diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index acdb305349096f47d5ce4870045cdf0ff3873fb5..a4f3ef13951e1d390526e308c1674a7c5e4b5690 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,22 +1,25 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260704T060749Z", - "generated_at": "2026-07-04T06:19:17Z", + "snapshot_id": "20260704T120019Z", + "generated_at": "2026-07-04T12:10:49Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-43451-7", - "summary": "Cluster of 7 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-40546-10", + "summary": "Cluster of 10 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, "canonical_pr_number": 43451, "issue_numbers": [], "pr_numbers": [ + 40546, 43451, 46196, + 46658, + 46707, 46836, 46912, 47003, @@ -28,28 +31,15 @@ ], "pr_comparisons": [ { - "left_pr_number": 43451, - "right_pr_number": 46196, - "code_similarity": 0.167, - "size_similarity": 0.741, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.122, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 46836, - "code_similarity": 0.261, - "size_similarity": 0.792, - "file_overlap": 0.176, + "left_pr_number": 40546, + "right_pr_number": 43451, + "code_similarity": 0.179, + "size_similarity": 0.591, + "file_overlap": 0.089, "area_overlap": 0.0, - "patch_similarity": 0.332, + "patch_similarity": 0.224, "shared_filenames": [ "docs/source/en/_toctree.yml", - "src/transformers/conversion_mapping.py", - "src/transformers/models/__init__.py", "src/transformers/models/auto/auto_mappings.py", "src/transformers/models/auto/modeling_auto.py", "utils/check_repo.py" @@ -58,70 +48,241 @@ { "filename": "docs/source/en/_toctree.yml", "left_ranges": [ + [ + 1153, + 1160 + ] + ], + "right_ranges": [ [ 1367, 1374 ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 630, + 636 + ], + [ + 1101, + 1107 + ] ], "right_ranges": [ [ - 887, - 894 + 386, + 393 + ], + [ + 816, + 822 + ], + [ + 936, + 942 + ], + [ + 1057, + 1063 + ], + [ + 1189, + 1195 ] ] }, { - "filename": "src/transformers/conversion_mapping.py", + "filename": "src/transformers/models/auto/modeling_auto.py", "left_ranges": [ [ - 664, - 696 + 501, + 507 + ], + [ + 1307, + 1313 + ], + [ + 1797, + 1803 ] ], "right_ranges": [ [ - 1420, - 1486 + 326, + 333 + ], + [ + 1087, + 1093 + ], + [ + 1906, + 1912 ] ] }, { - "filename": "src/transformers/models/__init__.py", + "filename": "utils/check_repo.py", "left_ranges": [ [ - 289, - 295 + 280, + 286 + ], + [ + 523, + 529 ] ], "right_ranges": [ [ - 452, - 458 + 250, + 258 + ], + [ + 333, + 340 ] ] - }, + } + ] + }, + { + "left_pr_number": 40546, + "right_pr_number": 46196, + "code_similarity": 0.173, + "size_similarity": 0.798, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.088, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 40546, + "right_pr_number": 46658, + "code_similarity": 0.157, + "size_similarity": 0.577, + "file_overlap": 0.041, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ { "filename": "src/transformers/models/auto/auto_mappings.py", "left_ranges": [ [ - 386, - 393 + 630, + 636 ], [ - 816, - 822 + 1101, + 1107 + ] + ], + "right_ranges": [ + [ + 362, + 368 ], [ - 936, - 942 + 591, + 599 ], [ - 1057, - 1063 + 798, + 804 ], [ - 1189, - 1195 + 884, + 892 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 501, + 507 + ], + [ + 1307, + 1313 + ], + [ + 1797, + 1803 + ] + ], + "right_ranges": [ + [ + 1085, + 1091 + ] + ] + } + ] + }, + { + "left_pr_number": 40546, + "right_pr_number": 46707, + "code_similarity": 0.034, + "size_similarity": 0.117, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.074, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 40546, + "right_pr_number": 46836, + "code_similarity": 0.252, + "size_similarity": 0.747, + "file_overlap": 0.114, + "area_overlap": 0.108, + "patch_similarity": 0.206, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/auto/tokenization_auto.py", + "utils/check_repo.