeepSeek accuracy regression; no overlap in underlying issue." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings vs. CLIPTextModel structure inconsistency; different model families and defects." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs. Qwen3-VL MOE loading regression; similar family, but distinct failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL config vs. missing pad_token_idx in StableLmConfig; different models and causes." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field load bug in BEiT segmentation vs. BigBirdTokenizer special-token registration 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": 1, + "component_count": 26, + "review_unit_index": 28, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43606", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46369", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:46399|issue:46846", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:44869|issue:46752", + "issue:42490|issue:43696", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:43937|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44423|issue:44734", + "issue:44977|issue:46701", + "issue:37428|issue:43957" + ], + "prepared_review_unit_hash": "e002b5e5c2b36a4dfb4e07f61ec3f4cdeb6d8e4625e8f997269f2bfb125ee813", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34620, + "estimated_input_tokens": 8655, + "estimated_eval_tokens": 17566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues across tokenization, model loading, quantization, serving, attention kernels, and training/runtime errors. None of the soft pairs look like true duplicates or the same fixable code-path bug, so I would keep them separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest, most reusable report in the set: it describes a general offloading/quantization failure rather than a model-specific symptom, and it has strong discussion/reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best standalone representative because it covers a general subsystem problem that could plausibly subsume closely related offloading regressions, unlike the many highly model-specific or symptom-specific reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device mismatch, but they are different models and different failure modes; no evidence they share the same code path." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs in Qwen3.5: one is a missing decorator for rotary-pos-emb registration, the other is an incomplete TP plan causing OOM/shape errors." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Both are CI/type issues, but one is about dtype mismatches in bfloat16 inference and the other is RT-DETR forward logic when feature levels exceed backbone outputs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading versus save/load corruption for sinq-quantized models are different lifecycle problems, not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation behavior, but one is compiled-forward inconsistency and the other is Whisper empty-transcription handling after special-token alignment." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "The first is a SigLIP2 model output problem, while the second is a generic position-id key warning across many models; they are not the same issue." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different failures: ZeRO-3 gradient growth versus model loading regressions with torch.device('meta')." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` is an attention integration bug, not a quantized-model save/load regression." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLFlow job-state reporting are unrelated subsystems with different symptoms." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper word timestamp crash on trailing replacement character is distinct from empty-list handling in `apply_chat_template`." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning is not the same as an out-of-memory failure when loading GPT-oss-20b." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both concern Gemma4 inference, but one is multi-GPU CUDA OOM and the other is a device mismatch in PLE with `device_map='auto'`; different failure modes." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting versus multi-GPU OOM are unrelated; one is an input-default bug, the other a memory issue." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and pipeline failure for DiffusionGemmaGenerationOutput are separate model/configuration problems." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation error and Python 3.13 flash_attn import KeyError are different import/compile-time failures." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior and TrainerState token counter not updating are both training/tokenization-adjacent but clearly different bugs." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model architecture choice; memory overflow in sam3-litetext is a runtime resource issue." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are completely unrelated model/runtime issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness when head dims differ is not the same as a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are different correctness domains." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and DeepSeek accuracy regression after upgrade are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash from string `.to()` misuse is distinct from KV-cache continuation tensor indexing." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are different model-specific issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for `_flash_supports_window_size` and meta-device loading regressions are separate loading-time problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 29, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46710", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45406|issue:46121", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:45200|issue:45823", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:43824|issue:43975", + "issue:44737|issue:46894" + ], + "prepared_review_unit_hash": "1d75dd4a07d8b8b8d85f84934d4e0d0c295fbc328372d39b3098f8389b1bcd8c", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of false-positive semantic matches, not a true duplicate group. The issues span unrelated bugs across tokenizers, multimodal processors, imports, generation, and dtype/device behavior; none of the soft edges should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43295 is the strongest anchor only because it is the most central node in the soft-pair graph and describes a concrete regression with a clear code path, but it should be treated as a representative issue rather than a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the best single issue to represent this cluster for triage because it is specific, actionable, and the most connected item in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different bugs: processor/tokenizer regression with images vs batched video processor output shape." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Both concern Qwen3.5/DeepSeek behavior, but one is a flash-attention generation bug and the other is an accuracy regression after a version upgrade." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated failure modes: Gemma4Processor missing _tokenizer vs rope-parameter validation TypeError." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different code paths: dtype mismatches in bfloat16 inference vs save_pretrained/tokenization failure for Wav2Vec2." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention integration crash vs AutoModelForCausalLM config unwrapping issue; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs Gemma4 mm_token_type_ids defaulting; distinct model/input handling bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer API regression vs quantization offloading behavior; only broad multimodal/loader overlap." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm config missing pad_token_idx vs TimesFM window_size AttributeError; no shared underlying defect." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/batching vs return_tensors being ignored when text_kwargs is passed; different tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to OmDet-Turbo image-size mismatch between processor and model." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device-map mismatch vs return_tensors precedence bug; different layers of the stack." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug vs tensor-parallel OOM during Qwen2 load; not a duplicate." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure vs ZeRO-3 gradient inflation during training; unrelated behavior." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug vs Flash Attention 2 test failures; different symptoms and components." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import KeyError vs tensorflow_text backend mapping error; both import-related but not the same issue." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm config field regression vs loading failure for a specific model name; no concrete shared code-path." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids default bug vs device_map auto placement mismatch; different fixes required." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Two separate import errors for different symbols and modules; broad flash-attention/import area only." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors vs return_tensors precedence in processing kwargs; not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync/update ordering bug vs Qwen3.5 output_hidden_states bug; distinct generation paths." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression vs model/JAX implementation mismatch in SigLIP2; only superficial multimodal overlap." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs vs crash on tool-call assistant messages; different chat-template edge cases." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure vs Qwen2.5-VL import error; different models and failure modes." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs vs FP8 inference failure on B200; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of lm_head.weight with tied weights vs model collapse after LoRA merge with extended vocabulary; related area but different underlying defect." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer adds an extra space after added token vs output embedding reinitialization after resize; tokenization vs weight initialization." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype unexpectedly changes during evaluate vs memory inefficiency in Qwen3 MoE training; different training/eval issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration vs incorrect detokenization in DeepSeek coder; unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU device bug in relative positional encoding vs CohereASR double-shift training-loss bug; no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 30, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:44442|issue:45198", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:43526|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:37428|issue:43425", + "issue:45759|issue:46285", + "issue:43335|issue:43653", + "issue:46424|issue:46858", + "issue:28282|issue:33357" + ], + "prepared_review_unit_hash": "9a01ff76ae4b386d2465f9c47fc9c39f0ba780f7ef964828c51fb784487bacf6", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37102, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab-bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.18, + "canonical_issue_reason": "There is no clear duplicate cluster here; if one issue must be chosen as an anchor, #46512 is the cleanest, most self-contained open regression report, but it is only a representative issue, not a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "#46512 is the best single issue candidate because it is current, narrow, and describes a concrete regression with a straightforward symptom. That said, the overall group is too mixed for a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different failures: gguf_file loading path vs stale config.dtype after from_config." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token bug vs a GraniteSpeech CI device-override issue; unrelated symptoms and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat template sampling-rate default vs video batch shape handling; different processors and bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text-model structure inconsistency." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both touch tokenization, but one is AutoTokenizer loading and the other is save_pretrained/tokenization for a different model family." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and likely distinct composite-model regressions." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and 4-bit quantized audio/vision dtype casting are separate problems." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Image-processor label reduction bug vs return_tensors being ignored when text_kwargs is passed; unrelated preprocessing paths." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution/interpolation failure is unrelated to RT-DETR memory release after deletion." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Text-only fine-tuning mm_token_type_ids defaulting is not the same as quantized vision/audio embedder dtype casting." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and paged-generate warning behavior are different generation issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latents/STE mismatch has no connection to a GraniteSpeech CI stale device override test." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 multimodal token-type ids and Qwen2.5-VL rope temporal scaling are unrelated multimodal bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different model/config issues." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to a missing falcon_mamba_ssm availability helper." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime failures." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Docs about pipeline() removal and docs about return_all_scores are both documentation issues, but not the same bug/change." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor input-size mismatch vs LwDetrImageLoss float16 AMP crash are different model/runtime issues." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-extract length behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash and missing auxiliary losses in D-FINE are distinct detection-model problems." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but gather_for_metrics batching and BeitImageProcessorFast reduce_labels are different code paths." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config.dtype after from_config is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length calculations." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Whisper empty-transcription failure are separate audio bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Import failure for an internal flash-attention symbol and a Torch 2.10 compatibility report are not the same underlying issue." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping in from_config and CLIP text-model structural inconsistency are unrelated." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length honoring for quantized cache and static-cache seq-length tensor arithmetic are different cache bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import missing vs MacOS bus error loading a community CLIP model; no shared root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 31, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:43278|issue:43825", + "issue:44514|issue:44521", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:29127|issue:32090", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44617|issue:46697" + ], + "prepared_review_unit_hash": "82ca0fa787815ab1cd48d13263c7af20bf3f94de9ef839b6c8d60784a38b3e37", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair is a true duplicate: the two identical Qwen3.5 MoE from_pretrained error issues. The rest share broad subsystems at most, but describe different failures and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier report of the exact same Qwen3.5 MoE from_pretrained failure as issue:45478, so it should anchor that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the cleanest representative overall because it is the earlier, better-established instance of the only exact duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different bugs: Flash Attention 2 test failures vs Trainer/_gpu_broadcast_one NoneType type error." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both involve v5 model loading/serialization, but one is base_model_prefix loading and the other is lm_head.weight serialization on different devices." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and failure modes: sparse layer creation in SwitchTransformers vs legacy field loading in BEiT segmentation." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime failures, but one is torch.compile with SDPA in Bamba and the other is a stale device override test in GraniteSpeech." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Completely different code paths: DeBERTa import/parsing error vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/platform issues, but one is flash_attn import handling on Python 3.13 and the other is Windows ROCm torch.distributed dependency fallout." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions in different models: Pegasus output mismatch vs Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and different underlying modules." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "One is a SwitchTransformers config bug; the other is a qwen3_omni_moe helper-function mismatch." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different BEiT/SwitchTransformers-related configuration versus D-FINE denoising/auxiliary-loss behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared underlying bug; one is sparse-layer config creation, the other is a CI test flake." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat/template flows, but one is tool-call content handling and the other is mistral_common continue_final_message behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different failures: embedding dtype drift during evaluate vs pipeline error messaging about translation support." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template bugs, but one is batched padding=False crashing and the other is assistant_masks being all zeros for multimodal inputs." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading/embedding-related, but they describe different regressions and code paths." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different flash-attention-related failures: s_aux=None AttributeError vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different local-path/import behaviors; one is a trailing-slash warning, the other is a GLM-4.7-Flash unit-test loading issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: LayoutLMv3 box-validation error messaging vs Trainer broadcast type error." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different model internals: DAC from_latents/STE mismatch vs unexpected position-id keys during loading." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different bugs in different BEiT/SigLIP2 processor surfaces; one is doc-example errors, the other is reduce_labels returning a single label." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Both are loading-time issues, but one is missing chat template and the other is device_map=auto leaving weights on meta." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime failures: CPU offload device mismatch in bark-small vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "CI failures in different areas with different causes: packed-weight unpacking vs stale GraniteSpeech device override test." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different topics: SigLIP2 documentation/model mismatch vs unexpected position-id keys." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to the Trainer NoneType broadcast error." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE from_pretrained error reported twice; 45478 is a duplicate of 45310." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4-v5 tokenizer/output regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different device-placement bugs in different models: LasrFeatureExtractor center arg vs Gemma4 PLE device_map=auto forward mismatch." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Key mismatch on resume_from_checkpoint is not the same as a helper-function length calculation issue." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the identical Qwen3.5 MoE from_pretrained titles support the single duplicate call, and the rest of the soft pairs are rejected conservatively with distinctions visible from the issue titles. No overstatement is evident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44561", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47000" + ], + "soft_pairs": [ + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:42490|issue:43575", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:45593|issue:47000", + "issue:38175|issue:44493", + "issue:44464|issue:46424", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:29870|issue:33290", + "issue:45290|issue:46655", + "issue:37428|issue:42175", + "issue:43278|issue:43381", + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:40444|issue:43526", + "issue:44855|issue:46399", + "issue:32090|issue:33290", + "issue:44977|issue:45229" + ], + "prepared_review_unit_hash": "9ba113bf96721ef4b84a658dc1fa16cc586e250c891946e2b6e869c62fe45a9c", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35383, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: the soft-pair candidates mostly share only broad subsystems (tokenization, flash-attn, trainer, vision, import paths) rather than the same concrete bug. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45920 is the broadest and most central bug report in this set: it describes a regression affecting AutoTokenizer across multiple model families, with clear impact and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best represents a high-signal, widely impacting regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both are training-start / iterator-related at a high level, but one is specifically resume_from_checkpoint hitting an empty epoch_iterator while the other is a FineWeb training startup failure; not the same concrete defect." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA + extended-vocab collapse and a category-cardinality RuntimeError are unrelated bugs." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking when protobuf is missing is unrelated to a missing import_utils availability symbol." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path trailing-slash import warning and Qwen2-57B tensor-parallel OOM are different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "NoneType broadcast in Trainer and a MacOS bus error on CLIP loading are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "float16 AMP CUDA crash in LwDetr loss and bfloat16 dtype mismatches in inference are distinct problems." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Missing auxiliary losses when denoising is off is not the same as RTDetrLoss infeasible cost-matrix crashes." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in Siglip2 and unexpected position-id keys across many models do not describe the same defect." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and cache max length only applying to quantized cache are different cache/generation issues." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe feature-extract length behavior are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading breakage are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing FA2 tests and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder_attention_mask initialization and Trainer _gpu_broadcast_one NoneType handling are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call handling and Qwen2.5-VL video vision_position_ids are separate code paths." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype change in eval and undefined video-branch helpers in multimodal token counting are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "A generate-time UnboundLocalError and a deepspeed Adafactor OOM are not duplicates." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat templating crash and SmolVLM video padding bug are different failures." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-support import and missing TensorFlow backend in torch install are unrelated packaging/import issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype drift and gradient-checkpointing-in-eval-mode are different behaviors." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs for multiple tokenizers is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image failure and BeitImageProcessorFast reduce_labels bug are different subsystems and symptoms." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 decorator/comment parse failure and missing decorator registration for apply_rotary_pos_emb are not the same defect." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and optimizer OOM are different issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 33, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:43927|issue:45698", + "issue:46421|issue:46858", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:43976|issue:45440", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:44561|issue:44779", + "issue:44568|issue:45491", + "issue:41720|issue:45229", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44977|issue:45563", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "4e4e085eff6c69bf293cab9b2b0728d9929757a72c2ee2006cb024d9ec199578", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the issues span unrelated bugs in tokenization, generation, cache behavior, quantization, device mapping, and docs/examples. None of the soft-edge pairs look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No strong canonical duplicate target exists here; issue 43873 is the closest representative only because it has the most discussion and references, but the set is heterogeneous rather than a single bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single representative of the set by engagement and breadth of reporting, but it should not be treated as the canonical duplicate for the whole group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is about custom token IDs being lost and the other about loading the wrong custom module; different failure modes and likely different fixes." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is about spurious recompilation from lazy init and the other is a non-CUDA static-cache slice arithmetic bug; not the same code path." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A local-path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading issues can contribute to memory pressure, but this is not the same as a multi-GPU CUDA OOM in Gemma4." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and a Trainer broadcast NoneType error are unrelated subsystems and bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are version regressions, but one concerns generation output differences and the other serialization of tied weights; not the same underlying issue." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are separate training-state problems." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "These are different model-specific regressions: one is eos_token_id config mismatch, the other a flash-attention generation failure." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "A MacOS bus error on a community CLIP model is not the same as SigLIP2 documentation example errors." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval and tensor-parallel OOM on Qwen2-57B are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "A flash-attention attribute error on sink-less models is not the same as a Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a utility function breaking trust_remote_code models and DeepSeek tokenizer regressions are separate failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings from mixed-length batching are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both relate to large-model inference, but one is a CUDA assert and the other is an OOM; different root causes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer attribute errors and Wav2Vec2 save_pretrained/tokenization failures are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regressions and rope-parameter JSON-list validation are separate configuration/path bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures and Fuyu tensor conversion exception handling are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and a stale warning in paged generate() do not share the same defect." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "A BART generate-time UnboundLocalError is unrelated to Llama 3.2 Vision model loading." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are different problem areas." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset behavior are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "An unsupported feature-extractor arg and a video-input regression for Qwen VL models are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config compatibility and quantized model saving are different quantization-related bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence from remote implementation are different model-architecture problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 34, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44857", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45491|issue:46693", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:43994|issue:45412", + "issue:45440|issue:45593", + "issue:45372|issue:45406", + "issue:43575|issue:44387", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44857|issue:45588", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:45250|issue:46640" + ], + "prepared_review_unit_hash": "56dd971d5a615eafda39f15ed58afe0e1d2bb3e5ff8afcb252338a1e4635e4c9", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38281, + "estimated_input_tokens": 9571, + "estimated_eval_tokens": 19398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster emerges here: the items span unrelated tokenizer, model-loading, memory, export, and Flash Attention reports. All soft edges look like broad similarity rather than the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and does not describe one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the strongest standalone report overall: it has the most discussion and a concrete FA2 regression description, but it still is not a canonical duplicate target for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is a BigBird special-token decoding bug and the other is an AutoTokenizer load failure for a different model." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different components and symptoms: Sam3PixelDecoder dummy Conv2d vs SigLIP2 producing bad outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "One is a dummy layer in Sam3PixelDecoder; the other is an RT-DETR memory leak when deleted." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel model load is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure from torch_compilable_check is a different code path than Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and a MacOS CLIP bus error are unrelated bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to a Flash Attention crash on s_aux=None." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues for gemma3n are a different failure mode than flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2, but one is NaNs from all-padding sliding windows and the other is a performance regression in long-context generation." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path slash import warning is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Clarifying an error message for boxes vs post-init reinitializing embeddings are different bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes leaking into dir(transformers) are separate issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad results and RT-DETR memory not releasing do not share the same bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 load-time ImportError and serve-time missing _tokenizer attribute are related by model family only, not the same code-path bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Tensor-parallel load OOM for one Qwen2 model is not the same as int4 quantization memory regression in Transformers 5.x." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizerBackend post-processor update behavior is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "A missing _tokenizer attribute in Gemma4Processor is a different failure than DiffusionGemmaGenerationOutput pipeline breakage." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory leak and sam3-litetext memory overflow are separate memory problems in different models." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer issues, but not the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 import failure from mistral_common is unrelated to protobuf masking real tokenizer errors." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "A Fast BeitImageProcessor label reduction bug is unrelated to a Kosmos2.5 OCR index error." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention support and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is not the same as LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing Qwen2.5-VL import symbol and a generic dependency issue are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed and Llama 3.2 vision model-loading breakage are different problems." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Loss crashes under float16 AMP and a flash_attention integration AttributeError are different issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer crashes are different tokenizer/processor bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are distinct model/config issues." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Generic Flash Attention 2.0 feature request and a specific FA2 issue report are not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 35, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46178", + "issue:46234", + "issue:46399", + "issue:46697" + ], + "soft_pairs": [ + "issue:43381|issue:43873", + "issue:45588|issue:45600", + "issue:43646|issue:44077", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:45003|issue:45440", + "issue:44077|issue:44479", + "issue:43316|issue:43525", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "de05a7cc7040fcdd1459c04dc887a4640b4049906795d2f8d63150a07fc7c40e", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35154, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct bug reports across unrelated subsystems; I don\u2019t see a true duplicate cluster, so the best anchor is the broad, active quantization/offloading report.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest and most active report in the set (highest discussion/inbound refs, still open), so it\u2019s the best anchor issue even though the items are not one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative because it describes a general runtime behavior problem rather than a narrow model-specific regression, and it has the strongest signal of ongoing relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Both are regression-style runtime issues, but one is about gradient checkpointing in eval mode and the other about quantization/offloading; different failure paths." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention crash on sink-less models and stale auto_mappings references are unrelated bugs in different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is a config deserialization issue; patchtsmixer post_init policy is a model-definition constraint." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "One is a rope-validation TypeError on JSON-loaded lists; the other is a missing decorator causing kernel registration failure." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one crashes in apply_chat_template batching and the other has incorrect video position IDs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and the category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe rotary embedding offload incompatibility are different model/code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache and Whisper batch_decode skipping special tokens are separate processor/model behaviors." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate handling and LASR feature extractor center-arg crash are different audio preprocessing bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading for FastSpeech2Conformer and Perceiver image interpolation failure affect unrelated components." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A local-path import warning is unrelated to the Qwen recurrent-state caching bug." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading failure do not share the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing tensorflow in the torch extra and a missing import-utils availability helper are separate packaging/API issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and Bart generate() decoder_attention_mask assignment are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated model issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "A Gemma3TextConfig API discrepancy is not the same bug as Llama4Config missing pad_token_id." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX implementation differences and outdated pipeline docs are not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are separate configuration/runtime problems." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope indexing and Swin2SR over-padding are distinct vision preprocessing bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated utility bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and GPTNeoX rotary_pct reload loss are both config-related, but not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque IndexError have different failure mechanisms." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are unrelated loading issues." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and missing text_config unwrapping in AutoModelForCausalLM.from_config are different config-handling bugs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A transformers loading regression and a backend-mapping tensorflow_text 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": 26, + "review_unit_index": 36, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:42617|issue:43575", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:44442|issue:45803", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43761|issue:44188", + "issue:27957|issue:32090", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:44464|issue:46421", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792" + ], + "prepared_review_unit_hash": "37884375cf8ce177207f76ab9d7cc381124951aecdbce08f35d574c58bbff790", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36257, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly text-similar but describe different bugs across unrelated code paths. I did not find any pair that is clearly the same underlying issue, so no duplicates were accepted.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: local dataset loading in a no-trainer script vs unrecognized model/config loading." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a load-time shape mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both mention distributed/model loading issues, but one is a 3d_parallel.py problem and the other is tensor-parallel OOM." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug vs gather_for_metrics label truncation; different subsystems and symptoms." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA numerical divergence." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to a bare except in Fuyu tensor conversion." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA bug is unrelated to resume_from_checkpoint key handling." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are model loading errors, but one is OOM from TP and the other is a key error for a specific model." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states output bug is not the same as attention-kernel divergence under torch.compile." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support issue is unrelated to a Trainer gpu_broadcast NoneType error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Output hidden_states regression and ModelOutput key assignment bug affect different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch installation errors." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load, but one is dequantized model saving and the other is wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length behavior and missing transformers.onnx are unrelated issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model processor/tokenizer regression is unrelated to the pipeline translation error message in v5." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both mention token alignment/config, but one is eos_token_id mismatch and the other is Whisper empty-transcription generation failure." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import utility helper and pipelines import failure with kernels are different dependency issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init API change is unrelated to non-persistent buffer initialization bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled forward output inconsistency and chunked prefill recompilation are related to generation, but not the same concrete bug." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Config API discrepancy is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling in tokenizer/model loading is a different failure than unrecognized model config." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and sinq quantization save/load corruption are distinct bugs." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus generate-images test failure are unrelated model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 37, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44190", + "issue:44242", + "issue:44514", + "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:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:44242|issue:46894", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:44734|issue:45406", + "issue:44855|issue:45588", + "issue:29870|issue:35141" + ], + "prepared_review_unit_hash": "8b5d63190f86919d118de17c95906e5cd70d0d83295a814c1907c7f4c26c63e9", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35247, + "estimated_input_tokens": 8812, + "estimated_eval_tokens": 17880 + }, + "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; they span unrelated model-specific, cache, processor, and config issues. I\u2019d keep them separate and use the most central issue as the representative tracker.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46894 is the best representative because it is already a higher-connectivity tracker (multiple inbound references) and its title explicitly frames the bug as a repeatable pattern to be tracked, rather than a narrow one-off report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the strongest global issue candidate: it has the most signaled reuse/tracking value and reads like the closest thing to a cluster anchor among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both mention FlashAttention/model generation problems, but they are different models and different failure modes: untied lm_head vs unsupported FlashAttention 2.0." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "One is about a dummy Conv2d in Sam3PixelDecoder, the other is a Sam3Video OOM; same family, not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both involve loss accounting, but the concrete bugs differ: missing load-balancing loss vs a training-loss double-shift issue in another model." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to Sam3-lite text memory overflow." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "These are different cache bugs: local trust_remote_code path collisions vs max_cache_length behavior for quantized cache." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal processor issues, but the code paths and symptoms are different: video input parsing vs batched chat template padding." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in a model config is unrelated to a backend mapping error for tensorflow_text." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "These are both optional-dependency/import-utility complaints, but they concern different backends and different missing symbols." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "One is a failing Janus image-generation test, the other is stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is a separate issue from a Windows/ROCm torch.distributed import dependency problem." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap beyond being user-visible pipeline bugs; the first issue is not even a concrete technical report from the title alone." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failure types: a test regression vs flash-attention generation failure." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field loading for Beit semantic segmentation is not the same as custom-module resolution after save_pretrained/from_pretrained." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "One is LoRA merge plus extended-vocab collapse with tied embeddings; the other is a Gemma 4 multimodal token-id defaulting issue." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention, but 43352 is a specific model unsupported by FA2, while 46640 is too vague to match it as the same code-path bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "A video-classification processor lookup bug is not the same as a missing fpn_position_embeddings attribute in Sam3 video encoding." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoXConfig rotary_pct persistence on reload." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a Qwen3-MoE sliding_window problem are separate config/runtime bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "One is an embedding reinitialization bug, the other is a local-model import warning caused by a trailing slash path." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both touch cache/recurrent state behavior, but chunked-prefill cache missing and recurrent-state resets are different underlying problems." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering dropping tuple labels and auxiliary-loss normalization are unrelated training/evaluation bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to loading a specific multimodal model in latest transformers." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both affect transformers serve, but one is KV-cache indexing in responses and the other is a missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing failure is unrelated to a flash_attention.py attribute error on sink-less models." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generation UnboundLocalError and token-embedding reinitialization in post_init are completely different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 38, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "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:45072|issue:46932", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:43827|issue:43994", + "issue:46082|issue:46697", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:43673|issue:46421", + "issue:44933|issue:45362", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:41720|issue:45245", + "issue:43550|issue:44190", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:44617|issue:46369", + "issue:43854|issue:44792", + "issue:45588|issue:47013", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "824f9a9261ae7917d41547b3bec14ff9bc8a2f4f7f47c341c0644b22465ceefa", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36184, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives: they mostly share broad subsystems or model families, but each pair points to a different bug, regression, or validation failure. There are no pull requests in this set.", + "confidence": 0.62, + "canonical_issue_reason": "No single true duplicate cluster stands out across these issues. If one issue must anchor the set, #43994 is the most concrete user-facing repro with a clear runtime symptom in a common API path.", + "canonical_pr_reason": null, + "best_issue_reason": "#43994 is the strongest standalone issue here: it describes a direct, reproducible incorrect-output bug affecting AutoModel/pipeline usage, which is more actionable than doc-only or highly specific config/load errors.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype problems, but they affect different models and different code paths: SwitchTransformers/TimmWrapper inference vs Gemma4 quantized embedders." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated failure modes." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Cache path collisions for local trust_remote_code models are distinct from a FileNotFoundError when loading from cache." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "A category-count limit error is not the same bug as slice arithmetic breaking because get_seq_length returns a device tensor." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Doc references to removed pipeline APIs are unrelated to SigLIP2 producing nonsensical outputs at runtime." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Head-dim validation in LlamaConfig is unrelated to Swin2SR over-padding images." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is a different problem from Whisper failing on empty transcription after special-token alignment." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatches and Qwen3-Next tied-weight warnings are different model-loading bugs." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization is not the same as GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Python 3.13 torch.jit parsing of DebertaV2Model." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init on patchtsmixer and strict config blocking granite_speech are different configuration problems." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss and a double-shift training-loss bug are different MoE/training issues." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Chunked-prefill cache missing in v5.0.0 and spurious recompilation from lazy cache init are separate cache behaviors." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A nonexistent import from image_utils is unrelated to Qwen3.5-35B chat crashes." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Wrong video position ids in Qwen2.5-VL do not match a Sam3-litetext memory overflow." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is different from a generation crash on empty transcription." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "cudaErrorAssert on A800 with auto device mapping is unrelated to the 2^24 category limit." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to loading a local dataset in the example script." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and an OmDet processor/model resolution mismatch are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A video-input regression across Qwen VL models is not the same as KV-cache continuation crashing from wrong tensor indexing." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config behavior and local dataset loading failures are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different models and likely different causes." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issues are unrelated to the janus image-generation test failure." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is a different code path from xLSTMLayer unpacking a bare tensor." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Qwen2.5-VL position-id regression and SmolVLM padding miscalculation are different video-processor bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to the local dataset loading issue in the training script." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual-encoder keys in save_pretrained are different save/merge bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 39, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue: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" + ], + "soft_pairs": [ + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:45276|issue:45584", + "issue:45290|issue:46752", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:25251|issue:29870", + "issue:43526|issue:46697", + "issue:43643|issue:44496", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:44737|issue:45803", + "issue:44246|issue:45003", + "issue:43673|issue:46858", + "issue:27957|issue:35141", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:42175|issue:44279", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "1d33d8897134b445d6e4df1bbac1b3e37022f61167119e0e24c690bc2771422c", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35855, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate edges are clearly different bugs or regressions. The only plausible duplicate pair is the DeepSeek tokenizer regression pair, where the second issue looks like a narrower follow-up to the first.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the broadest and earliest report of the DeepSeek tokenizer regression; issue:46489 reads like a model-specific follow-up/gap in the earlier fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 best represents the underlying defect because it describes the general tokenizer regression, while issue:46489 narrows it to DeepSeek-Coder v1.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both mention embedding resizing, but they describe different failures on different model paths and symptoms." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Different generation bugs: inconsistent compiled chunked generation vs a stale warning about num_return_sequences." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both point to the same DeepSeek tokenizer regression in v5+, with 46489 appearing to be a model-specific gap in the earlier fix." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is an auto_mappings reference to removed configs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: one is embedding resizing/tied weights, the other is Whisper generation on empty transcription after align_special_tokens." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both crash in apply_chat_template, but the triggers differ: tool-call assistant messages vs an empty list input." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and failures: Qwen3OmniMoe video processing vs serve KV-cache continuation indexing." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant_masks in chat templating and the other is Qwen2.5-VL video position ids." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Completely different bugs: pipeline top_k nesting vs Bart generate() decoder_attention_mask initialization." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor issues, but they affect different models and different operations (labels reduction vs padding)." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but the actual problems differ: missing fields with trust_remote_code vs unrecognized model_type." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different code paths: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated backend/environment issues: Python 3.14 import failure vs TensorFlow backend detection when only tensorboard is installed." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading complaints, but they are about different models and different failure modes." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: CPU tensor allocation in XLNet vs bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access may be related in a broad sense, but these are not clearly the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache internals, but they describe different cache failures and code paths." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "No shared bug: Flash Attention 2 support for XLMRoberta vs reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different issues entirely: Phi-4 multimodal loading vs stale auto_mappings references." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failures; CI test flake is not the same as model loading failure." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is a missing availability helper export." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are distinct code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "The titles are too generic to establish the same bug; one is a missing TensorFlow backend in the torch extra, the other is a broader dependency issue." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Different areas and symptoms: Trainer GPU broadcast of NoneType vs embedding reinitialization after resize." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols with different root causes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model-specific weight/tie bugs: untied lm_head vs incorrect checkpoint save_pretrained behavior." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "No clear overlap: missing Qwen2_5_VLImageProcessor import vs missing layer_type_validation export." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs in unrelated subsystems: Qwen3-MoE sliding_window vs auto_mappings CI breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek pair is the only plausible match, and the other soft-edge rejections avoid overclaiming on title-level evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 40, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "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:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:46082|issue:46121", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:43582|issue:46932", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:44016|issue:44220", + "issue:43673|issue:44336", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:43299|issue:45216", + "issue:46123|issue:46369" + ], + "prepared_review_unit_hash": "6bfc8f0c52ee498d710b8bd484b375fdba8bfb0ab32edffc8fd7540aac627095", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate pairs should be merged here; the items mostly share only broad Transformer/subsystem vocabulary and split into many unrelated bugs and regressions.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config bugs: explicit head_dim validation vs rope-key list handling." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated failures: buffer read error vs CPU/CUDA output differences." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different areas: video pipeline processor lookup vs notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Cache-related, but different bugs: missing GenerationMixin cache vs max_cache_length handling." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different code paths: processor.tokenizer regression vs embedding resize not propagating." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError vs Gemma4 dtype-casting fix; no shared bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different problems: feature-length helper behavior vs CPU/CUDA inconsistency." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config import vs PIL processor torchvision dependency." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version support issue vs a specific model loading failure." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label-reduction bug vs docs/behavior mismatch for a pipeline argument." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch vs model import/config failure; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature-extraction bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-missing regression vs ANSI escape output issue." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different multimodal model issues: unknown model type vs missing text_config unwrap." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compile failure and the other a version-check/import bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE aux-loss behavior." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different Ministral/FlashAttention failures with different symptoms and code paths." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No relation; placeholder issue title vs audio feature helper bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword-argument conflict." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash_attention, but one is model-specific and the other is sink-less s_aux=None handling." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version incompatibility vs general dependency issue." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Different subsystems: Janus image-generation test vs cache-length config behavior." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and modules." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Assistant-mask bug in apply_chat_template vs FA2 long-context performance regression." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs: default init on None vs missing deepstack_visual_indexes field." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty-transcription failure." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Different edge cases in different pipelines: top-k bounds vs empty chat list." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Load-time regression vs save_pretrained checkpoint regression." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch last-flag bug vs model memory overflow; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 41, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085" + ], + "soft_pairs": [ + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:46082|issue:46399", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:43653|issue:45593", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:45588|issue:47000", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:43479|issue:43525", + "issue:33290|issue:45656", + "issue:45081|issue:45907" + ], + "prepared_review_unit_hash": "0df64922430c693f81b377f06fa32f8aed991412c96658845192122f10b241a9", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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 cluster is a false-positive mix: the soft pairs share broad vocabulary (tokenizer, config, deepspeed, regression) but not the same concrete bug or change. I would not merge any of the suggested issue pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and failure modes, so none is a safe representative for duplicate triage.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the cluster is too heterogeneous for a meaningful canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is a stale phonemizer backend issue and the other is a thread-safety regression; different code paths and symptoms." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "One is a generic dependency problem; the other is an unreleased PEFT minimum-version bump. Not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is processor/tokenizer image-passing breakage and the other is wrong DeepSeek tokenization results. Different concrete failures." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they concern different docs and different issues (SigLIP2 example errors vs TextClassificationPipeline return_all_scores wording)." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Completely unrelated: video-classification processor lookup versus a nonspecific 'ADD THE DATA' issue." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "One is about SGD optimizer arguments not being used; the other is a warning about tie_word_embeddings in a Qwen LoRA setup. Not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: Blip2 dtype propagation versus Qwen3.5 save_pretrained checkpoint serialization." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error report after upgrade; 44351 is specifically missing HybridCache. Broad overlap is not enough to treat as the same issue." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup and remote_code breakages are different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and unreleased dependency bump are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve weights/tied-weights behavior, but one is serialization-dependent lm_head.weight handling and the other is resize_token_embeddings propagation. Not the same concrete bug." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different bugs; too broad to merge as duplicates." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "One is a model loading regression for Qwen3VL MoE; the other is incorrect save_pretrained visual encoder keys for Qwen3.5. Different operations and code paths." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Different config issues: explicit head_dim validation versus stale model.config.dtype after from_config." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "'ADD THE DATA' is unrelated to FP8 inference failures on B200." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are distinct bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Both concern model loss/input handling, but one is router/load-balancing loss gating and the other is mm_token_type_ids defaults. Different underlying fixes." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure are unrelated model-specific issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-loading topics, but the concrete failures and fixes differ." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention crash on s_aux=None and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and a TensorBoard/TensorFlow backend issue are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and Llama4Config pad_token_id are separate config bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizers, but one is OOM with Adafactor and the other is double optimizer stepping. Different symptoms and likely different causes." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated repository/tooling issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 42, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:45103|issue:45372", + "issue:44623|issue:44749", + "issue:45859|issue:46851", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:44246", + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:44987|issue:45542", + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:43723|issue:44162", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:45325|issue:46851", + "issue:44246|issue:44496", + "issue:46291|issue:46399", + "issue:44297|issue:45397" + ], + "prepared_review_unit_hash": "37e61a8c339f285eeedc024caa7964e6039cc55ef23e0b62fd4cc0f2fe9eec57", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36361, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft matches look like false positives: the issues span unrelated bugs in packaging, tokenizers, model loading, docs, and performance. No clear duplicate canonical issue emerges, and there are no PRs to compare.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous, and the proposed links do not appear to describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication; none of the issues is a credible representative for the others because they cover distinct failures and subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is a save failure and the other is a dequantized-model load/offload bug; different code paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Completely different models and failures: FlashAttention regression vs OCR long-input index error." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color output in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save-pretrained file omission vs Chinese-language filter slowdown after upgrade; unrelated bugs." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but different failures: CPU offload rotary embedding vs variable-length position_ids." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different models and errors: MLA layernorm precision issue vs GlmMoeDsaIndexer split return values." + }, + { + "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": "TensorFlow backend packaging issue is unrelated to Python version compatibility." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch and intermittent import slowdown are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo maintenance, but one is stale auto_mappings entries and the other is dummy PT objects leaking into exports." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different components: CamemBERT masked-LM output regression vs Deepseek tokenizer correctness regression." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill bug and CLIPVision hidden_states regression are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash and RTDetrLoss cost-matrix infeasibility are different failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import error is unrelated to Python 3.9/3.10 support mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure for physical-intelligence/fast is unrelated to TensorFlow backend detection packaging." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel branching and ANSI code emission in loading_report are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config attribute on Llama4Config is not the same as trust_remote_code dropping fields in AutoConfig." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 model breakage are unrelated issues." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage type and Qwen3.5 chat crash are different problems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape codes in loading_report and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video processor padding calculation and AutoProcessor backend-missing error are different processor issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3.5-related position handling, but one is still-image rope scaling and the other is variable-length input handling." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized model/config parsing are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is a dependency version/revision requirement and the other is a missing decorator registration bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 zero3 model loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 43, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45083|issue:46851", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:46399|issue:46851", + "issue:43526|issue:45003", + "issue:45561|issue:45563", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:46614|issue:46665", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:43901|issue:45003", + "issue:36246|issue:44351", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:41950|issue:44220", + "issue:43540|issue:46655" + ], + "prepared_review_unit_hash": "b7d57e406c51476d09c1c11bb591495eacb337a93cd9ee82e807b5bc7910d6d4", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36043, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: it mixes unrelated model-specific regressions, import/version errors, and docs/perf/testing issues. The proposed soft pairs are only superficially similar and should be rejected as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45003 is the broadest concrete framework-level bug in the set, centered on core import/model-loading behavior in modeling_utils, so it is the best representative anchor if a canonical issue is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best global anchor because it describes a reusable core code-path defect rather than a single model symptom or a peripheral docs/test issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3-family text/audio handling, but one is an audio feature-length helper bug and the other is a variable-length position_ids chat bug; different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import failure from a missing nn symbol is unrelated to the tensorboard-only/no-TF backend error." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing AutoImageProcessor import, the other is a Python-version compatibility break; different root causes." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 kernel registration/missing decorator is a different failure site than the variable-length position_ids crash." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to the modeling_utils sys.modules access bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generate warning are separate testing issues with different triggers." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError and empty-list apply_chat_template IndexError are unrelated API paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotations crash is unrelated to the Qwen3.5 apply_rotary_pos_emb registration problem." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "These affect different models and different bugs: dtype mismatch in bfloat16 inference vs wrong hidden_states output wiring." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id config inconsistency are not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Registering position_ids as a buffer causing access errors is different from gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are distinct model bugs." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention s_aux=None crash and variable-length position_ids are different code paths." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA weight conversion across hf versions and the other is loading breakage in a dev branch; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss handling and D-FINE auxiliary-loss suppression are different model-specific training bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and CPU/CUDA output mismatch in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are separate features with different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness and resize_token_embeddings not updating output embeddings are different defects." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages and different causes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores vs a sys.modules access bug are not the same issue." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but they concern different symbols and different modules." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a ZeRO3 deque underflow are distinct deep-speed-related failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are unrelated errors." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are different multimedia subsystems." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but Qwen3OmniMoe input processing and SmolVLM padding calculation are different code paths and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 44, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:44451|issue:46752", + "issue:43262|issue:44246", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:45003|issue:45561", + "issue:44162|issue:45200", + "issue:45292|issue:47000", + "issue:45137|issue:45600", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:43475|issue:46369", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44877|issue:45375", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43526|issue:46894", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:42199|issue:46851", + "issue:44060|issue:44077" + ], + "prepared_review_unit_hash": "4dd5e347f484aa5b87054c27528f687321708d917a0d9ff0497b9fab55b0064c", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated model bugs, config problems, performance regressions, and test/infrastructure failures. None of the soft pairs look like the same underlying bug/change, so no duplicate merge is justified.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs across different models and subsystems, so this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone report here: it is concrete, regression-framed, and clearly identifies affected models plus the failing video-input path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Different failures: model loading for ScandiBERT vs empty-chat-template handling in apply_chat_template()." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate default bug vs slow/occasional import time; unrelated symptoms and code paths." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a broad v5.3.0 regression across Qwen VL models while the other is a SmolVLM video padding bug." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing config field and the other is AutoModel text_config unwrapping; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Different subsystems: unsafe sys.modules access in modeling_utils vs a pytest-xdist file race in testing utils." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated model families and failure modes." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Token embedding resize behavior vs RT-DETR loss infeasibility; no shared code-path." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs broken auto_mappings references; different causes entirely." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error vs a transformer upgrade slowdown; not the same underlying issue." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen3.5 rotary/kernel code, but one is CPU-offload incompatibility and the other is a registration/decorator crash." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression vs embedding resize propagation; unrelated behaviors." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5 VL image processor vs DeepSpeed/BertModel zero-size index error; unrelated bugs." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision encoder missing attribute vs SAM3 LiteText memory overflow; different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern weight/embedding consistency, but one is serialization depending on device and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on processor.save_pretrained() vs unrecognized image processor when a vision backend is missing; different paths." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Moe load-balancing loss omission vs LwDetrLoss AMP/CUDA crash; unrelated bugs." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Florence2 training-loss double-shift bug; different model components." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict-config loading failure for granite_speech vs Qwen3.5 Moe vision config field dropping; not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug in transformers 5.0 vs CPU/CUDA result mismatch in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading regression in transformers>=5.1.0 vs tokenizer error masking when protobuf is absent; different bugs." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() UnboundLocalError vs MLflow status reporting after failed training job; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Same broad double-shift pattern, but different model families and likely different implementations; not the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model unsupported by Flash Attention 2.0 vs the general Flash Attention 2.0 topic; not duplicate reports." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression in Qwen models vs Windows/ROCm torch.distributed import issue; completely different code paths." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality-background-class issue vs Qwen3.5 variable-length position_ids behavior; unrelated models and errors." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs a PatchTSMixer post_init allowance change; unrelated subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 45, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47068" + ], + "soft_pairs": [ + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45593|issue:47068", + "issue:45685|issue:46431", + "issue:45987|issue:46082", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:46752|issue:47020" + ], + "prepared_review_unit_hash": "f8dd854479cc662465d0e15536f55186d03c4a0f1122f494f5504958379fbcb8", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36529, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly spans unrelated model, tokenizer, config, and runtime issues. The most representative issue is the broad tokenizer-loading regression in v5, while no PRs are present.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43723 is the broadest, most central tokenizer-loading regression in the set and best matches the cluster\u2019s recurring tokenizer/config-loading theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best cluster anchor because it is generic, user-facing, and sits closest to the repeated tokenizer initialization/save/load failures in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different bugs: a tie_word_embeddings warning versus a flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different code paths and symptoms." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention and partial-batch result dropping are unrelated issues." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and a double optimizer-step problem are not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both touch SAM3, but one is a dummy Conv2d and the other is a model-type warning." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows ROCm import/distributed failures are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: missing SAM3 output attribute versus Qwen3OmniMoe video processing error." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache/offline loading and Gemma multi-GPU OOM are not the same bug." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "A platform import issue and an RT-DETR feature-level mismatch are distinct problems." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading regression and accuracy regression after upgrade do not share the same underlying fix." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen warning about tied embeddings." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma token roundtrip behavior." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A model config warning and a stale generate warning are different issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache state on second forward pass is not the same as missing mm_token_type_ids defaults." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API rejection and tokenizer roundtrip failure are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of a different issue is not the same as the Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve performance/caching, but the concrete failures and code paths differ." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer-cache crash and s_aux=None flash-attention crash are different defects." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Missing auxiliary losses and a CUDA-tensor conditional host sync are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "An MPS histogram limitation is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return type and LlamaConfig head_dim validation are separate bugs." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation handling and cache length device-tensor arithmetic are different failures." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and post-upgrade slowdown are not the same underlying issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in SAM3 and dropped partial-batch results are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but tokenizer_class mismatch and processor file omission are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Nonsensical outputs with AutoModel/pipeline and missing-vision-backend messaging are not the same issue." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown regression and a double optimizer-step bug are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and training slowdown are different failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are separate problems." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and deepspeed optimizer double-step do not share a code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 46, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45753", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:44871|issue:46132", + "issue:44964|issue:45137", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:39692|issue:46726", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43986|issue:46726", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:43232|issue:43673", + "issue:45230|issue:45397", + "issue:46877|issue:47000", + "issue:45310|issue:45375", + "issue:46463|issue:46877", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45561|issue:47059", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44945|issue:45753", + "issue:44857|issue:46877" + ], + "prepared_review_unit_hash": "bade61d48322804a153b803e418aa70184cf37724a5a6389738af80a1410763b", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and mostly consists of distinct import/load regressions around Transformers v5. The strongest duplicate signal is the Qwen3.5 MoE `from_pretrained` regression, while the rest are separate issues in different code paths or model families.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45310 is the most canonical representative of the repeated Qwen3.5 MoE `from_pretrained` regression: it is concrete, version-scoped, and has a near-identical later duplicate (45478).", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best overall issue in this set because it is the clearest concrete bug report with an obvious duplicate sibling and a well-scoped failure mode; the other items are either unrelated or only loosely similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: Gemma EOS-token config inconsistency vs an attention registration behavior change." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated failures: multimodal model loading vs a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the symptoms are not specific enough to prove the same underlying bug; one is a missing config field, the other a generic `from_pretrained` error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve quantization/model loading, but they are different failure modes and model paths." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A doc example with model/processor mismatch and quantization issues is not the same as missing-vision-backend processor handling." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "One is a specific missing attribute in SAM 3 Video output; the other is a generic `trust_remote_code` config-field loss issue." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different model families and different attributes; no clear shared code-path bug." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both concern missing vision-related dependencies, but they target different loaders and error cases; not enough evidence of one underlying bug." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to Qwen3.5 variable-length position-id handling." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "An environment-level PyTorch import error is not the same as Sentence Transformers hanging during load." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they describe different generation internals and different failure modes." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific Gemma-4 ZeRO3 loading issue; no duplicate evidence." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring diagnostics and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 family, but one is a generic `from_pretrained` regression and the other is a specific config-field drop; not clearly the same bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "A decoder-input validation message bug is unrelated to import-time doc-lint output." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3.5-VL-Moe loading issues and processor save-pretrained file emission are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports (`AutoImageProcessor` vs an image_utils symbol); same subsystem, but not the same bug." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring wording for `position_ids` is unrelated to variable-length-input generation failure." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving vs a missing `pad_token_id` attribute are separate issues." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding and Kimi tokenizer codec handling are different tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and `continue_final_message` for mistral_common are different behaviors and code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallelism output errors are distinct failures." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Missing `nn` on import and a Qwen3.5 kernel-registration crash are different import/runtime bugs." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a CLI completion attribute error from huggingface_hub." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to RTDetr loss infeasibility." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: `GenerationMixin` from a generation submodule vs `AutoImageProcessor` from transformers." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output corruption and an image-specific Qwen3.5 infinite loop are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crashing and doc-lint stdout noise are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 47, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:44661|issue:47059", + "issue:45406|issue:46202", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:45081|issue:45103", + "issue:45593|issue:46877", + "issue:44222|issue:45310", + "issue:46202|issue:46701", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:44743|issue:47068", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:46829", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:42898|issue:45812", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44016|issue:46231" + ], + "prepared_review_unit_hash": "479d329570877c84c5ca638e4ce641d65aa762dafc8dfc973f7e34c463db170d", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37400, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only confirmed duplicate pair is issue:42673 and issue:43704, which describe the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; the rest are broadly similar transformers bugs but not the same concrete defect.", + "confidence": 0.79, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier report and has substantially more discussion than issue:43704, and both describe the same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the only true duplicate pair here: it is earlier and more discussed than issue:43704, while the remaining items do not cohere around one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: tokenizer/model mapping registration vs CLI completion attribute error." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different code paths: missing processor `_tokenizer` vs Gemma pipeline roundtrip/tokenization behavior." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and missing Qwen vision import are unrelated defects." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but distinct bugs: Qwen3-VL-Moe behavior vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and docstring lint output at import time are different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/Qwen, but one is save_pretrained behavior and the other is model loading regression." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma-related pipelines, but the reported failures are different concrete bugs." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same bug: both reports describe the Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to the janus image-generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 MoE save_pretrained failure are distinct issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to the missing image_utils import." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model loading/config recognition and pytest-xdist file races are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version mismatch and docstring lint import-time logging are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow status reporting and deepspeed Adafactor OOM are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Both mention generation/cache behavior, but the bugs are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file races and stale auto_mappings references are separate CI problems." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to a missing import symbol." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading stall and embedding reinitialization after resize are different failures." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4 multimodal config defaults and VideoPrism output field mismatch are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior and BOS/EOS insertion regression are distinct issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Dependency/backend packaging is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Both involve tokenizers, but one is add_special_tokens behavior and the other is thread safety." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as a Qwen3.5 MoE loading error." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Stale auto_mappings references and CLI completion attribute errors are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer batching crash and tokenizer thread safety are different bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction and final-partial-batch handling are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer cleanup behavior and Granite token-id regression are different regressions." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 config defaults and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS regression are separate issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and training-doc parameter-name mismatch are unrelated documentation/notebook problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the summary overstates the evidence for issue:42673: the packet supports that it is earlier and has much more discussion than issue:43704, but not higher inbound references (both show 0). The rest of the assessment is reasonably conservative, and the duplicate pair looks valid, but the best_issue_reason is not fully grounded as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46909", + "issue:47085" + ], + "soft_pairs": [ + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:44843|issue:47085", + "issue:42673|issue:47085", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44060|issue:45125", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:41628|issue:42757" + ], + "prepared_review_unit_hash": "05414b9fcd7a5e6199f4c2f0c7168c82803b800bdd47178ffaf6de36083e517c", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36699, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: the candidates are mostly unrelated issues that only share broad themes like tokenization, imports, docs, or v5 regressions.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set; the soft pairs do not share the same underlying bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of the issues is a clear duplicate target for the others, so picking one would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken doc examples, but they concern different models and failure modes, not the same example." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is config default initialization; the other is ModelOutput key handling. Different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions, but one is clean-up-space behavior and the other is Deepseek tokenization output." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline-mode Mistral regex patch bug vs tokenizer thread-safety regression; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is not the same as fast tokenizer thread safety." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model support and MLflow reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: MLflow job state reporting vs Llama 3.2 Vision model loading." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal model bugs with different symptoms and fixes." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions around tokenization/processor APIs, but they are different breakages." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method vs remote-code meta-init incompatibility are distinct problems." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to the deepspeed double optimizer step issue." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation indexing and auto_docstring annotations are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces vs Kimi codec handling." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting and embedding resize reinitialization are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is a missing submodule and the other is a missing dependency warning." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8/MoE saving and the other is tokenizer config metadata." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument usage and a doc parameter-name typo are not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts with different failures and data-loading paths." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unreleased dependency version bump vs leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import exposure in image_utils and dummy class cleanup are separate problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the deepspeed optimizer-step bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and missing processor save files are different issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct model-definition bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output difference and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is a specific BPE-marker bug and the other is a from_pretrained loading issue." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained problems affecting different objects and outputs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config None initialization and non-persistent buffer junk are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and attention registration behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different packages and symbols." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 49, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:44263|issue:44373", + "issue:46369|issue:46909", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:42907|issue:46050", + "issue:44263|issue:44360", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:45092|issue:45357", + "issue:44483|issue:45406", + "issue:44279|issue:46328", + "issue:44964|issue:47059", + "issue:42831|issue:44038" + ], + "prepared_review_unit_hash": "75149526df945ac7faae496d9bd829cda34f87d6557106b6710b8336e3b365e8", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36262, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Broad semantic cluster with many loosely related Transformers issues. The titles overlap around v5 regressions, save/load, generation, quantization, and multimodal models, but none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items split into multiple unrelated bug families, and the soft pairs are only superficially similar. If forced to anchor the cluster, issue:45071 is the broadest framework-level regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the best representative issue because it is the broadest, most general v5 regression report; the other items are mostly model-specific or subsystem-specific variants that do not unify cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Both mention DSA/MSA attention, but one is a missing ReLU in the DSA indexer and the other is a numerical-difference report versus a reference implementation." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "One concerns AttentionInterface.register behavior changes; the other is an accuracy regression in DeepSeek after upgrading Transformers." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue is not the same as a GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 MoE from_pretrained loading failure are different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT legacy-field loading and CLI breakage from huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but one is generic PretrainedConfig type checking and the other is LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading in v5 and Qwen3.5 flash-attention generation are distinct bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8/MoE save_pretrained corruption is unrelated to the max_shard_size default question." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output drift and FP8 inference failure on B200 are different problems." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized-embedder dtype casting are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split handling and remote-code/meta-init incompatibility do not share the same code-path bug." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs propagation after sync_gpus is not the same as cache_length being honored only for quantized cache." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template errors are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Sync_gpus generation bug and Kosmos2.5 OCR index error are separate issues." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs and SigLIP2 zero probabilities are different model behaviors." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example-script local dataset loading and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Same broad area, but one is a runtime DSA-indexer bug and the other is just a wrong docstring." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 LiteText memory overflow and DIA documentation example breakage are not the same issue." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 video attribute error and MoonshineStreaming off-by-one masking bug are different code paths." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing related, but one is a sliding-window off-by-one and the other is incorrect padding calculation." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization round-trip bugs: dequantized Ministrals/Devstrals save failure versus sinq save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both are DSA-related, but the concrete defects differ: torch.split return handling versus missing ReLU in the indexer." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 MoE from_pretrained failure are not duplicates." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code checkpoint/meta-init incompatibility is different from incorrect visual-encoder keys saved by save_pretrained." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request handling and Gemma4Processor missing _tokenizer are separate bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency complaint does not match a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal model loading and a CLI failure due to huggingface_hub are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe bug are different model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 50, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43329", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44188", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45381", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:44829|issue:46002", + "issue:41628|issue:43824", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:39379|issue:46172", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:44327|issue:47059", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:44188|issue:44373", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43232|issue:45593", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43576|issue:43784", + "issue:43976|issue:44945", + "issue:43329|issue:47059", + "issue:41628|issue:45278" + ], + "prepared_review_unit_hash": "3f32dfe2213c1c07ea3b8495eab673698077b8c6e69236fde61d03c1c7f55efd", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues. A few pairs share a loose subsystem theme (tokenizers, quantization/saving, import regressions), but none are strong duplicate matches from the available metadata. I\u2019d use the broad v5 import-regression report as the closest umbrella issue.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report here: it describes multiple import errors after a version upgrade, which makes it a more central triage target than the narrower, model-specific import issues.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best global issue candidate because it captures a user-facing regression with wider impact and could subsume narrower import-error reports if they are later confirmed related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both are training/initialization complaints, but one is about flash_attention_3 causing degenerate classification training and the other is about NaNs at checkout/init; different failure modes and likely different code paths." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules (`transformers` vs `Qwen2_5_VLForConditionalGeneration`) and do not point to the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both involve sequence/video logic, but one is about Qwen2.5-VL video position ids and the other is a MoonshineStreaming sliding-window off-by-one; unrelated models and code paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "These are unrelated model-loading problems: one is a sam3_video/sam3_tracker type mismatch warning, the other is text encoder weights not loading in Sam3Model." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Both mention model initialization/config incompatibilities, but one is an MLA LayerNorm epsilon precision issue and the other is meta-initialization incompatibility for old InternVL2 remote-code checkpoints." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Different areas and symptoms: non-persistent buffer corruption in Transformers 5.0.0 versus an off-by-one in MoonshineStreaming masking." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Both are multimodal/model-implementation issues, but one is incorrect mask handling in mllama and the other is a deepseek-v4 tensor transpose bug; not the same change or defect." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "The first is an import failure for `transformers.onnx`; the second is a tokenizer spacing bug after added tokens. No shared code-path evidence." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Both mention accuracy/runtime oddities, but one is a FineGrainedFP8 accuracy issue and the other is an infinite loop on a specific image in Qwen3_5; not the same bug." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "These are unrelated: one is a QA pipeline top-k bounds crash, the other is a CLI test failure due to a huggingface_hub API change." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is wrong offset mapping for Qwen3 and the other is missing BOS/EOS addition for mdeberta-v3-base; separate tokenizer implementations/issues." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but 42757 is a specific `huggingface_hub` symbol import failure while 45278 is a broad collection of import errors after upgrading Transformers; too broad and not clearly the same defect." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different Sam3 problems: a model-type warning versus memory overflow when calling sam3-litetext. No evidence of a shared root cause." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "One is an attention-kernel divergence under torch.compile; the other is a docstring issue. Not duplicates." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Both involve saving/loading or offline behavior, but one is tokenizer cache loading with HF_HUB_OFFLINE and the other is quantized model saving failure; different subsystems and symptoms." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Both mention loading/attention performance, but XLMRoberta Flash Attention 2 and Sentence Transformers getting stuck loading are not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer-related, but one is offline cache loading and the other is a wrong tokenizer decoder type in v5; separate issues." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is BPE marker handling for Ministral and the other is changed tokenization across versions; not enough evidence of a shared underlying bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Different problem classes: Qwen2.5-VL video position ids versus a broken documentation example for DIA." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "One is a generation kwarg update issue after sync_gpus; the other is D-FINE auxiliary losses not applied when denoising is off. Unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe versus a documentation example bug for DIA; no shared code path." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different classes of bugs: non-persistent buffer corruption in v5 versus NaNs in classification heads during checkout/init." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and incorrect LLM output under pipeline parallelism are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are runtime/loading failures, but Sentence Transformers hanging on load and a MacOS bus error on a CLIP model are different failure modes and likely different roots." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is tokenizer_class mismatch when saving. Different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models versus loading Phi-4 multimodal with latest Transformers are distinct model-specific issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken `transformers env` CLI command and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility in Transformers 5.1.0 and incorrect output under pipeline parallelism are not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "A multimodal token-counting bug in video routing versus a CLI test failure from a huggingface_hub API change; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but 41628 is a single missing `AutoImageProcessor` import while 45278 is a broad upgrade regression with many import errors; too general to merge as one duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 51, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:46172|issue:46762", + "issue:43122|issue:46326", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:39379|issue:43232" + ], + "prepared_review_unit_hash": "7865cf939643c884cebea12d5b41a52773f712cb3b906428c176d717d9d91efc", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36409, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed set of mostly unrelated regression reports; the soft-similarity pairs share broad themes like tokenizers, model loading, or serialization, but not the same concrete bug path, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43122 is the clearest self-contained regression report in the set, with a reproducible tokenizer behavior change across versions and broad user impact; it is the best representative issue for this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 has the strongest bug signal and a clear versioned regression narrative, making it the most suitable issue to anchor triage even though the cluster itself is not a duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and failure modes: RoPE layer dropping vs incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated topics: TF32 backend settings vs a torch.split indexing/value issue." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different subsystems: dequantized save_pretrained failure vs invalid GenerationConfig in GLM-5." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling is not the same bug as AutoProcessor dropping kwargs to cached_file." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizers, but one is offset_mapping correctness and the other is model loading for a specific corpus/model." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A sentence-transformers import NameError is unrelated to stale auto_mappings references for Sam3LiteText configs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Different code paths: tokenizer offset mappings vs multimodal assistant masks in apply_chat_template." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different API surfaces: cached_file kwargs forwarding vs chat templating crash on tool-call assistant messages." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical issues, but for different models and attention implementations; no shared concrete bug path." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version regression in tokenization while the other is continue_final_message behavior for mistral_common." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM 3 family, but one is a model-type warning and the other is a missing attribute on a vision encoder output." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression and multimodal assistant_mask generation are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading in transformers 5.0 is unrelated to tokenizer.save_pretrained writing the wrong tokenizer_class." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and gguf_file loading failures involve different loaders and different failure modes." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Module import failure for transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer reading are different problems." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 and version 5.4.0, but one is save_pretrained serialization and the other is from_pretrained model construction; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading is unrelated to FP8 save_pretrained behavior for moe models." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: a specific model class vs HybridCache from transformers." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output emptiness is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer/phonemizer domains: Qwen3 offset mapping vs stale espeak backend selection." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different breakages." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "These are separate import errors for different symbols and packages." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the example classification script returning empty results." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Mixed precision dtype drift in evaluate is not the same as incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to unclear error handling in layoutlmv3 box validation." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow in a pip extra is unrelated to transformers failing to load on Python 3.14." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Incorrect mllama full_text_row_masked_out_mask handling is unrelated to generation kwargs update after sync_gpus." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 52, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43976|issue:45446", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:46726|issue:46981", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:42673|issue:42796", + "issue:44995|issue:46697", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "8aaa41ab12e8b241f46ec6c5b5f98618b2f3c1293b44dd4d2b546a0a35eca4a8", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35244, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated issue reports with a few loose theme overlaps (v5 regressions, tokenizers, AutoProcessor, Qwen/GLM). None of the soft pairs look like true duplicates or the same concrete change, so all are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45278 is the broadest representative of the v5 import/regression breakage reports, so it is the most suitable umbrella issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 has the clearest cross-cutting impact and is the best single anchor for related import-breakage reports, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failures: SigLIP2 implementation discrepancy vs a Qwen3_5 infinite-loop image bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated problems: attention-kernel divergence under torch.compile vs a padding performance issue in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a docs parameter-name mismatch; the other is import-time stdout noise from doc-lint diagnostics." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad collection of import errors after upgrade, while 38617 is a specific missing symbol import; not clearly the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior in v5 is unrelated to a stale espeak backend/language-cache bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Version-compatibility issues, but one is Python support and the other is a PyTorch version check in flex_attention." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading regression via base_model_prefix is not the same as NaNs in classification heads after init/checkpoint." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen moes, but they describe different model variants and different from_pretrained failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "A wrong tokenizer decoder type and DeepSeek incorrect outputs are related only at a very high level; not the same concrete defect." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are not the same as a documentation parameter-name issue." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Missing num_labels propagation and NaNs in classification heads are different failures with different likely fixes." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect visual-encoder keys on save and the other is a from_pretrained error for a different Moe path." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label classification output bug is unrelated to SigLIP2 implementation drift." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo preprocessing size mismatch is unrelated to a broken documentation example for DIA." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length computation in qwen3_omni_moe is unrelated to a PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing multimodal image-patch method are different issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failing after train() are different training-loop bugs." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend handling is not the same as repeated HTTP 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field assignment issues, but they affect different model classes and different fields; not the same code path." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A classification example script bug and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "A missing weight during UMT5Encoder loading is not the same as AutoProcessor failing to pass kwargs to cached_file." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is not the same as a model accuracy regression after upgrading versions." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request for GPT2LMHeadModel flash-attention-2 support is not the same as a separate flash-attention bug report." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in multi-threaded inference is unrelated to tokenizer BPE-marker handling." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash on second forward is unrelated to image over-padding in Swin2SR." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation references to removed pipeline() APIs are unrelated to a PyTorch version check bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 53, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42617", + "issue:43064", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43824", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:33453|issue:39401", + "issue:45092|issue:46762", + "issue:43824|issue:46981", + "issue:44263|issue:46762", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43673|issue:46328", + "issue:39379|issue:43688", + "issue:42222|issue:47000", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44704|issue:47110", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44117|issue:45081" + ], + "prepared_review_unit_hash": "20aef5e4fc32203b99a36a48b245799f5237996300cd31f1f293f444ebd56383", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37011, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues across tokenizers, processors, training, generation, and test infrastructure. The soft pairs share broad subsystem language but not the same concrete root cause, so none should be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is safe to choose here: the items are heterogeneous and the soft pairs do not appear to describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out as a canonical representative; the candidate pairs are only superficial matches, not mergeable duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both mention tokenizers, but one is a loading regression and the other is an offset_mapping bug in a specific tokenizer." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Different failures: meta-initialization incompatibility vs numerical discrepancies in Minimax attention." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing class is unrelated to repeated 429 retry behavior in AutoProcessor." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split shape/value concern is not the same bug as attention numerical differences." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state sharding on ranks and missing GenerationMixin cache are separate training vs generation issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific problems." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache and a padding performance issue are not the same code-path failure." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama mask handling and auxiliary-loss normalization are different bugs in different model families." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Vitpose breakage is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "A broken model import path is not the same as apply_chat_template crashing on an empty list." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version gating and a PyTorch version check in flex_attention are separate compatibility issues." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "An invalid GenerationConfig error is not the same as a stale warning in paged generate()." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "These affect different attention semantics: scaling being ignored vs bidirectional masks still being causal." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized init argument and PretrainedConfig type-checking are distinct compatibility regressions." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and a flash_attention auxiliary-input AttributeError are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask handling does not match Florence2's double-shift training-loss bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but they concern different models and different erroneous outputs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and a Qwen3.5 from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and an AutoProcessor torchvision ImportError are different issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and flash-attention generation failures are separate problems." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to special_tokens being a list instead of a mapping." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A Transformers type-checking regression and a huggingface_hub CLI completion break are unrelated compatibility issues." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor padding performance issue do not share a root cause." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type checking and stale model.config.dtype after from_config are separate config bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A utility bug in testing_utils is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and repeated 429 retries are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type mismatch warning and a MobileLLM-125M loading KeyError are not the same issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A failure running 3d_parallel.py is unrelated to a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a Mistral regex patch crash involve different tokenizer code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 54, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43208|issue:46894", + "issue:44077|issue:46981", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:44263|issue:46172" + ], + "prepared_review_unit_hash": "bfa7bee54dbf821969f5b26f9222ff0bda950b39138ac5ef5f29cd1017629d7d", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35789, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly broad thematic overlaps, but the paired issues describe different concrete bugs, regressions, or feature gaps. None look safe to merge as duplicates, and there are no PRs in the set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`layer_type_validation` vs `AutoImageProcessor`) and likely separate breakages." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "`43122` is a tokenizer behavior regression across versions; `46298` is a noisy logging complaint. Different bugs and fixes." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "One is a Qwen3.5 chat crash, the other is a `SequenceFeatureExtractor.pad` performance issue; no shared code-path bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model loading is unrelated to the backend-mapping error for `tensorflow_text`." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "`44877` is a strict config-loading bug; `46231` is a documentation mismatch in training API parameter naming." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer `offset_mapping` correctness and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API behavior and MLA `rms_norm_eps` precision handling are different precision/config problems." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "One asks why shard size is 50GB; the other is a Qwen3.5 MoE loading failure. Different defects." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 generation config validation and OLMo-Hybrid model recognition are separate loading/validation failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import from `image_utils` is not the same bug as broad import errors after upgrade." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "MLA layernorm epsilon mismatch and Minimax MSA numerical differences are distinct model-specific numerical issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems: import failure vs `_torch_extract_fbank_features` implementation issue." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 control settings and trust-remote-code cache loading are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3next failures: missing projections vs MoE `from_pretrained` error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and duplicated optimizer steps under deepspeed are not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Missing `tie_embeddings_and_encoder_decoder` indication and unexpected position-id keys are different v5 regressions." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both mention tokenizer changes in v5, but one is decoder type, the other is different tokenization output; not the same underlying fix." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A `torch.split()` return-value issue in one model is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different models and different bugs; the latter explicitly references a training-loss double-shift pattern, but not the same code path." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "`patchtsmixer` optional `post_init` validation and repeated HTTP 429 retries are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is request acceptance at the endpoint level and the other is streaming inference failure on a specific model." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL-30B is not the same as missing attention projections in Qwen3next." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling in v5.0.0 is unrelated to a testing utility bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and `PretrainedConfig` type-checking breakage are separate API regressions." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2 support, but they are different models with different unsupported-path behavior." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size question and Qwen3.5 MoE loading error are distinct issues; no shared fix." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch counting on GLM46V image processor and MLA epsilon precision error are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a compile-time PyTorch warning for bfloat16; the other is incorrect dtype remaining float32 in Blip2 loading." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GLM-MoE `torch.split()` handling and DeepSeek-V4 tensor transpose/dtype logic are different model implementation bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 55, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:43441|issue:44829", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:43097|issue:45588", + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:44410|issue:45375", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701" + ], + "prepared_review_unit_hash": "5142f2747b81647043e338d8bead23678784793f41ec405f0e7c007ad9301c4b", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36850, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; I do not see any pair that is the same underlying bug/change, so all soft edges are rejected. If forced to anchor the cluster, the v5-breaking API regression report is the best umbrella issue.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43097 is the most broadly scoped, release-impacting regression report in the set and has clearer triage value than the highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best standalone representative because it describes a concrete v5 compatibility break with downstream impact and some inbound attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention 3, but one is a model-specific failure and the other is a training-degeneracy complaint in sequence classification; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek/GLM code paths and failure modes; no indication they stem from the same defect." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL family issues, but one is a weight-shape load error and the other is a model-specific v5/MoE bug; distinct problems." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is an API removal/regression report, the other is gguf_file handling in from_pretrained; unrelated concrete failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash versus a testing_utils bug; no shared underlying code-path." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to a testing utility issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve hub/network behavior, but one is offline cache loading and the other is repeated retry behavior on 429s; distinct bugs." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model families and different technical causes; not the same defect." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: infinite loop on a specific image versus memory overflow in sam3-litetext." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A model sliding_window issue and a testing utility bug do not share an underlying change." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Both are v5-related, but one is an API removal and the other is a flash_attention sink-less crash; separate code paths." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "General tokenizer mapping assumption vs a specific model loading failure; too broad and not concrete enough to treat as duplicates." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked_prefill issue is unrelated to MaskGenerationPipeline partial-batch bookkeeping." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM components, but one is a missing image-patch helper and the other is a torch.split return-value issue; different bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3next missing projections and Qwen3_5MoeVisionConfig field loss are separate model-definition problems." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek versions and distinct implementation errors; not a single underlying change." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal guidance issue versus quantized save/load corruption; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Processor loading crash without torchvision and a mistral_common import error are different dependency problems." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug and qwen3next projection bug are not the same code-path problem." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors from different modules and symbols; same symptom class only, not same bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training stack issues: wrong optimizer state under FSDP2/PEFT versus Liger Kernel not applied with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift training loss are unrelated model-specific problems." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor reports, but one is padding calculation and the other is num_frames semantics; not the same defect." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging versus apply_chat_template empty-list crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor-loading dependency crash is unrelated to the save_pretrained shard-size question." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "v5 API removal and quantization/offloading behavior are separate issues." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import regressions from different namespaces; not the same underlying change." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing set_seed is unrelated to a logging message issue." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer mapping fallback are different tokenizer bugs." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "bf16 PyTorch warning during compile and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback and DiffusionGemmaGenerationOutput pipeline failure are different loading/execution paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 56, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46710", + "issue:47059" + ], + "soft_pairs": [ + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43352|issue:43976", + "issue:43208|issue:43550", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:44483|issue:44514" + ], + "prepared_review_unit_hash": "a4bf3c5ffba7e670e2fc09b8791ea9f4ee02c86dcff726cbcf8c4b6796a9bad1", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37228, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is actually a grab-bag of unrelated Transformers issues. The soft-similarity pairs mostly share broad subsystem terms (trainer, processor, import, saving, warnings) but differ in concrete failure mode and fix surface, so none look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: one is a DeepSeek-v4 tensor/transposition bug, the other is an accuracy regression after a version upgrade." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both involve loading, but one is unwanted network access with local_files_only and the other is a missing embed_tokens weight in UMT5Encoder." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is unrelated to the auto_docstring crash from future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Both mention Trainer, but one is evaluate() breaking after train() and the other is import failure caused by datasets." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "One is GPT2 attention scaling being ignored under SDPA/FlashAttention; the other is cache lazy init causing recompilation with chunked prefill." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A processor/torchvision import crash is unrelated to a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop image-generation bug are different code paths and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized model weights is not the same as saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning is not the same as a torch.compile + SDPA failure on Bamba-9B-v2." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy PT object cleanup and noisy logging are unrelated maintenance issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "One concerns compilation warnings for bfloat16; the other is a tie_word_embeddings warning from a fine-tuning config." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights and max_shard_size defaults are unrelated save/load behaviors." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Wrong pipeline error messaging is unrelated to Pipeline.save_pretrained serialization." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support and a Python-version compatibility issue are different failures." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs are not the same as a Bamba SDPA compile crash." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "A model lacking FlashAttention 2 support is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of a different upstream issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config flag without notice is unrelated to a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription handling is unrelated to Trainer import failure due to datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 SDPA/FlashAttention scaling behavior and AttentionInterface.register semantics are different problems." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is unrelated to a DeepSeek-v4 dtype/transpose bug." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to importing Trainer." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related test flakiness and a huggingface_hub CLI API incompatibility are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different save/load paths." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under backend selection is unrelated to a zero-loss classification bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but for different symbols, packages, and likely different dependency breakages." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "A backend extra installation issue is not the same as Trainer import failure from datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-model trailing-slash import warning is unrelated to a bfloat16 compile warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions API rejection and batched Qwen2_5_VLProcessor padding=False crashes are different endpoints and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 57, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46050", + "issue:46077", + "issue:46365", + "issue:46512", + "issue:46877", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:45276|issue:46077", + "issue:43208|issue:43526", + "issue:36010|issue:42757", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:44355|issue:46877", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:44938|issue:47059", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "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" + ], + "prepared_review_unit_hash": "cbc14a2d9fce0a25013f25c377fa0c125129c3d9bb0adc8a783a54b36482766c", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated issues, not one duplicate cluster. The only plausible duplicate pair is a CLIP v5 regression around missing output fields; everything else is too model-, API-, or dependency-specific to merge together.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43618 is the best anchor because it describes the broader CLIP v5 regression around output fields not being populated, which plausibly covers the paired hidden_states report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43618 is the strongest single issue in the set: concrete, regression-oriented, and the only one with a plausible duplicate counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: missing import from configuration_utils vs network calls despite local_files_only=True." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems and symptoms: CLIP output field assignment vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both point to the same CLIP v5 regression where forward/output fields are not being populated correctly." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 problems: token embedding resize propagation vs bidirectional-attention mask construction." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated models and code paths: xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Separate import regressions from different packages and symbols." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading failures, but for different causes and model families; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but quantized-model save failure and Pipeline save_pretrained are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a loading/regression bug for Qwen3-VL-Moe, the other is fp8 inference support; not the same change." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat API request validation and apply_chat_template crash are related domain-wise but not the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: Qwen3.5 num_labels propagation vs Trainer import failing with datasets installed." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different issues: Flash Attention support for Nemotron vs GenerationConfig validation for GLM-5." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Unrelated Gemma4 attention-mask bug vs Qwen3.5 config propagation bug." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-Python import/runtime errors are unrelated to docstring lint output at import time." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different regressions: base_model_prefix loading behavior vs Pipeline serialization." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are AttributeErrors, but for different model configs/outputs and unrelated model families." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained vs quantized-model roundtrip are distinct serialization problems." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python compatibility failures with different versions and causes." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to cli completion breakage with huggingface_hub 1.22.0." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different save/load regressions: sorted state_dict loading vs incorrect checkpoint saving for Qwen3.5." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated: Gemma3Config missing vocab_size vs SGD args not being used." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Different bugs: Gemma3Config attribute missing vs special_tokens input type error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state/FSDP issue and cache-strategy typo are not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No shared underlying bug; one is no_grad decoration for cache/layer updates, the other is a broad import regression after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3.5 Moe loading, but the reported breakages are different enough to keep separate." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling is unrelated to Trainer import resolution." + }, + { + "left": "issue:44485", + "right": "issue:45290", + "accept": false, + "reason": "GLM-5 RoPE implementation and chat-template/tool-call crash are unrelated code paths." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 bidirectional-attention masking and stale config dtype are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:46512", + "accept": false, + "reason": "Checkpoint-saving regression and from_config(dtype=...) stale config bug are different problems." + }, + { + "left": "issue:46050", + "right": "issue:46512", + "accept": false, + "reason": "Quantized save/load corruption is unrelated to from_config(dtype=...) keeping stale config.dtype." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair, issue:43618 with issue:43761, is a plausible same-bug CLIP v5 regression on missing output fields in the same model code path. The other pair verdicts are appropriately cautious and do not overmerge unrelated subsystems or model families." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 58, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000", + "issue:47110" + ], + "soft_pairs": [ + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:43867|issue:46202", + "issue:44393|issue:47000", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:45850|issue:47110", + "issue:43874|issue:46617" + ], + "prepared_review_unit_hash": "567db606643e1f317e7ef78b33442fb944709c79c75eac849f92c1a8f0b660fd", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "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": "These issues are largely heterogeneous and do not look like duplicate reports of the same underlying bug. The soft-similarity pairs mostly share only a broad subsystem or version/theme, not a concrete code-path failure.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44246 is the broadest and most representative standalone report in this set: it describes intermittent import slowness at the top-level `transformers` import, with relatively high discussion activity. That said, the cluster overall is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best single issue to anchor the cluster because it is generic, user-facing, and about a core top-level regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwarg handling and Qwen3.5 variable-length position_ids are unrelated bugs in different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate-time decoder mask initialization is not the same as tokenizer loading regression." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "One is a state_dict load/sorting problem, the other is a Gemma pipeline roundtrip tokenization issue." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bounding-box output errors and RTDetr loss infeasible-cost crashes are different model/task failures." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file import failures and a Python 3.13 torch.jit.script indentation parse error are not the same defect." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing `vocab_size` on Gemma3Config and wrong optimizer state handling under FSDP2/PEFT are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading failure and missing `deepstack_visual_indexes` in a vision config are different serialization/config bugs." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related flaky tests and xdist file-race failures are both test infra issues, but not the same failure mode." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "`@torch.no_grad` decoration for cache updates is a specific fix, while 5.0 breaking many models is a broad unrelated complaint." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor parallel training bug and tp-induced OOM on a specific Qwen checkpoint are not the same underlying issue." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import slowness, but one targets `import *` model imports specifically while the other is a general intermittent import-time complaint." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init allowability are unrelated model API issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "A no_grad decorator bug and a Python-version compatibility issue do not share the same code path." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic model loading with sorted state_dict keys is not the same as Qwen3.5 visual encoder key serialization regression." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE from_pretrained failures are different model-loading defects." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency import error and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIP text model structure inconsistency are different changes, not one duplicate bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A ReLU discussion in the DSA indexer and DeepSeekV3MoE divergence from remote implementation are not the same issue." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to failing to load a Phi-4 multimodal model." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed flakiness in SAM HQ tests and GraniteSpeech CI device-override failure are separate test failures." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline loading causing API requests and AddedToken duplicate `special` kwargs are different tokenizer/loading problems." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and video processor frame-count semantics are unrelated API behavior changes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing and cache-based trust_remote_code file lookup failures are different runtime paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression in v5 and inability to reload old checkpoints after upgrade are related to versioning but not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan metadata are unrelated model/export and parallelism issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline API leakage and GLM-5 RoPE implementation concerns are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2.5-VL export symbol and cache FileNotFoundError for trust_remote_code are different loading failures." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V and trust_remote_code cache file lookup 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": 26, + "review_unit_index": 59, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "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", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:45375|issue:47110", + "issue:44222|issue:44230", + "issue:43867|issue:47110", + "issue:44315|issue:46209", + "issue:43525|issue:47110" + ], + "prepared_review_unit_hash": "034a9d801488a0138e0ae76de249e3696b875afecaa68c6f7579f1fd78d73b21", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38234, + "estimated_input_tokens": 9559, + "estimated_eval_tokens": 19374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is largely heterogeneous: most soft-similarity links connect unrelated issues that only share vague v5 / loading / import wording. I would reject all soft edges; issue:43576 is only the best broad anchor, not a true duplicate representative.", + "confidence": 0.21, + "canonical_issue_reason": "issue:43576 is the broadest v5 regression/CLI-related anchor in the set and has the most adjacent soft links, but the overall cluster is too mixed for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the least specific and most umbrella-like issue here, so it is the best practical anchor even though it does not match the others as the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: CLI env command breakage vs AttentionInterface.register behavior change." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is int4 memory/OOM and the other is checkpoint reload failure; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-status reporting failure is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is missing tensor-parallel plan and the other is a from_pretrained load error; distinct code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Separate missing-import failures for different symbols." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hangs and forward-API documentation confusion are not the same issue." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to the data-filtering slowdown report." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3_5Moe tensor-parallel support and a missing vision-config field are different defects." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network requests vs FP8 save_pretrained behavior; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "File access/networking bug vs unrelated issue titled \"racoon\"." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the \"racoon\" issue." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different vision/video processor problems: num_frames semantics vs missing backend import handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad decoration and generation kwargs sync_gpus ordering are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure is unrelated to tensor-parallel training." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are upgrade/load regressions, but they target different model/loading failures." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate UnboundLocalError is unrelated to forward doc wording." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model loading are different failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different import/CLI issues; one is huggingface_hub symbol import, the other is transformers env command breakage." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command failure and PretrainedConfig type-checking are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both involve CLI surface area, but one is env command behavior and the other is click/typer completion compatibility." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Forward-API docs confusion is unrelated to a missing configuration_utils import." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "env command regression is unrelated to missing Qwen2_5_VL export." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger-kernel application and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "\"racoon\" and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and \"racoon\" are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different import/loading failures: HybridCache export vs trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to text-classification docs mentioning return_all_scores." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2.0 support error and \"racoon\" are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error is not the same as cache FileNotFoundError for trust_remote_code models." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are about RoFormer, but one is kwargs propagation and the other is attention interface adoption; related theme, not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing-import symbols from transformers." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing vision-config field and special_tokens list/dict handling are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained on MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are separate problems." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "state_dict sorting load error is unrelated to special_tokens keys handling." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel/model_init and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config pad_token_id missing and special_tokens list/dict handling are different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 60, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44230|issue:46095", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "f6cb6e50d126b5a5653941902edee04c76f5c688d616936d55b7c4ff228ec7f8", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38841, + "estimated_input_tokens": 9711, + "estimated_eval_tokens": 19678 + }, + "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; they mostly share broad subsystem or version themes. I picked the open lazy-loading/import regression as the best umbrella issue, but it is only a weak canonical fit.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44273 is the clearest umbrella-style open report: it describes a concrete import/lazy-loading regression and can plausibly subsume nearby import-performance complaints better than the many model-specific or one-off bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the most reusable issue in this set because it captures a systemic loading problem rather than a model-specific symptom, making it the best candidate for triage or follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Model-specific chat crash vs a vague broad complaint about many v5 breakages; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-missing regression in chunked prefill vs a typo in cache-strategy docs/naming; different problems." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM RoPE implementation discussion vs SmolVLM video num_frames handling; unrelated code paths." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import regression vs TensorFlow backend detection/install issue; only broad package-loading overlap." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files vs a generic bug report placeholder; no shared concrete failure." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug report vs missing _tp_plan for tensor parallelism; different model features and symptoms." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Import/lazy-loading slowdown 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 vs video processor num_frames inconsistency; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* performance regression vs chunked-prefill cache bug; both import-ish only at a high level." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box error vs PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box hallucination/error vs infinite loop on a specific image; different concrete symptoms." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env CLI in v5 vs checkpoint reload incompatibility after upgrade; both version-related but not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs broad v5 breakage complaint; not the same issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility regressions, but one is general checkpoint reload and the other is remote-code meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs a generic many-models complaint; not a duplicate." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request for Qwen3-VL/Qwen3.5-Moe vs deepseekv4 weight conversion question; different topics." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo vs broad v5 breakage report; no shared concrete bug." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad version-regression complaint vs CLI breakage from huggingface_hub 1.22.0 attribute change; unrelated causes." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior API guidance vs cache-strategy typo; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* performance cleanup vs inability to import a specific model module; same general import surface, different failures." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model-type warning vs Liger kernel not applied with model_init; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import takes long sometimes and lazy loading not working are related only in the broad import-performance area, but not clearly the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed vs scheduler kwargs ignored; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "env CLI regression vs inverse_sqrt scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support error for Nemotron vs Qwen3-VL bounding-box issue; different models and problems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL output error; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access bug vs placeholder bug report; no shared concrete defect." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored vs PretrainedConfig type checking breakage; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch on save_pretrained vs generic bug report placeholder; not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs numpy-to-list conversion inefficiency; different issues." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* cleanup/perf issue vs cannot import HybridCache; both import-related only superficially." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "cached_file kwargs not forwarded vs inverse_sqrt scheduler kwargs ignored; unrelated kwargs bugs." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* performance issue vs a testing_utils bug; no overlap beyond being code defects." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support regression vs specific model import failure; different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init enforcement vs AttributeError in tied-weight key handling; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args vs tokenizer loading regression; not the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI vs lazy loading/import regression; same package area, different concrete failure." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application issue vs degenerate training with flash_attention_3; different model-training bugs." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Incorrect timestamp calculation in Qwen3VL processor vs padding calculation in SmolVLM video processor; both processor bugs but not the same one." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 61, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "ea38f91192a5cbbfebe07be62806d1ee5aa9b4cad6bf1a51f27992727dc88a54", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39669, + "estimated_input_tokens": 9918, + "estimated_eval_tokens": 20092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues. The soft pairs are largely broad-theme or keyword matches rather than the same underlying bug/change, so none are safe to merge.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45468 is the best cluster anchor because it is the most concrete, model-specific bug report and sits in the densest set of soft-similarity links; however, the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45468 is the most representative issue for the cluster\u2019s recurring model-implementation bug themes, while still being specific enough to stand on its own.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different problems: a missing ReLU in the DSA indexer vs Gemma-4 audio positional encoding. Same general ML area only." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading issues and inverse_sqrt scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure; not the same underlying defect." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation in a processor vs GLM-5 RoPE implementation; different model components." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding is not the same as CohereASR training-loss double-shift behavior." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "A broken env CLI command and a Qwen3_5 import failure are separate issues." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key AttributeError are different serialization bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler keyword plumbing are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup performance work is not the same bug as a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args does not match a Llama 3.2 model-loading regression." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation discussion for GLM-5 and Gemma-4 audio positional encoding are different model-specific changes." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a comb.to(dtype).transpose(-1, -2) bug are different concrete failures." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and timestamp calculation are separate behaviors." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and a VRAM leak in Qwen3ForCausalLM do not share a bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad '5.0 breaks too many models' complaint is not the same as a Qwen3_5 import error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp computation and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a precision/config bug, not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models and DeepSeek-V4 weight conversion are different feature gaps." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leaks are unrelated model/runtime bugs." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 module import failure are distinct import regressions." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is a feature-support issue, not the same as a Qwen3_5 import error." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "_get_tied_weight_keys AttributeError and special_tokens list/keys AttributeError are different failures with only superficial API similarity." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 changes, but one is a broad behavior difference and the other is a specific decoder-type issue; too vague to merge as one bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key handling and a cli completion incompatibility are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2 flash-attention support and a generic Flash Attention 2.0 issue are too broad and not clearly the same underlying change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling has nothing to do with the nonsense/spam title 'Unemployment'." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo and the unrelated 'Unemployment' issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A generic 'too many models break' complaint does not match the unrelated spam issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment and the unrelated 'Unemployment' issue have no overlap." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and the unrelated 'Unemployment' issue are not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError and apply_chat_template tool-call crash affect different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a layer_type_validation import error are different failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 qwen3-vl/qwen3.5 MoE support and missing processor save files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but GPT2 support and NemotronHForCausalLM support are separate model-specific feature requests." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training and checkpoint loading performance are different concerns." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowdown and tensor parallel training bug are not the same code-path problem." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance and forward-API documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are separate feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated architecture-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 62, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-512", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "8f7ec1478015426d7a61e68c879ef95530bff676f5c26327b3e1bf6dbf1cdd9b", + "component_budget": { + "node_count": 512, + "item_count": 512, + "soft_pair_count": 1882, + "serialized_chars": 976539, + "estimated_input_tokens": 244135, + "estimated_eval_tokens": 488526 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7773, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated models and subsystems (norms, tokenizer warnings, loss kwargs plumbing, config typing, quantization typos, MoE gating, attention implementation). I do not see duplicate pairs or a single underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43240 is the most generally impactful and broadly framed bug here (loss kwargs not propagated) and has the strongest evidence of being a real code-path problem, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and failures: Mask2Former ignore_value plumbing vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint mistake vs tokenizer regex warning; unrelated components and symptoms." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is distinct from generic loss kwargs propagation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems: segmentation loss parameter usage vs tokenizer warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value bug is not the same as RoFormer attention implementation issue." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Model loss/ignore_value behavior is unrelated to a quantization-operation typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in ModernBERT config vs a typo in quantization code path." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation is a different bug than an incorrect config type annotation." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm-design question is unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug and ModernBERT config typing issue 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": 2, + "component_count": 26, + "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": "225b010a4aaaed90047ec0ed834921e61e14aad8d8e40b049824ec3245bd5089", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they cover unrelated feature requests in tokenization truncation, learning-rate scheduling, and Wav2Vec2 word timestamps.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas: tokenizer truncation behavior vs Wav2Vec2 word time offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: truncation-from-beginning option vs ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler feature request and speech-model timestamp offsets 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": 3, + "component_count": 26, + "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": "10d2bddf382fb18b6ee819167e2a67ddb2cdfa473dea4c5bac490e17a9baf48e", + "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 of the same underlying bug. #13244 is about TAPAS tokenization behavior, while #15980 is about an auth-related download error, and #16618 is a separate model-loading failure. The soft similarities are too broad to merge any pair.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Tapas tokenization Different from Tensorflow Code", + "right": "Can't load the model for 'bert-base-uncased'.", + "accept": false, + "reason": "Different subsystems and failure modes: tokenizer mismatch vs model loading failure. No evidence they describe the same bug or fix." + }, + { + "left": "Bad error message when downloading private model without being logged in.", + "right": "Can't load the model for 'bert-base-uncased'.", + "accept": false, + "reason": "One is specifically about a missing-login/private-model download message; the other is a general inability to load a public model. Similar language around downloading/loading, but 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": 4, + "component_count": 26, + "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": "52302c6ebc03a43d7d44ec5d6be9720e01c01fb371c9d5910b3a3a0430ebe3e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are both community-contribution feature requests, but for different subsystems and different changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different targets: Flash Attention 2 architecture support vs GGUF architecture support. Similar wording does not indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 26, + "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:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "52e030a88b5487c5d7fe13d7de5e52c99662e2c78223b04f9a4bde0550666cc2", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a false-positive similarity cluster: the Turkish/Spanish/Romanian translation issues are separate language requests, while only the generic placeholder/near-identical template issues look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43834 is the earliest clean instance of the generic i18n translation template, and it best represents the only clear duplicate subgroup; the concrete language-specific issues are distinct requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best canonical issue because it is the earliest and clearest representative of the repeated generic translation template issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation request vs. generic template; same subsystem is not enough." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Turkish docs translation is not the same underlying issue as the generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests; these are separate translation tasks, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request does not match the generic placeholder issue beyond superficial template similarity." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete language request vs. generic template." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Distinct translation requests; body-template similarity is not enough." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is distinct from the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation task vs. generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is not the same underlying issue as the generic template." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different content and no clear indication these are the same request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different content and no clear indication these are the same request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic i18n translation-docs template; effectively duplicate issues." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder translation issue, likely a duplicate copy." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Title/content diverge too much; this looks more like a different spam/localized issue than the same duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Title/content diverge too much to treat as the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different titled issue; similarity appears to be template noise rather than the same task." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder issue with near-identical content." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title/content; not clearly the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title/content; not clearly the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; likely unrelated beyond template similarity." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different title/content; not enough evidence of a true duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title/content; not enough evidence of a true duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; similarity is too superficial." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same title and near-identical issue content; this is the clearest duplicate pair." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no strong evidence they are the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no strong evidence they are the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on soft-only matches. The accepted duplicate pairs are well supported by near-identical or identical titles/bodies, and the rejected cross-language pairs are reasonably treated as distinct requests. The canonical choice of 43834 is defensible as the earliest generic-template instance, with 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": 6, + "component_count": 26, + "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": "b99f3ed658fb4e11eaa821c74a5825de53d337a9c9cecaca904b513959e4b58a", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are mostly separate model-request tickets with generic title similarity, not duplicates. The soft edges generally connect different model families or different modalities (vision, audio, OCR, architecture/config changes), so none should be merged as the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Same broad RoMa/LoMa naming pattern, but different requested models and different detector vs matcher scope." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition vs DEIMv2 model addition; different model families and implementation targets." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config work vs Qwen3-TTS support; different architecture/config versus audio model support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model requests: EuroBert vs RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "Different model families: EuroBert config vs XiaoMi MiMo." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection models; not the same concrete change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object-detection model request vs audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model support vs weight-sparse transformer request; unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model domains and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Detection model request vs TTS support request." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT model addition vs Qwen3-ASR support; different model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "BERT model request vs sparse-transformer request; not the same code-path change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model families and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Both are BERT-like in a broad sense, but they request different specific models and changes." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work vs Qwen3-ASR support; different target models." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 request vs weight-sparse transformer request; different implementation areas." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "Different model additions: MiniCPM3 vs ModernVBERT." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS; different model families and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 model request vs Qwen3-TTS support; unrelated changes." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are unrelated model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support request vs Voxtral TTS support; different problem domains." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader feature request, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "RoPE/BERT-like feature discussion vs XiaoMi MiMo model request." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Model feature request vs a person-name issue; clearly unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model families." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo model request vs Qwen3-TTS support; different targets." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo vs DeepSeek-OCR2; unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "Model request vs person-name issue; no overlap in underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Both are Qwen3 audio requests, but ASR and TTS are different concrete model supports." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support request vs sparse-transformer model request; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are audio-related, but Qwen3-TTS and Voxtral TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support vs OCR model request; different modalities." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-model requests, but Qwen3-ASR and LFM2.5 Audio are different concrete integrations." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support request vs sparse-transformer request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR vs TTS on a different model family; not the same code-path change." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs OCR2 request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Audio model support vs EUPE vision-language encoder request; different domains." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model request vs SAM3-LiteText vision/language request." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support vs Granite SWA+sink option; different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE model request; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support request vs OCR2 model request; different tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT model request vs unrelated person-name issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS model support vs unrelated person-name issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "b5c54a761ed2c7498ee8b2c68092dc874eba76e60a8c02e8f9f1c1216d797122", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and problem domains; one is documentation about a framework listing, the other is a model architecture refactor. No shared code path or same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 26, + "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": "6df52ebc81a02922e0e5fe3e9e53837117d971cdfc8d42cc92e4144cd3043af6", + "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": "These two issues are not duplicates: one is a concrete decoding implementation task, the other is a model-support request for DeepSeek v3.2. The only soft link is superficial similarity in wording.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying problem or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41084 is the more concrete, implementation-focused report and is the better standalone representative of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying topics: block decoding behavior vs DeepSeek v3.2 support. Shared generic software/LLM context 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": 9, + "component_count": 26, + "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": "18ad903e68438f998973d91993861af8eb112d963e0183c9314e0013b2283ec1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss/Liger FLCE, while the other is a separate feature request to integrate TiledMLP for lower memory use.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue is warranted here; the topics are unrelated and the soft similarity is only superficial.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, #41306 is the more concrete and narrowly scoped API/implementation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: FLCE `from_pretrained()` flag support versus TiledMLP memory-footprint integration. They do not describe the same bug or fix path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "1a87a3fb2851c09925f186bb32fad0c7a55154739b749005217ccfc6c046c056", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related to custom trainer support in `Trainer`, but they address different problems: one is about making `remove_unused_column` more customizable, the other about correctly estimating FLOPS for custom trainers. They do not look like duplicates of the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the broader, more design-oriented request around Trainer customizability, so it is the better representative issue if one must be chosen; however, it is not a duplicate of #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the general theme of custom trainers, but the concrete goals differ: `remove_unused_column` behavior vs FLOPS estimation. Not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 26, + "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": "2cc046e43b27bc9758e13c8093f17f8ea23119554796a06af6c31f5f7ee08adf", + "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 not duplicates: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model families and different AutoModel heads.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader and more central model-registration request, but it is still specific to Qwen3-Omni and conditional-generation use cases.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better representative because it targets a foundational registration gap rather than a single task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni AutoModel/conditional-generation registration versus Qwen3.5 sequence-classification support. They do not look mergeable into 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": 12, + "component_count": 26, + "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": "082e2ef64a77c765b3c3b1319b5bd5f9013ef4064e26bdaee35981a04c2db8f5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "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 with the identical title \"huggingface \" look like the same underlying placeholder/duplicate report; issue 43835 ('Fett') appears unrelated. No PRs are present.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43845 is the best canonical issue because it is the earliest of the three near-identical 'huggingface ' reports and is representative of that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best global issue candidate: it matches the duplicate cluster title, is earliest, and has the most plausible representative value among the similar reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no evidence tying 'Fett' to the 'huggingface ' reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete context beyond generic soft similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared concrete context beyond generic soft similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title and very similar issue shape; they appear to be duplicate reports of the same thing." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and highly similar metadata/body size; likely the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and highly similar metadata/body size; likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identical-title \"huggingface \" issues, and 43835 has a different title with only weak soft similarity. The soft-edge verdicts stay conservative by using 'likely' / 'look like' language, and there are no PRs to reconcile." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "70ca5056d657dbed9a6c928993d56e1cbc8a85f1edf252b7bfc5f8c0a7622ce5", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly spam/low-information issues with no actionable bug or feature content. There are no PRs. If a single representative is needed, issue 44572 is the cleanest anchor because it is an exact duplicate-style spam entry and appears earlier than 44573.", + "confidence": 0.93, + "canonical_issue_reason": "No substantive issue exists in this cluster; the closest thing to a canonical anchor is 44572 because it is one of the identical '' reports and is slightly earlier than 44573.", + "canonical_pr_reason": null, + "best_issue_reason": "44572 is the best representative only as a placeholder: it is an exact '' issue and the earliest of the identical spam pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam/empty reports; no evidence they describe the same underlying bug or actionable change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam/empty reports; similarity is only superficial text noise." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam title vs. generic documentation-suggestion title; no shared concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam title and community-tip title are unrelated low-information issues." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "No overlap beyond being vague/low-content; not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement suggestion is unrelated to a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement suggestion is unrelated to a spam placeholder." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They look like duplicate spam reports, not the same substantive bug or change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and community benchmark tip are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and quoted-company title do not indicate a shared bug." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and community benchmark tip are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and quoted-company title do not indicate a shared bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "235cd87615169e415622f5f71a71e73e4e99ed4ce623d7cd9dc155518d2d4645", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar closed issues with identical titles and very close body lengths. #45145 is the better canonical representative because it has the extra inbound reference, but the evidence supports similarity more than certainty about a perfect duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is the stronger canonical issue because it is highly similar to #45151, shares the same title, and has one inbound reference that gives it a slight edge as the representative node.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative for the cluster because it is the more connected of the two similar issues and can serve as the canonical anchor for this topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The two issues have identical titles and very similar body lengths, which is enough to treat them as a highly similar pair and likely the same underlying issue topic, with #45145 slightly better connected." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet. What is grounded: both issues are closed, have identical titles, similar body lengths, and a soft-similarity link; #45145 also has one inbound reference, so it is a reasonable canonical representative. What is not grounded: claims that they are the \"same report\" or have \"near-duplicate descriptions\" are stronger than the packet supports, since the body text is not provided and the pair is explicitly only a soft-similarity match (deterministic_accept=false). Please downgrade the wording to something more conservative, e.g. \"highly similar issues\" rather than definite duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "77a45a0ac8b7b2a6fbec74d401dc38fd3f3326045db6b8f8dc68f57935a403d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts are empty, spam-like issues with different personal names and dates; they do not describe the same bug or request and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a meaningful canonical bug report; both are empty and unrelated aside from similar name/date formatting.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good canonical candidate because neither contains actionable problem description, steps, or impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names/dates and no substantive content indicate unrelated spam-like issues, not the same underlying report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "3cb7dfb0c544ee5fd1f54dc2799ccc0a18b8ec93a0b9f690fc6f06bb2724c447", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: both are bare name/date strings with no body, references, or technical context. There is no sign they describe the same underlying bug or task.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different personal-name/date titles with no body or shared technical details; they do not look like duplicate reports of 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": 18, + "component_count": 26, + "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": "7f46c511177e1fe94278a81361a8f1edaf70813952d10cf2ccf351b44267ca1b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1539, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1539, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They touch different capabilities and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the broader, more central feature request in this pair, but it is still unrelated to 45810, so there is no true canonical duplicate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model class support vs FP8 training support. No shared concrete bug/change path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "999ddb6de2d149bb7cbb49e5fdb6029b70be7cc217de9beff8d00a92947c2773", + "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": "The cluster splits into two likely-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related by topic but looks like a distinct dataset-offer item rather than part of either duplicate pair. The evidence is strong for duplication within each pair (identical titles, matching body lengths, and perfect soft similarity), but the packet does not expose the full bodies, so I\u2019d keep the wording at \u201clikely duplicate\u201d rather than \u201cexact duplicate.\u201d", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items divide into two separate likely-duplicate pairs, while 45869 is a distinct dataset-related request and not the same underlying issue as either pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best representative for the 'Example: Financial time series prediction with DataForge' pair because it is the earliest of the two identical-looking issues and can serve as the canonical item for that subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial-data theme, but dataset bundle/sample offer vs. example prediction walkthrough are different requests." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related financial-data theme, but the dataset offer and the example walkthrough are not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Very strong duplicate signal: identical title, same body length, and perfect soft similarity; likely the same issue even though the full bodies are not shown." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Very strong duplicate signal: identical title, same body length, and perfect soft similarity; likely the same issue even though the full bodies are not shown." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level split is plausible, but the writeup is a bit too strong for the evidence in the packet. In particular, the true soft-edge verdicts claim \"exact duplicate issues\" and \"same body content,\" while the packet only exposes identical titles/body lengths plus soft-similarity/jaccard scores. That supports a likely-duplicate reading, but not the stronger exact-duplicate wording. The rest of the reasoning is mostly grounded, but the summary should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "bc9686f3e35c22913e10547484fc861e2d9aa0c050b3100bdd7c3b14e203f761", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failures: one is a shape corruption during `early_initialization`, the other is a `KeyError` for `'linear_attention'` in Qwen3.5. Related area, but not clearly the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 46439 is the clearest root-cause report: it identifies the static-cache `early_initialization` path and the resulting shape corruption / `RuntimeError` in linear-attention layers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative because it is more technically specific and describes the underlying mechanism rather than only the downstream crash symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but one is a shape/runtime failure in `early_initialization` while the other is a `KeyError` for a missing `'linear_attention'` entry in Qwen3.5. That is too different to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 26, + "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": "c3d07c12a45f0ab44205822ec9a79936d720e36a769f62d2b6db62627de03f6e", + "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": "These two issues are near-exact duplicates: same title, same described Wav2Vec2CTCTokenizer v5 bug, and no evidence of differing scope. Treat them as the same underlying issue.", + "confidence": 0.99, + "canonical_issue_reason": "issue:46552 is the better canonical issue because it is still open and already has inbound references, making it the more active tracking thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 best represents the bug report because it remains open and appears to be the current discussion target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and essentially identical report text describing the same tokenizer special-token bug; this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded: both issues have identical titles and identical body lengths, and the packet\u2019s similarity signal is maximal. Choosing the open issue with inbound references as canonical is conservative. No overstatement is evident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "d63df1defec16bc9dfda10eed613c5615b4c0cbc251238ae0ef0b89066b2050d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not the same underlying bug: #46657 reports a tensor size mismatch during object-detection training, while #46692 reports out-of-memory after several epochs in RT-DETR v2 training. The only signal is broad training-related similarity, which is too weak to merge them.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the cleaner representative of its own failure mode, but it should not be treated as a canonical duplicate target for #46692 because the symptoms and likely causes differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different bugs: one is a tensor-shape mismatch, the other is an OOM that appears after some epochs. Shared training context is too broad to indicate 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": 23, + "component_count": 26, + "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": "f345f8a2bdfdac53be5660c6043195d0d8afe2bef6e2e33d6b0d711aa1d9b801", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports a ZeRO-3/zero.Init partitioning failure for a composite submodule during multi-GPU load, while the other reports an incorrect CPU dispatch path for 4-bit `device_map='auto'` with `max_memory`. Different loading modes, symptoms, and likely code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs: ZeRO-3 partitioning/OOM during load vs 4-bit auto device mapping incorrectly offloading to CPU despite sufficient memory. They do not look mergeable into one issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-11", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47102", + "issue:46985|issue:47037", + "issue:46985|issue:47102", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47102", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47049|issue:47053", + "issue:47049|issue:47102", + "issue:46985|issue:47049", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47037|issue:47053", + "issue:47091|issue:47102", + "issue:46985|issue:47091" + ], + "prepared_review_unit_hash": "42f7e3a9be4d1c14e4777cfed9f240d49257d5025ecac789c36028937147acfd", + "component_budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 33, + "serialized_chars": 18045, + "estimated_input_tokens": 4512, + "estimated_eval_tokens": 9280 + }, + "budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 33, + "serialized_chars": 18045, + "estimated_input_tokens": 4512, + "estimated_eval_tokens": 9280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are sequential daily \"[serge] integration failure triage\" issues with highly similar template text, but they appear to be distinct dated reports rather than duplicate bugs. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46906 is the earliest dated report (2026-06-26) and already has strong inbound reference traffic, making it the best canonical anchor for this report series.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46906 is also the strongest overall representative: earliest in the series, highly referenced, and clearly the original tracker for the daily triage posts.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "2026-06-26 vs 2026-06-27 daily triage reports; same template, but separate issues." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Different dated triage entries (2026-06-26 and 2026-06-28), not the same underlying report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These are consecutive daily triage issues, but each date is a distinct report." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring triage template, but 2026-06-26 and 2026-06-30 are different issues." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Different daily triage reports for different dates; similarity is only templated." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Separate dated triage reports (2026-06-27 vs 2026-06-28), not duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same report series, but distinct days and distinct issue instances." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "These are date-stamped daily triage posts, not one shared bug report." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "Same title pattern, but 2026-06-27 and 2026-07-03 are different daily reports." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "2026-06-28 vs 2026-06-29 daily triage entries; not the same issue." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Different dates in the same reporting series, so do not merge." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same template, but separate daily triage reports on different dates." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Adjacent daily triage reports, but still distinct issue records." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "2026-06-29 and 2026-07-02 are different dated reports, not a duplicate bug." + }, + { + "left": "issue:46969", + "right": "issue:47102", + "accept": false, + "reason": "Different daily triage instances; similarity comes from the shared template." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These are separate dated reports in the same series, not one underlying failure." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same triage pattern, but the dates and report instances differ." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "2026-06-30 vs 2026-07-03 daily triage reports; not duplicates." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Different dates and separate report cycles, so keep them separate." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring triage title, but distinct daily issues." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different dated triage reports (2026-07-01 vs 2026-07-04), not the same underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Separate daily triage entries with the same template, but different reports." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different days in the series; these are not mergeable duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same report family, but distinct dated issues." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "2026-07-02 vs 2026-07-03 daily triage reports; same template, separate issues." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different daily reports, not the same bug or change." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring triage series, but these are different report dates." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different dated triage issues; similarity is only textual." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "2026-07-03 vs 2026-07-04 are separate daily triage entries." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Distinct dated reports in the same series, not duplicate artifacts." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Different report dates in the same triage stream; not the same issue." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same template and subsystem, but different daily triage reports." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "2026-07-05 vs 2026-07-06 daily triage reports; separate issue instances." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "5c203777425afe7f554e6b3b899bd2f20b9289c04374a3b2b0e096870fec4f40", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have identical titles and highly similar signals, indicating the same feature request; the open issue is the better canonical representative.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46984 is open and likely the active tracker for this RWKV7 support request, while #46983 is already closed.", + "canonical_pr_reason": null, + "best_issue_reason": "#46984 is the best issue to keep as the canonical duplicate target because it is still open and represents the ongoing request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, same requested feature, and no evidence of distinct scope; these look like duplicate reports of the same underlying RWKV7 support request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both items are issues with identical titles, one is open and one is closed, and the only pair evidence is soft similarity. The duplicate/ canonical choice is conservative and does not overstate distinct evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "1b9d8ce6c87d223bb8557ee4e858121fc648b894fa121c670f0ed0cc0853506a", + "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": "These two issues are topically similar AI/cybersecurity discussion posts, but they do not describe the same concrete bug, feature request, or code change. They should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical issue for a duplicate bug/feature cluster; both are standalone discussion-style posts with no actionable issue target or implementation context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47015 is the more concise and general representative of the shared topic, but it is still not a true duplicate-candidate issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They overlap only at a high thematic level (AI-driven vulnerability discovery) and do not identify the same underlying problem or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-55", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46266", + "pull_request:46707", + "pull_request:46836", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47100", + "pull_request:47107", + "pull_request:47108", + "pull_request:47113" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46950|pull_request:47057", + "pull_request:46927|pull_request:47054", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:47057", + "pull_request:46941|pull_request:46970", + "pull_request:47056|pull_request:47058", + "pull_request:47006|pull_request:47058", + "pull_request:46908|pull_request:47006", + "pull_request:46927|pull_request:47055", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46926|pull_request:46928", + "pull_request:46928|pull_request:47057", + "pull_request:46927|pull_request:46986", + "pull_request:46986|pull_request:47058", + "pull_request:46926|pull_request:46941", + "pull_request:46908|pull_request:47058", + "pull_request:46928|pull_request:47058", + "pull_request:46928|pull_request:47054", + "pull_request:46941|pull_request:46986", + "pull_request:46941|pull_request:47006", + "pull_request:46928|pull_request:46941", + "pull_request:46954|pull_request:46961", + "pull_request:46958|pull_request:46961", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46971", + "pull_request:46971|pull_request:46974", + "pull_request:46968|pull_request:46974", + "pull_request:46961|pull_request:46968", + "pull_request:46958|pull_request:46968", + "pull_request:46961|pull_request:46971", + "pull_request:46949|pull_request:46968", + "pull_request:47072|pull_request:47089", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:44517|pull_request:47082", + "pull_request:47034|pull_request:47035", + "pull_request:47069|pull_request:47089", + "pull_request:46196|pull_request:46995", + "pull_request:46707|pull_request:47108", + "pull_request:46266|pull_request:46707", + "pull_request:47089|pull_request:47113", + "pull_request:46707|pull_request:46961", + "pull_request:47082|pull_request:47108", + "pull_request:46912|pull_request:47025", + "pull_request:46707|pull_request:46968", + "pull_request:46707|pull_request:47082", + "pull_request:46961|pull_request:47082", + "pull_request:47025|pull_request:47107", + "pull_request:46912|pull_request:47082", + "pull_request:46912|pull_request:47078", + "pull_request:46961|pull_request:47108", + "pull_request:47035|pull_request:47089", + "pull_request:43451|pull_request:46995", + "pull_request:46836|pull_request:46995", + "pull_request:46196|pull_request:47025", + "pull_request:46707|pull_request:47025", + "pull_request:45694|pull_request:47069", + "pull_request:46266|pull_request:47034", + "pull_request:47034|pull_request:47108", + "pull_request:47035|pull_request:47113", + "pull_request:45694|pull_request:47107", + "pull_request:47100|pull_request:47113", + "pull_request:47035|pull_request:47069" + ], + "prepared_review_unit_hash": "3969b46d77cfe2f5aa381bc2dffc63eade45babb70e0a957862f82ed0cff1a66", + "component_budget": { + "node_count": 55, + "item_count": 55, + "soft_pair_count": 180, + "serialized_chars": 198812, + "estimated_input_tokens": 49703, + "estimated_eval_tokens": 99662 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 72, + "serialized_chars": 130750, + "estimated_input_tokens": 32688, + "estimated_eval_tokens": 65632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and the soft matches are overwhelmingly false positives. The only clear duplicate family is the CohereASR training-loss double-shift fixes; those PRs should be grouped together, while the rest are unrelated model/docs/infrastructure changes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46958 is the cleanest representative of the only true duplicate subcluster: it directly fixes CohereASR's training-loss double-shift with a focused change. PR 46903 is broader because it also changes PPFormulaNet, and PR 47090 is another variant of the same CohereASR fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46958 is the best representative PR for this cluster because it is narrowly scoped, clearly targeted at the underlying bug, and not mixed with unrelated work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift bug; both patch the same loss path and could plausibly be merged into one fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift loss fix on the same code path; 46903 is just broader by also touching PPFormulaNet." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and failures: Mamba2 OOM tests vs PEFT integration behavior." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47057", + "accept": false, + "reason": "Unrelated test-fix PRs for different models and failure modes." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47054", + "accept": false, + "reason": "Different models and problems: GLM46V runtime issue vs MiniMax-M3-VL load_error test fix." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "No shared bug/change; one is GLM46V, the other is PEFT integration." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "Unrelated PEFT integration change vs Mamba2 OOM test fix." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Different models and failure causes: Whisper/audio cache issue vs Mamba2 OOM test fix." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Both are large test-fix PRs, but for different models and different failures; not the same underlying change." + }, + { + "left": "pull_request:47056", + "right": "pull_request:47058", + "accept": false, + "reason": "Whisper cache fix vs Mamba2 OOM test fix; unrelated code paths." + }, + { + "left": "pull_request:47006", + "right": "pull_request:47058", + "accept": false, + "reason": "Different changes: Gemma3 generation logic vs Mamba2 test-only OOM workaround." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "DeepSeekV32 load-error test fix is unrelated to Gemma3 generation behavior." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47055", + "accept": false, + "reason": "GLM46V test/runtime fix and EdgeTAM import_or_config fix are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models and failure modes; both are test fixes but not the same bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTAM import_or_config fix vs MiniMax-M3-VL load_error fix; not the same change." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax-M3-VL and BLIP-2 integration failures are unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47057", + "accept": false, + "reason": "Different model-specific integration test fixes with no shared code path." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "GLM46V runtime fix vs GLM-OCR output mismatch fix; distinct models and defects." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47058", + "accept": false, + "reason": "GLM-OCR test fix is unrelated to Mamba2 OOM test changes." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + 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"left": "pull_request:46958", + "right": "pull_request:46968", + "accept": false, + "reason": "Training-loss bug fix vs documentation link cleanup; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47082", + "accept": false, + "reason": "Workflow cleanup is unrelated to adding RoMa model support." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat schema enum parsing fix vs AqlmConfig error-message wording; different bugs." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both touch Japanese docs, but one is a DistilBERT translation set and the other is wording cleanup; not the same change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different model families and fixes; DINO modernization vs finegrained FP8/generation work." + }, + { + "left": "pull_request:44517", + "right": 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both are output-mismatch reports only at a high level." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47055", + "accept": false, + "reason": "Same family of integration failures, but MiniMax load_error and EdgeTam import_or_config are different problems." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "MusicGen-Melody and GLM-OCR output-mismatch fixes are unrelated model-specific changes." + }, + { + "left": "pull_request:47057", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeekV32 load_error and Mamba2 OOM are different models and different failure modes." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46957", + "accept": false, + "reason": "MusicGen-Melody output mismatch and FP8 decode optimization are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47057", + "accept": false, + "reason": "RoPE tests and DeepSeekV32 test-load workaround 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": 1, + "component_count": 32, + "review_unit_index": 3, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-55", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46907", + "pull_request:46912", + "pull_request:46970", + "pull_request:46986", + "pull_request:47003", + "pull_request:47006", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47077", + "pull_request:47092", + "pull_request:47096" + ], + "soft_pairs": [ + "pull_request:46907|pull_request:47054", + "pull_request:47055|pull_request:47056", + "pull_request:46907|pull_request:47056", + "pull_request:47054|pull_request:47056", + "pull_request:47054|pull_request:47058", + "pull_request:47055|pull_request:47057", + "pull_request:46907|pull_request:47006", + "pull_request:46907|pull_request:46970", + "pull_request:46970|pull_request:47055", + "pull_request:46907|pull_request:46986", + "pull_request:47025|pull_request:47092", + "pull_request:46707|pull_request:47034", + "pull_request:46658|pull_request:46836", + "pull_request:43451|pull_request:46836", + "pull_request:46836|pull_request:47092", + "pull_request:43451|pull_request:47077", + "pull_request:46836|pull_request:47096", + "pull_request:46836|pull_request:47077", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:46196", + "pull_request:46196|pull_request:47096", + "pull_request:46196|pull_request:47003", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47096", + "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:47092", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47034", + "pull_request:47034|pull_request:47096", + "pull_request:47092|pull_request:47096", + "pull_request:43451|pull_request:47035", + "pull_request:43451|pull_request:46912", + "pull_request:46836|pull_request:47003", + "pull_request:47003|pull_request:47034" + ], + "prepared_review_unit_hash": "d818c70c60a88722f6c1f70c8e48bcd61c13b5e7c9cd590fb25701113d97748c", + "component_budget": { + "node_count": 55, + "item_count": 55, + "soft_pair_count": 180, + "serialized_chars": 198812, + "estimated_input_tokens": 49703, + "estimated_eval_tokens": 99662 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 36, + "serialized_chars": 67553, + "estimated_input_tokens": 16889, + "estimated_eval_tokens": 34034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mix of unrelated PRs across model additions, test fixes, docs, exporters, and training infra. The only clear duplicate-like pair is the two Edgetam kwargs-cleanup fixes; most other soft links should be rejected.", + "confidence": 0.76, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single underlying change unifies the cluster; PR 43451 is the broadest and most central node by soft-link connectivity, so it is the best representative despite the cluster being noisy.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest cluster anchor because it is a substantial, self-contained change with the most apparent connectivity to other items, even though those links are mostly superficial.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:47054", + "accept": false, + "reason": "Different models and failure modes: Edgetam import_or_config cleanup vs MiniMax-M3-VL load_error. 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They do not fix the same bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-facing features; they are not the same underlying change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 32, + "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": 32, + "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-41855-14", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:47114" + ], + "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:47114", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:47114", + "pull_request:45213|pull_request:47114", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "45edb87e90f55b9c9eabec113fba16083d608940b80f9ce8ee61b99fbb2ec90e", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37780, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37780, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs linked only by loose similarity. The only true duplicate pair is the two `fixed_cross_entropy` changes, which both address the same loss-wrapper kwargs bug. Everything else is a different model, subsystem, or doc/test-only change and should not be merged together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative of the cluster\u2019s actual bug fix: it explicitly targets issue 43240, changes the same `loss_utils.py` code path, and directly forwards the new cross-entropy kwargs. It is the most issue-aligned and concrete fix among the near-duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best standalone PR in this set because it most directly fixes the underlying `fixed_cross_entropy` problem with explicit issue linkage and a focused implementation. PR 43254 is a close variant, but not as clearly tied to the tracked bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying `fixed_cross_entropy` bug in `src/transformers/loss/loss_utils.py`; both add support for forwarding extra cross-entropy kwargs like `weight` and `label_smoothing` and target the same issue 43240." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Both touch tokenization/export-related areas only at a very high level; one adds Mistral tokenizer methods, the other adds dynamic-shape ExecuTorch tests. Different code paths and different fixes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Completely different models and problems: Mistral tokenizer methods vs adding MobileLLM model support." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different subsystems: processor auto-loading robustness vs adding a new model package." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs fix is unrelated to adding MobileLLM model support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different bugs and code paths: cross-entropy kwargs forwarding vs Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47114", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to documentation about custom code conversion mapping." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export tests and Mistral4 test fixes are not the same underlying change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "A test-only ExecuTorch export change is unrelated to adding a new MobileLLM model." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs fixing `cls.config` resolution order are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model implementations and different issues." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model support and a model-creation skill/docs bundle are different artifacts with different purposes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor vs Mistral4 test fixes are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and new-model skill/docs changes are not the same underlying bug or change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes are not the same as the `layrnorm` to `layernorm` rename cleanup." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and the model-creation skill are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Different problems: Mistral4 test fixes vs class config resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes do not share the same code-path problem as adding a TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Model/test fixes for Mistral4 are unrelated to serve chat parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:47114", + "accept": false, + "reason": "Mistral4 fixes and weight-conversion docs for custom code are different changes." + }, + { + "left": "pull_request:45213", + "right": "pull_request:47114", + "accept": false, + "reason": "A model-creation skill draft and weight-conversion documentation are unrelated artifacts, not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly mergeable near-duplicate is 43251/43254, which share `src/transformers/loss/loss_utils.py` and issue 43240. The other pair verdicts stay conservative and are supported by distinct filenames, subsystems, or purposes in the diffs. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 32, + "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": "7add5e9ff2fb3acf2d8d2b971d6a7f81276ffeba989b240cbed5bf8e3c329011", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are workflow dependency upgrade PRs, but they target different upgrade goals and code paths. PR 42975 is a broad GitHub Actions runtime compatibility sweep, while PR 42976 is a separate \u201clatest versions\u201d bump focused mainly on docker/build-push-action and a few related workflows.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader, more generalized workflow-actions compatibility upgrade and touches more of the shared CI surface.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 best represents the cluster\u2019s dominant theme: upgrading multiple GitHub Actions components across many workflows for Node 24 compatibility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They are related workflow maintenance PRs, but not the same underlying change: 42975 upgrades several GitHub Actions for Node 24 compatibility, while 42976 primarily bumps docker/build-push-action and a few other actions to newer versions. The overlap in filenames is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 32, + "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": "8420931c6a9a3d427a27d4ad8c13a39a6bc38f870819c17f565bc135a6643880", + "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": "These PRs are all separate model-addition changes (ViT NEPA, Molmo, CTSM, Step3.7 Flash). They share some scaffolding files, but they do not fix the same underlying bug or implement the same feature, so none are duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model family with its own config/modeling/tests/docs, so there is no duplicate representative among them.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication; none of these PRs subsume the others or address the same concrete code-path problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different models with different implementations; shared auto/docs plumbing is not enough to make them duplicates." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are unrelated model additions, not the same bug or feature change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model implementations with separate files and tests; no same underlying change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3.7 Flash are different model additions touching different code paths, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "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": "05faf8e16f02b40ac1f17b7ac0df8127c927f9eb0eaffa8aefe1819b68bbed77", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs despite superficial similarity in titles. The only plausible duplicate-like pair is the two YOLOS fixes, which both target the same device-mismatch issue in the same model file; the rest should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the most complete YOLOS fix: it addresses the forward-path device mismatch directly and also keeps the _no_split_modules adjustment, matching the tracked device_map auto issue most closely.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 best represents the cluster\u2019s only real duplicate candidate because it fixes the concrete YOLOS mismatch in code, not just the model sharding setup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs unrelated model test edits; same generic \"tests\" theme only." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding changes and FP8 dequant changes are unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test fix vs generation watermarking/config fix; different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper batching/timestamp logic and YOLOS device-mismatch fix are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test-only edits in CLIP/ViT are unrelated to Phimoe integration/CI changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Generic test edits do not match the FP8 loading/dequant fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test placeholders are unrelated to generation config/watermarking logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared concrete bug; test edits versus YOLOS device handling." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading work is unrelated to Phimoe CI/device-map setup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different bugs: FP8 kernel/loading path vs generation validation/watermarking." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization changes and YOLOS forward/device-map changes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation fix and Phimoe integration-test/CI fix are different issues." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and different code paths: generation config vs YOLOS forward/device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe integration-test infrastructure change is unrelated to YOLOS device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both address the same YOLOS device-mismatch issue in the same model file, and could plausibly be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, pull_request:46886 vs pull_request:46922, is plausibly mergeable into one YOLOS bugfix because both touch the same file and issue target, and 46922 clearly subsumes the forward-device fix plus the no_split_modules adjustment. The other rejections are consistent with the diffs and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 32, + "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": "1d281df1b65be91538fc8cb8d846e61c1a1c976f9ed555562f70f969ce077a20", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are all '[don't merge]' / workflow or bot-check fixtures, but they touch different files and different test surfaces; they do not look like the same underlying change or bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: each PR is a separate test/dummy workflow exercise with different targets (setup/versioning, comment CI/diff display, and security-gate workflow).", + "best_issue_reason": null, + "best_pr_reason": "None of these is a good global representative for a duplicate cluster, because the PRs are not duplicates of one another and do not fix the same concrete code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different dummy workflow changes: one edits packaging/test setup, the other changes a PR security-gate workflow. No shared bug or mergeable code-path fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only weak overlap in test-related files; the actual changes are unrelated (setup/version/dependency tweaks vs CI/comment workflow and testing utility display changes)." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-oriented, but they change different CI mechanisms and solve different issues; not the same concrete change 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": 9, + "component_count": 32, + "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": "22e14a70928305f23dff6e96d1bd138d2c99f75c5a77ed0c5fa2bb0b99689c68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs share documentation and pipeline-registry plumbing, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They are not duplicates and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader and more complete representative of the shared segmentation-pipeline scaffold work, with wider model/test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the stronger standalone representative because it covers the larger visual-segmentation feature surface and more integration points.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/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": 32, + "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": "d238d5d05d149158807d7fe8fb3f8c3ab0201eadfa1f5799674afa757eaa4e7a", + "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": "Two open PRs touch the same file but address different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If forced to pick a representative PR, 43651 is the closer fit because it is a concrete trainer bugfix around loss scaling; 43663 is a separate column-filtering refactor.", + "best_issue_reason": null, + "best_pr_reason": "43651 is the more representative trainer change in this pair, but it should not be treated as a duplicate of 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Shared filename only; 43651 adds `_loss_is_scaled_for_ga` and changes gradient-accumulation loss normalization, while 43663 adds `_get_signature_columns` for model signature inspection/column filtering. Different code paths and different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 32, + "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": "8585ceb2340193034366a0d35766e1ccce5805125d9916f143192030d68b2311", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same file and mention a TypeAdapter NameError, but they appear to address different concrete causes with different fixes, so they should not be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the more precise fix: it targets the pydantic/TypeAdapter import path directly and makes the annotation safe when pydantic is absent, with a minimal change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both mention TypeAdapter in src/transformers/cli/serve.py, but 43656 adds future annotations and broader typing changes, while 43842 specifically handles TypeAdapter being unavailable when pydantic is not installed. They do not look like the same concrete bug 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": 12, + "component_count": 32, + "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": 32, + "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:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request: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:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:43997|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "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", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "8ba6e941135514efb5428e0f16f878522cb8efe8f4e740a7a71236b116f2d47e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76932, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: many PRs are separate model-specific refactors around standardized output tracing, not true duplicates. I only accept the GPT-J/CodeGen group and the GPT-Neo self-pair as same underlying change; the rest span different models/code paths.