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1153, + 1160 + ] + ], + "right_ranges": [ + [ + 887, + 894 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 630, + 636 + ], + [ + 1101, + 1107 ] ], "right_ranges": [ @@ -147,16 +308,16 @@ "filename": "src/transformers/models/auto/modeling_auto.py", "left_ranges": [ [ - 326, - 333 + 501, + 507 ], [ - 1087, - 1093 + 1307, + 1313 ], [ - 1906, - 1912 + 1797, + 1803 ] ], "right_ranges": [ @@ -170,16 +331,31 @@ ] ] }, + { + "filename": "src/transformers/models/auto/tokenization_auto.py", + "left_ranges": [ + [ + 323, + 329 + ] + ], + "right_ranges": [ + [ + 373, + 379 + ] + ] + }, { "filename": "utils/check_repo.py", "left_ranges": [ [ - 250, - 258 + 280, + 286 ], [ - 333, - 340 + 523, + 529 ] ], "right_ranges": [ @@ -196,32 +372,10 @@ ] }, { - "left_pr_number": 43451, + "left_pr_number": 40546, "right_pr_number": 46912, - "code_similarity": 0.106, - "size_similarity": 0.428, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.134, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47003, - "code_similarity": 0.174, - "size_similarity": 0.738, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.178, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47034, - "code_similarity": 0.038, - "size_similarity": 0.108, + "code_similarity": 0.161, + "size_similarity": 0.724, "file_overlap": 0.0, "area_overlap": 0.0, "patch_similarity": 0.106, @@ -229,579 +383,1234 @@ "shared_file_areas": [] }, { - "left_pr_number": 43451, - "right_pr_number": 47035, - "code_similarity": 0.001, - "size_similarity": 0.002, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.001, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 46836, - "code_similarity": 0.205, - "size_similarity": 0.936, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.12, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 46912, - "code_similarity": 0.131, - "size_similarity": 0.578, - "file_overlap": 0.0, + "left_pr_number": 40546, + "right_pr_number": 47003, + "code_similarity": 0.192, + "size_similarity": 0.801, + "file_overlap": 0.036, "area_overlap": 0.0, - "patch_similarity": 0.103, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47003, - "code_similarity": 0.227, - "size_similarity": 0.996, - "file_overlap": 0.048, - "area_overlap": 0.006, - "patch_similarity": 0.077, + "patch_similarity": 0.143, "shared_filenames": [ - "src/transformers/models/unispeech/modeling_unispeech.py", - "src/transformers/models/unispeech/modular_unispeech.py", - "src/transformers/models/wavlm/modeling_wavlm.py", - "src/transformers/models/wavlm/modular_wavlm.py" + "src/transformers/testing_utils.py", + "src/transformers/utils/__init__.py", + "src/transformers/utils/import_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/unispeech/modeling_unispeech.py", + "filename": "src/transformers/testing_utils.py", "left_ranges": [ [ - 29, - 35 + 89, + 95 ], [ - 45, - 52 - ], + 1321, + 1333 + ] + ], + "right_ranges": [ [ - 337, - 343 + 127, + 133 ], [ - 376, - 382 - ], + 625, + 634 + ] + ] + }, + { + "filename": "src/transformers/utils/__init__.py", + "left_ranges": [ [ - 419, - 440 - ], + 128, + 134 + ] + ], + "right_ranges": [ [ - 451, - 458 - ], + 181, + 187 + ] + ] + }, + { + "filename": "src/transformers/utils/import_utils.py", + "left_ranges": [ [ - 472, - 486 + 937, + 947 ], [ - 532, - 550 + 1974, + 1986 ], [ - 563, - 570 - ], + 2027, + 2033 + ] + ], + "right_ranges": [ [ - 583, - 600 - ], + 915, + 925 + ] + ] + } + ] + }, + { + "left_pr_number": 40546, + "right_pr_number": 47034, + "code_similarity": 0.052, + "size_similarity": 0.183, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.101, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 40546, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.003, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.001, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46196, + "code_similarity": 0.167, + "size_similarity": 0.741, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.122, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46658, + "code_similarity": 0.272, + "size_similarity": 0.976, + "file_overlap": 0.077, + "area_overlap": 0.026, + "patch_similarity": 0.301, + "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": [ [ - 677, - 686 - ], + 664, + 696 + ] + ], + "right_ranges": [ [ - 934, - 954 - ], + 739, + 807 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ [ - 964, - 977 + 386, + 393 ], [ - 1029, - 1041 + 816, + 822 ], [ - 1048, - 1062 + 936, + 942 ], [ - 1080, - 1085 + 1057, + 1063 ], [ - 1091, - 1096 - ], + 1189, + 1195 + ] + ], + "right_ranges": [ [ - 1165, - 1178 + 362, + 368 ], [ - 1181, - 1196 + 591, + 599 ], [ - 1223, - 1228 + 798, + 804 ], [ - 1267, - 1281 + 884, + 892 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 326, + 333 ], [ - 1289, - 1310 + 1087, + 1093 ], [ - 1322, - 1327 + 1906, + 1912 ] ], "right_ranges": [ [ - 1138, - 1150 + 1085, + 1091 ] ] - }, + } + ] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46707, + "code_similarity": 0.026, + "size_similarity": 0.069, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.079, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46836, + "code_similarity": 0.261, + "size_similarity": 0.792, + "file_overlap": 0.176, + "area_overlap": 0.0, + "patch_similarity": 0.332, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/conversion_mapping.py", + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py", + "utils/check_repo.py" + ], + "shared_file_areas": [ { - "filename": "src/transformers/models/unispeech/modular_unispeech.py", + "filename": "docs/source/en/_toctree.yml", "left_ranges": [ [ - 22, - 31 - ], - [ - 147, - 156 - ], - [ - 241, - 261 - ], - [ - 271, - 284 - ], - [ - 336, - 348 - ], + 1367, + 1374 + ] + ], + "right_ranges": [ [ - 355, - 369 - ], + 887, + 894 + ] + ] + }, + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ [ - 387, - 392 + 664, + 696 ] ], "right_ranges": [ [ - 383, - 395 + 1420, + 1486 ] ] }, { - "filename": "src/transformers/models/wavlm/modeling_wavlm.py", + "filename": "src/transformers/models/__init__.py", "left_ranges": [ [ - 15, - 21 - ], - [ - 28, - 37 - ], - [ - 153, - 160 - ], - [ - 184, - 190 - ], - [ - 194, - 199 - ], - [ - 222, - 229 - ], - [ - 314, - 334 - ], - [ - 338, - 344 - ], - [ - 357, - 382 - ], - [ - 394, - 402 - ], - [ - 411, - 431 - ], - [ - 446, - 454 - ], - [ - 462, - 484 - ], - [ - 561, - 570 - ], - [ - 998, - 1018 - ], + 289, + 295 + ] + ], + "right_ranges": [ [ - 1030, - 1049 - ], + 452, + 458 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ [ - 1118, - 1131 + 386, + 393 ], [ - 1134, - 1149 + 816, + 822 ], [ - 1176, - 1181 + 936, + 942 ], [ - 1220, - 1234 + 1057, + 1063 ], [ - 1242, - 1263 - ], + 1189, + 1195 + ] + ], + "right_ranges": [ [ - 1275, - 1280 + 628, + 638 ], [ - 1316, - 1330 + 905, + 914 ], [ - 1338, - 1359 + 1112, + 1118 ], [ - 1362, - 1367 - ], + 1238, + 1244 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ [ - 1480, - 1494 + 326, + 333 ], [ - 1502, - 1523 + 1087, + 1093 ], [ - 1547, - 1552 + 1906, + 1912 ] ], "right_ranges": [ [ - 241, - 251 + 501, + 507 + ], + [ + 1107, + 1113 ] ] }, { - "filename": "src/transformers/models/wavlm/modular_wavlm.py", + "filename": "utils/check_repo.py", "left_ranges": [ [ - 10, - 17 - ], - [ - 81, - 88 - ], - [ - 112, - 118 - ], - [ - 122, - 127 - ], - [ - 150, - 157 - ], - [ - 222, - 242 - ], - [ - 246, - 252 - ], - [ - 265, - 290 - ], - [ - 302, - 310 - ], - [ - 319, - 339 - ], - [ - 354, - 362 + 250, + 258 ], [ - 370, - 392 + 333, + 340 ] ], "right_ranges": [ [ - 172, - 182 + 267, + 274 + ], + [ + 489, + 496 ] ] } ] }, { - "left_pr_number": 46196, - "right_pr_number": 47034, - "code_similarity": 0.043, - "size_similarity": 0.146, + "left_pr_number": 43451, + "right_pr_number": 46912, + "code_similarity": 0.106, + "size_similarity": 0.428, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.094, + "patch_similarity": 0.134, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46196, - "right_pr_number": 47035, - "code_similarity": 0.001, - "size_similarity": 0.002, + "left_pr_number": 43451, + "right_pr_number": 47003, + "code_similarity": 0.174, + "size_similarity": 0.738, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.006, + "patch_similarity": 0.178, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46836, - "right_pr_number": 46912, - "code_similarity": 0.128, - "size_similarity": 0.541, + "left_pr_number": 43451, + "right_pr_number": 47034, + "code_similarity": 0.038, + "size_similarity": 0.108, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.13, + "patch_similarity": 0.106, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46836, - "right_pr_number": 47003, - "code_similarity": 0.214, - "size_similarity": 0.932, + "left_pr_number": 43451, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.002, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.183, + "patch_similarity": 0.001, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46836, - "right_pr_number": 47034, - "code_similarity": 0.042, - "size_similarity": 0.137, + "left_pr_number": 46196, + "right_pr_number": 46658, + "code_similarity": 0.163, + "size_similarity": 0.723, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.097, + "patch_similarity": 0.12, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46836, - "right_pr_number": 47035, - "code_similarity": 0.001, - "size_similarity": 0.002, + "left_pr_number": 46196, + "right_pr_number": 46707, + "code_similarity": 0.031, + "size_similarity": 0.093, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.002, + "patch_similarity": 0.083, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 46912, - "right_pr_number": 47003, - "code_similarity": 