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen output-tracing refactor line: it is the broadest/latest concrete implementation in that subcluster and directly subsumes earlier GPT-J-only variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best single representative of the duplicated GPT-J/CodeGen change; the other PRs in this cluster are mostly unrelated model-specific refactors rather than mergeable duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model/code path; same issue label is not enough to make these duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model/code path; both are output-tracing refactors but not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same file path; these are plausibly mergeable into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet and EfficientNet are different concrete model implementations, so this is not the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and different code paths; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying code-path fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations; reject as duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same pattern, different change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model/file family and look like the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; not the same code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; similar refactor theme but different model implementation." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; different concrete model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model families; not a duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet do not fix the same concrete bug." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same broad topic only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete output-tracing changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; not the same code-path problem." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and XLM/Flaubert are unrelated refactors; not the same bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different concrete model changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different models and not the same fix." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are separate concrete implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet-style output tracing and LongT5 are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet versus SegFormer; same refactor theme only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are distinct model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are not the same underlying bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are not the same concrete change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different model code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated output-tracing refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different models; shared refactor pattern is too broad." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are reasonable as same-model output-tracing variants, and the rejected pairs correctly avoid over-calling cross-model theme matches as duplicates. The representative-pr choice of 44722 is supported by the later, broader GPT-J/CodeGen diff line." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "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": "70c6cdf14ceb95bb7f9b30a5cbbe9cafe60e1393b0adf43e4581d6504057ad20", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all related to standardized output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest representative of the pattern because it has an explicit issue link and a more complete SpeechT5-specific refactor, but it is still not a canonical duplicate of the other model-specific PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same refactor theme, but MPNet and VisualBert are distinct model code paths; this is not the same concrete change and would not be merged as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both migrate output tracing, but they touch different model implementations (MPNet vs TextNet) with model-specific logic, so they are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model paths; the similarity is only in the refactor pattern, not the underlying bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert output-tracing cleanup and SpeechT5 output-tracing cleanup are separate model-specific changes; they do not fix the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "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": "9097672d85ea361491ac8df516ab7ba342516e1185c0c4cb91467492ee8784a5", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a common refactor theme around output tracing, but they target different model families and code paths. I would not treat them as duplicates; they are related only at a broad pattern level.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR subsumes the others as the same concrete change. If one needs to anchor the cluster, 44025 is the clearest representative of the output-tracing refactor pattern, but it is still model-specific.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the best representative PR for this cluster because it is a straightforward output-tracing refactor with minimal extra scope and closely related model files, making it a good anchor even though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor style, but timm_backbone and upernet are different models with different forward paths; not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both touch output handling, but these are unrelated model families and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Same broad tracing cleanup, but timm_backbone and univnet are distinct implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; this is shared refactor pattern, not one concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and rwkv have unrelated forward logic; no duplicate code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are output-tracing refactors, but MobileNetV1 and UnivNet are unrelated models." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; the similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything are separate model families; not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Wrapper-style output cleanup, but the vision and vision-encoder-decoder paths are different." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same cleanup motif, but MobileNetV1 and speech-encoder-decoder are unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are tracing refactors, but vision-text dual encoder and UnivNet are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different forward contracts; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Same broad output-handling theme, but CLIP-style dual encoder vs Mamba/Falcon-Mamba are different systems." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are model-local refactors, but they address different architectures and APIs." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; the overlap is only the tracing refactor pattern." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Depth Anything and UnivNet are separate forward implementations, so these are not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet segmentation and RWKV language modeling are unrelated; no shared bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and different output handling implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba tracing changes and SuperPoint output changes are unrelated code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/Falcon-Mamba and CodeGen are different models; same refactor theme is not enough." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated model paths; these are not the same fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen differ in architecture and forward behavior; no duplicate PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated changes despite similar output-tracing cleanup." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are different code paths; not a single underlying issue." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are wrapper refactors, but Depth Anything and VisionEncoderDecoder are different concrete models and APIs." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder are unrelated model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are different vision models with separate forward code." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and output contracts; not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are unrelated code paths; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder wrapper cleanup and DPR model cleanup are distinct changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are parallel wrappers, but they are separate concrete code paths and should not be merged as duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and different output behavior; same broad subsystem is not enough." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are different model families with different changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate models and separate forward paths; not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder wrapper refactor does not duplicate DPR's model-specific change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated architectures and code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different models; this is only a shared refactor motif." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model implementations; no same underlying bug/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": 15, + "component_count": 32, + "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": "d72cade44ea8261656687f87d381f00f535ad8eb659b5b74f1dbd60d24198e10", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs add different model integrations: PenguinVL and Voxtral TTS. They share only the standard Transformers model-registration/documentation scaffolding, not the underlying change or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue in the cluster; as a representative PR, #45401 is more canonical because it has an explicit issue target and a focused single-model scope.", + "best_issue_reason": null, + "best_pr_reason": "#45401 is the better cluster representative: it is tightly scoped to one model addition and explicitly tracks issue #45027, whereas #44662 is a separate unrelated model implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: these are different model additions (PenguinVL vs Voxtral TTS) with different architectures and purposes; the overlap is only shared Transformers boilerplate such as auto-registry and docs." + } + ] + }, + "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": 32, + "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": "4f752d9605e18c3b3f22a44c71e93aeb205597393aa3eae3e1df522f1325c006", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion features, but they are not the same change: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and model loading. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational, generic API change; PR #45363 is a separate integration of kernel fusion via KernelConfig with example/supporting plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the clearest representative of the cluster because it defines the core Module Fusion API rather than a specific KernelConfig-based use case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different underlying changes: #44979 adds a new generic module-fusion API/module, while #45363 adds KernelConfig-driven n-to-1 kernel fusion integration across loading/runtime files. They are related but not the same concrete bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 32, + "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": "5085cee4fa1fefc5596860de6a076df6f48813ba212b5f5bbd078e8b8ebd91e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests patch the same Mistral regex pre-tokenizer AttributeError in the same file and target the same issue; 45317 is the more complete version because it includes tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same code path as 45086 but is more complete, adds test coverage, and appears to be the fuller submission for issue 45081.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the strongest representative of the cluster because it addresses the exact bug with the same core code change and includes tests; 45086 is an earlier, slimmer variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in _patch_mistral_regex, same file, same explicit issue target, and the diffs are materially the same fix with 45317 adding tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 32, + "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": "2bdcd08883b53d78c87a8c75564620362392fc771f4f0367b63bf4af3b27937e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open NemotronH PRs overlap in files but target different changes: one is a narrow inheritance/conversion refactor, the other is a broader model-split and docs/model registration update. They are related, but not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate pair here. If one PR must represent the cluster, #45569 is the better umbrella because it covers the larger end-to-end NemotronH split, while #45115 is a narrower conversion/inheritance refactor.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the strongest standalone candidate because it bundles the user-facing model split, auto/model registration, docs, and tests. #45115 looks like a partial implementation step rather than the full change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH files, but the concrete changes differ: #45115 focuses on inheriting GraniteMoeHybrid and conversion key renames, while #45569 introduces separate nemotron_h_dense/nemotron_h_sparse paths plus docs and API wiring. Same subsystem, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "e90d52140bad21358ceee4d2710356f61cf120dfd23d74b087d5f1710a9b17d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two overlapping PRs in the heterogeneous-modeling area, but they are not duplicates: one is a narrow per-layer configuration PR and the other is a much broader heterogeneous modeling implementation.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more representative change: it includes the configuration work plus modeling, cache, masking, and integration updates, whereas PR 45333 is focused mainly on per-layer configuration support.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best single representative for the cluster because it covers the full heterogeneous-model support stack and subsumes the configuration-only subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same underlying change. PR 45333 is a configuration-only subset, while PR 45332 expands into broader modeling and integration code paths; they would not cleanly collapse into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 32, + "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": "2262995e31ff106aeed5484eb8b8fad017d921b5f2bf065afa0ed9ffea3fc1fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related maintenance PRs, but they address different changes: #45415 is a broad repo-wide type-checking pass and config relaxation, while #45425 adds focused typing aliases/protocols and related code updates. They are not the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "#45425 is the more coherent standalone PR: it introduces specific typing helpers and targeted code updates. #45415 is a much broader type-checking sweep with unrelated config changes, so it is not a better duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they fix different things. #45415 is a broad type-checking/config cleanup across many files; #45425 adds specific typing aliases/protocols and adjusts a few integration points. Shared filenames are incidental, not evidence of 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": 21, + "component_count": 32, + "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": "346f72b125df06a8349ee7cf56a073e2c56deefeb17f696dd843c76039f84372", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism loading, but they target different failure modes and code paths: one fixes DeepSpeed ZeRO-3 / accelerate launch config handling, the other fixes FSDP2 rank-0 broadcast overwriting expert parameters. They are related but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical PR for this cluster because it addresses a more concrete EP parameter corruption bug in the loading path; #45548 is a separate, narrower ZeRO-3/accelerate serialization fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone fix here: it targets a specific and harmful overwrite path for expert weights, with code changes across the loading stack. PR #45548 is also valid, but it solves a different EP loading problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP loading, but #45548 is about preserving distributed_config and enabling EP under accelerate/ZeRO-3, while #45662 fixes experts being overwritten during FSDP2 loading/broadcast. Different bug, different code path, 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": 22, + "component_count": 32, + "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": "86739d389891d6232391393e1e4d2f198235ab1853ec4b41506dae34532a8c6c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "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 address the same xdist collision problem around captured_info/debug logs, with overlapping changes in the same testing utility path and the same target issue. PR 45645 is the broader, more complete version because it also updates CI log collection to handle multiple worker files.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe file naming fix and the downstream CI workflow change needed to preserve and aggregate all captured_info artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative PR for this cluster: it addresses the same concrete bug as 45639 and additionally fixes artifact collection in CI, making it the more complete change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist collision in patched testing debug logs/captured_info output, share the same target issue and core file changes, and could plausibly be merged as one combined 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": 23, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "457461706b20b97238a1fe5bc6f124dcd8194588a3e74bfb1be159464124e275", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not the same underlying change: #45932 is a mixed workflow/model-implementation tweak for grafana/testing, while #46100 is a broad test migration adding DDP and model test files. They do not look mergeable as one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45932 is the better cluster anchor because it contains the more concrete runtime/model change, whereas #46100 is primarily test infrastructure/migration work.", + "best_issue_reason": null, + "best_pr_reason": "#45932 is the most representative PR for the cluster if one must be chosen, but it is still not a duplicate of #46100.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying work: #45932 changes CI/workflow and model code (e.g. AIMv2 embeddings, mappings), while #46100 adds kernel/test migration files and new tests. No shared files or concrete code-path fix to merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 32, + "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": "27c75bb31a5aa23ffcd5736e6aa8863aa680589c12789fb5a56fa6d897a45917", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in distributed/MoE code, but they are not the same change. PR #46126 is a focused EP + Trainer integration patch, while PR #46269 is a broad distributed branch-base PR spanning many unrelated subsystems. The soft duplicate candidate should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained feature/change; #46269 is a wide umbrella branch-base PR rather than the same concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of the targeted EP/Trainer integration work because it has a clear, narrow scope and directly addresses one code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They share a few distributed filenames, but #46269 is a broad branch-base PR touching many unrelated areas, not the same concrete bug/change as #46126. They would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 32, + "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": "eb28a5ab178f0b9a21e3251a2f96ec58c00bcac1a422226f392a5f0428c25361", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a heterogeneous cluster of small workflow chore PRs. There is one loose subcluster around pr-ci-security-gate.yml, but those PRs make different security/permissions/comment/secret-handing changes, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and central workflow change in the only related subcluster (pr-ci-security-gate.yml); the others are either narrower follow-ups or unrelated workflow edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative anchor for triage because it contains the main security-gate logic change and is more meaningful than the later small tweaks in the same file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior: stdin handling for self-comment CI vs security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow areas; one updates self-comment CI invocation, the other tightens pr-ci-security-gate permissions/approval." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated changes in different workflow contexts; not the same underlying bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different concerns in the same general repo area, but not the same concrete change or bug." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and command contexts; these are separate fixes, not duplicates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark dispatch triggering; unrelated code paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and distinct changes; 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not the same change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Separate workflow file updates with no common concrete bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow modifications; one is anti-slop permissions, the other is PR CI security gating." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout fix vs benchmark workflow trigger change; unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct behavior changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared concrete bug; different workflow paths." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch enablement vs command quoting fix in build-image workflow; 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Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "3e636dc01b888543287a2cc499879a07cc890e1fe257b3ba00959235c1807175", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are security hardenings against path traversal, but they fix different checkpoint-loading inputs and different code paths: one guards shard filenames from a sharded index, the other guards the `transformers_weights` config field. Related theme, not a duplicate change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46281 is the better representative of the cluster\u2019s theme because it fixes the sharded-checkpoint loader directly and includes a concrete containment check on index-supplied shard paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Same security class, but different untrusted inputs and different loader paths; they are not the same concrete bug and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 32, + "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": "d3fa855bda0870dea85038ab2fa1a5f6ce8057b5fef5a342957411e2222153bc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the tokenizer area, but they fix different bugs: CodeLlama decode stripping of real leading spaces vs. DeepSeek-Coder/LLM being routed to the wrong tokenizer class on load. They are related only by broad subsystem, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46580 is the better cluster representative because it addresses a broader tokenizer-loading bug in shared auto tokenization code and affects multiple checkpoints, making it the more general fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46580 is the strongest standalone candidate in this set: it fixes a concrete model-loading path in `tokenization_auto.py` and has wider impact than the more narrowly scoped CodeLlama decode change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different code paths and symptoms: one changes CodeLlama decode behavior, the other changes auto-tokenizer class selection for DeepSeek checkpoints. They are not the same bug and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "de9ee4aa5f59ff15837330cc728c1e1849aef866c7bf31308ceaf3f9a71af8cc", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6605, + "estimated_input_tokens": 1652, + "estimated_eval_tokens": 3560 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6605, + "estimated_input_tokens": 1652, + "estimated_eval_tokens": 3560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated bug fixes; the soft similarity is superficial (shared generation/cache vocabulary) but they address different code paths and failure modes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs fix separate issues in cache validation, prompt lookup decoding length handling, and logits validation.", + "best_issue_reason": null, + "best_pr_reason": "46993 is the cleanest standalone bug fix with a focused code change and test coverage, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different subsystems and bugs: QuantizedCache layer-type validation vs prompt lookup decoding max_length handling." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Both are generation-related, but one fixes candidate length capping while the other adds validation for empty bad_words_ids / sequence_bias inputs; they are not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47026-2", + "nodes": [ + "pull_request:47026", + "pull_request:47046" + ], + "soft_pairs": [ + "pull_request:47026|pull_request:47046" + ], + "prepared_review_unit_hash": "d1cb65322635664a2e772e75651749f355302b1b17fdd48bebc67a3ed51b1482", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xLSTM train-mode crash in `modeling_xlstm.py` around `return_last_states`/cache handling, and both target the same upstream issue. PR 47046 looks like the more complete fix because it includes tests and broader handling, while 47026 is a narrower workaround.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47046 is the better canonical PR: it addresses the same xLSTM train-mode crash as 47026 but appears more complete, with test coverage and broader handling of the failing forward path.", + "best_issue_reason": null, + "best_pr_reason": "PR 47046 is the best global PR candidate because it matches the same concrete bug, is more comprehensive than 47026, and is the stronger mergeable fix for the shared xLSTM forward crash.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": true, + "reason": "Accept: both PRs fix the same underlying xLSTM train-mode failure in the same file and against the same issue target; the changes are plausibly combinable into one PR rather than separate concerns." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-6", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051", + "pull_request:47060", + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045", + "pull_request:47045|pull_request:47076", + "pull_request:47045|pull_request:47074", + "pull_request:47051|pull_request:47074", + "pull_request:47051|pull_request:47060", + "pull_request:47060|pull_request:47074", + "pull_request:47060|pull_request:47076", + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "ed688fc8abd627ab3d855d24faa23c76f49172bae02c92d067b5608bbc4ad175", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15762, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15762, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all in the multimodal/pipeline area, but they target different concrete bugs and code paths: stop-sequence handling, Voxtral audio-format validation, generation-kwarg routing, Qwen batched decoding, AnyToAny key normalization, and Gemma4 placeholder validation. None look like true duplicates of one another.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47051 is the broadest representative of the cluster because it centralizes generation-kwarg routing across multimodal pipelines and also touches one of the shared pipeline files.", + "best_issue_reason": null, + "best_pr_reason": "PR 47051 is the best single representative of the set, but only as an umbrella multimodal-pipeline plumbing change; it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Different bugs: image-text-to-text stop-sequence forwarding vs Voxtral audio-array format handling." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Related only by pipeline generation plumbing; one fixes stop_sequence behavior, the other routes direct generation kwargs." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47076", + "accept": false, + "reason": "Different processor concerns: Voxtral audio encoding requirements vs Gemma4 image/audio placeholder validation." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47074", + "accept": false, + "reason": "Voxtral audio-array serialization is unrelated to AnyToAny multimodal input key normalization." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47074", + "accept": false, + "reason": "Both touch AnyToAnyPipeline, but one forwards generation kwargs while the other normalizes input keys; not the same underlying change." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "Different model/pipeline bugs: generation-kwarg routing vs Qwen Omni batched post-processing output shape handling." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47074", + "accept": false, + "reason": "Qwen Omni batch decode fix is unrelated to AnyToAny input-key normalization." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47076", + "accept": false, + "reason": "Different model-specific issues: Qwen Omni batched decoding vs Gemma4 placeholder construction/validation." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are multimodal, but one normalizes pipeline keys and the other validates Gemma4 audio placeholders; different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/manifest.json b/snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9e32a862218d26c729fad496ce14b05102d80a66 --- /dev/null +++ b/snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260706t180017z", + "artifacts": { + "hybrid": "snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-06T18:14:26Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260706T180017Z", + "variant": "hybrid" +} diff --git a/snapshots/20260706T180017Z/manifest.json b/snapshots/20260706T180017Z/manifest.json index 97a458a482c6aa8256f499c899b6adc362a7327b..a3040c625edeebeb4328aaa62bed87dd4486051a 100644 --- a/snapshots/20260706T180017Z/manifest.json +++ b/snapshots/20260706T180017Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1816 }, "extracted_at": "2026-07-06T18:00:17Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260706t180017z", + "runs": { + "hybrid-model-20260706t180017z": { + "analysis_id": "hybrid-model-20260706t180017z", + "artifacts": { + "hybrid": "snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260706T180017Z/analysis-runs/hybrid-model-20260706t180017z/manifest.json", + "model": null, + "published_at": "2026-07-06T18:14:26Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260706T180017Z", "watermark": {