0.137, - "size_similarity": 0.58, - "file_overlap": 0.022, - "area_overlap": 0.0, - "patch_similarity": 0.096, - "shared_filenames": [ - "src/transformers/models/gemma3n/modeling_gemma3n.py", - "src/transformers/models/t5gemma2/modeling_t5gemma2.py" + "left_pr_number": 46196, + "right_pr_number": 46836, + "code_similarity": 0.205, + "size_similarity": 0.936, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.12, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 46912, + "code_similarity": 0.131, + "size_similarity": 0.578, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.103, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 47003, + "code_similarity": 0.227, + "size_similarity": 0.996, + "file_overlap": 0.048, + "area_overlap": 0.006, + "patch_similarity": 0.077, + "shared_filenames": [ + "src/transformers/models/unispeech/modeling_unispeech.py", + "src/transformers/models/unispeech/modular_unispeech.py", + "src/transformers/models/wavlm/modeling_wavlm.py", + "src/transformers/models/wavlm/modular_wavlm.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/gemma3n/modeling_gemma3n.py", + "filename": "src/transformers/models/unispeech/modeling_unispeech.py", "left_ranges": [ [ - 1537, - 1543 + 29, + 35 ], [ - 1553, - 1559 + 45, + 52 + ], + [ + 337, + 343 + ], + [ + 376, + 382 + ], + [ + 419, + 440 + ], + [ + 451, + 458 + ], + [ + 472, + 486 + ], + [ + 532, + 550 + ], + [ + 563, + 570 + ], + [ + 583, + 600 + ], + [ + 677, + 686 + ], + [ + 934, + 954 + ], + [ + 964, + 977 + ], + [ + 1029, + 1041 + ], + [ + 1048, + 1062 + ], + [ + 1080, + 1085 + ], + [ + 1091, + 1096 + ], + [ + 1165, + 1178 + ], + [ + 1181, + 1196 + ], + [ + 1223, + 1228 + ], + [ + 1267, + 1281 + ], + [ + 1289, + 1310 + ], + [ + 1322, + 1327 ] ], "right_ranges": [ [ - 2173, - 2179 + 1138, + 1150 ] ] }, { - "filename": "src/transformers/models/t5gemma2/modeling_t5gemma2.py", + "filename": "src/transformers/models/unispeech/modular_unispeech.py", "left_ranges": [ [ - 110, - 116 + 22, + 31 + ], + [ + 147, + 156 + ], + [ + 241, + 261 + ], + [ + 271, + 284 + ], + [ + 336, + 348 + ], + [ + 355, + 369 + ], + [ + 387, + 392 ] ], "right_ranges": [ [ - 641, - 650 + 383, + 395 ] ] - } - ] - }, - { - "left_pr_number": 46912, - "right_pr_number": 47034, - "code_similarity": 0.064, - "size_similarity": 0.253, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.087, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46912, - "right_pr_number": 47035, - "code_similarity": 0.001, - "size_similarity": 0.004, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.002, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47034, - "code_similarity": 0.04, - "size_similarity": 0.147, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.069, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47035, - "code_similarity": 0.001, - "size_similarity": 0.002, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.001, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47035, - "code_similarity": 0.405, - "size_similarity": 0.017, - "file_overlap": 0.167, - "area_overlap": 1.0, - "patch_similarity": 0.013, - "shared_filenames": [ - "src/transformers/training_args.py" - ], - "shared_file_areas": [ + }, { - "filename": "src/transformers/training_args.py", + "filename": "src/transformers/models/wavlm/modeling_wavlm.py", "left_ranges": [ [ - 1563, - 1570 - ] - ], - "right_ranges": [ + 15, + 21 + ], [ - 1563, - 1570 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-43979-11", - "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43979, - "canonical_pr_number": 44007, - "issue_numbers": [ - 43979 - ], + 28, + 37 + ], + [ + 153, + 160 + ], + [ + 184, + 190 + ], + [ + 194, + 199 + ], + [ + 222, + 229 + ], + [ + 314, + 334 + ], + [ + 338, + 344 + ], + [ + 357, + 382 + ], + [ + 394, + 402 + ], + [ + 411, + 431 + ], + [ + 446, + 454 + ], + [ + 462, + 484 + ], + [ + 561, + 570 + ], + [ + 998, + 1018 + ], + [ + 1030, + 1049 + ], + [ + 1118, + 1131 + ], + [ + 1134, + 1149 + ], + [ + 1176, + 1181 + ], + [ + 1220, + 1234 + ], + [ + 1242, + 1263 + ], + [ + 1275, + 1280 + ], + [ + 1316, + 1330 + ], + [ + 1338, + 1359 + ], + [ + 1362, + 1367 + ], + [ + 1480, + 1494 + ], + [ + 1502, + 1523 + ], + [ + 1547, + 1552 + ] + ], + "right_ranges": [ + [ + 241, + 251 + ] + ] + }, + { + "filename": "src/transformers/models/wavlm/modular_wavlm.py", + "left_ranges": [ + [ + 10, + 17 + ], + [ + 81, + 88 + ], + [ + 112, + 118 + ], + [ + 122, + 127 + ], + [ + 150, + 157 + ], + [ + 222, + 242 + ], + [ + 246, + 252 + ], + [ + 265, + 290 + ], + [ + 302, + 310 + ], + [ + 319, + 339 + ], + [ + 354, + 362 + ], + [ + 370, + 392 + ] + ], + "right_ranges": [ + [ + 172, + 182 + ] + ] + } + ] + }, + { + "left_pr_number": 46196, + "right_pr_number": 47034, + "code_similarity": 0.043, + "size_similarity": 0.146, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.094, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.006, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 46707, + "code_similarity": 0.025, + "size_similarity": 0.067, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.076, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 46836, + "code_similarity": 0.227, + "size_similarity": 0.772, + "file_overlap": 0.077, + "area_overlap": 0.0, + "patch_similarity": 0.33, + "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": [ + [ + 739, + 807 + ] + ], + "right_ranges": [ + [ + 1420, + 1486 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 892 + ] + ], + "right_ranges": [ + [ + 628, + 638 + ], + [ + 905, + 914 + ], + [ + 1112, + 1118 + ], + [ + 1238, + 1244 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1085, + 1091 + ] + ], + "right_ranges": [ + [ + 501, + 507 + ], + [ + 1107, + 1113 + ] + ] + } + ] + }, + { + "left_pr_number": 46658, + "right_pr_number": 46912, + "code_similarity": 0.104, + "size_similarity": 0.418, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.137, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47003, + "code_similarity": 0.174, + "size_similarity": 0.72, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "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": 46658, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.001, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46707, + "right_pr_number": 46836, + "code_similarity": 0.029, + "size_similarity": 0.087, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.08, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46707, + "right_pr_number": 46912, + "code_similarity": 0.045, + "size_similarity": 0.161, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.086, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46707, + "right_pr_number": 47003, + "code_similarity": 0.028, + "size_similarity": 0.094, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.061, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46707, + "right_pr_number": 47034, + "code_similarity": 0.175, + "size_similarity": 0.636, + "file_overlap": 0.083, + "area_overlap": 0.0, + "patch_similarity": 0.153, + "shared_filenames": [ + "src/transformers/trainer.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/trainer.py", + "left_ranges": [ + [ + 55, + 61 + ], + [ + 67, + 72 + ] + ], + "right_ranges": [ + [ + 976, + 982 + ], + [ + 2102, + 2108 + ] + ] + } + ] + }, + { + "left_pr_number": 46707, + "right_pr_number": 47035, + "code_similarity": 0.006, + "size_similarity": 0.027, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.006, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 46912, + "code_similarity": 0.128, + "size_similarity": 0.541, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.13, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47003, + "code_similarity": 0.214, + "size_similarity": 0.932, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.183, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47034, + "code_similarity": 0.042, + "size_similarity": 0.137, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.097, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.002, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46912, + "right_pr_number": 47003, + "code_similarity": 0.137, + "size_similarity": 0.58, + "file_overlap": 0.022, + "area_overlap": 0.0, + "patch_similarity": 0.096, + "shared_filenames": [ + "src/transformers/models/gemma3n/modeling_gemma3n.py", + "src/transformers/models/t5gemma2/modeling_t5gemma2.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gemma3n/modeling_gemma3n.py", + "left_ranges": [ + [ + 1537, + 1543 + ], + [ + 1553, + 1559 + ] + ], + "right_ranges": [ + [ + 2173, + 2179 + ] + ] + }, + { + "filename": "src/transformers/models/t5gemma2/modeling_t5gemma2.py", + "left_ranges": [ + [ + 110, + 116 + ] + ], + "right_ranges": [ + [ + 641, + 650 + ] + ] + } + ] + }, + { + "left_pr_number": 46912, + "right_pr_number": 47034, + "code_similarity": 0.064, + "size_similarity": 0.253, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.087, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46912, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.004, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.002, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47003, + "right_pr_number": 47034, + "code_similarity": 0.04, + "size_similarity": 0.147, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.069, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47003, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.001, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47034, + "right_pr_number": 47035, + "code_similarity": 0.405, + "size_similarity": 0.017, + "file_overlap": 0.167, + "area_overlap": 1.0, + "patch_similarity": 0.013, + "shared_filenames": [ + "src/transformers/training_args.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/training_args.py", + "left_ranges": [ + [ + 1563, + 1570 + ] + ], + "right_ranges": [ + [ + 1563, + 1570 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], "pr_numbers": [ 43996, 44007, @@ -821,65 +1630,743 @@ ], "pr_comparisons": [ { - "left_pr_number": 43996, - "right_pr_number": 44007, - "code_similarity": 0.179, - "size_similarity": 0.576, + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.429, + "patch_similarity": 0.404, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44013, - "code_similarity": 0.122, - "size_similarity": 0.318, + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.392, + "patch_similarity": 0.442, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44044, - "code_similarity": 0.245, - "size_similarity": 0.864, + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.479, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44066, - "code_similarity": 0.225, - "size_similarity": 0.818, + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.408, + "patch_similarity": 0.263, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44072, - "code_similarity": 0.14, - "size_similarity": 0.303, + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.528, + "patch_similarity": 0.286, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, "right_pr_number": 44085, - "code_similarity": 0.216, - "size_similarity": 0.783, + "code_similarity": 0.137, + "size_similarity": 0.387, "file_overlap": 0.0, "area_overlap": 0.0, "patch_similarity": 0.398, @@ -887,949 +2374,1165 @@ "shared_file_areas": [] }, { - "left_pr_number": 43996, + "left_pr_number": 44072, "right_pr_number": 44129, - "code_similarity": 0.163, - "size_similarity": 0.643, + "code_similarity": 0.074, + "size_similarity": 0.195, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.229, + "patch_similarity": 0.231, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, + "left_pr_number": 44072, "right_pr_number": 44154, - "code_similarity": 0.153, - "size_similarity": 0.535, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.31, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43996, - "right_pr_number": 44722, - "code_similarity": 0.225, - "size_similarity": 0.848, + "code_similarity": 0.175, + "size_similarity": 0.566, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.368, + "patch_similarity": 0.414, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44013, - "code_similarity": 0.19, - "size_similarity": 0.553, + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.531, + "patch_similarity": 0.347, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44044, - "code_similarity": 0.186, - "size_similarity": 0.667, + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.354, + "patch_similarity": 0.272, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44066, - "code_similarity": 0.188, - "size_similarity": 0.704, + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.315, + "patch_similarity": 0.289, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44072, - "code_similarity": 0.212, - "size_similarity": 0.526, + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.708, + "patch_similarity": 0.199, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44085, - "code_similarity": 0.195, - "size_similarity": 0.735, + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.318, + "patch_similarity": 0.247, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44129, - "code_similarity": 0.103, - "size_similarity": 0.37, + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.191, + "patch_similarity": 0.255, "shared_filenames": [], "shared_file_areas": [] - }, - { - "left_pr_number": 44007, - "right_pr_number": 44154, - "code_similarity": 0.238, - "size_similarity": 0.93, + } + ] + }, + { + "cluster_id": "cluster-46907-11", + "summary": "Cluster of 11 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46907, + "issue_numbers": [], + "pr_numbers": [ + 46907, + 46908, + 46926, + 46949, + 46950, + 46971, + 47054, + 47055, + 47056, + 47057, + 47058 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46907, + "right_pr_number": 46908, + "code_similarity": 0.115, + "size_similarity": 0.577, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.344, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44722, - "code_similarity": 0.178, - "size_similarity": 0.679, + "left_pr_number": 46907, + "right_pr_number": 46926, + "code_similarity": 0.092, + "size_similarity": 0.462, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.28, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44013, - "right_pr_number": 44044, - "code_similarity": 0.126, - "size_similarity": 0.368, + "left_pr_number": 46907, + "right_pr_number": 46949, + "code_similarity": 0.169, + "size_similarity": 0.846, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.351, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44013, - "right_pr_number": 44066, - "code_similarity": 0.127, - "size_similarity": 0.389, + "left_pr_number": 46907, + "right_pr_number": 46950, + "code_similarity": 0.183, + "size_similarity": 0.897, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.325, + "patch_similarity": 0.023, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44013, - "right_pr_number": 44072, - "code_similarity": 0.29, - "size_similarity": 0.952, + "left_pr_number": 46907, + "right_pr_number": 46971, + "code_similarity": 0.169, + "size_similarity": 0.846, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.667, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44013, - "right_pr_number": 44085, - "code_similarity": 0.131, - "size_similarity": 0.406, + "left_pr_number": 46907, + "right_pr_number": 47054, + "code_similarity": 0.092, + "size_similarity": 0.462, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.329, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44013, - "right_pr_number": 44129, - "code_similarity": 0.07, - "size_similarity": 0.205, + "left_pr_number": 46907, + "right_pr_number": 47055, + "code_similarity": 0.925, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 0.5, + "shared_filenames": [ + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", + "left_ranges": [ + [ + 464, + 472 + ] + ], + "right_ranges": [ + [ + 464, + 472 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ + [ + 210, + 218 + ] + ], + "right_ranges": [ + [ + 210, + 218 + ] + ] + } + ] + }, + { + "left_pr_number": 46907, + "right_pr_number": 47056, + "code_similarity": 0.085, + "size_similarity": 0.423, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.192, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44013, - "right_pr_number": 44154, - "code_similarity": 0.177, - "size_similarity": 0.594, + "left_pr_number": 46907, + "right_pr_number": 47057, + "code_similarity": 0.08, + "size_similarity": 0.4, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.389, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44013, - "right_pr_number": 44722, - "code_similarity": 0.118, - "size_similarity": 0.375, + "left_pr_number": 46907, + "right_pr_number": 47058, + "code_similarity": 0.154, + "size_similarity": 0.769, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.287, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44066, - "code_similarity": 0.25, - "size_similarity": 0.947, + "left_pr_number": 46908, + "right_pr_number": 46926, + "code_similarity": 0.31, + "size_similarity": 0.8, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.404, + "patch_similarity": 1.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44072, + "left_pr_number": 46908, + "right_pr_number": 46949, "code_similarity": 0.136, - "size_similarity": 0.351, + "size_similarity": 0.682, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.442, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44085, - "code_similarity": 0.24, - "size_similarity": 0.906, + "left_pr_number": 46908, + "right_pr_number": 46950, + "code_similarity": 0.103, + "size_similarity": 0.517, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.394, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44129, - "code_similarity": 0.147, - "size_similarity": 0.555, + "left_pr_number": 46908, + "right_pr_number": 46971, + "code_similarity": 0.136, + "size_similarity": 0.682, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.243, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44154, - "code_similarity": 0.17, - "size_similarity": 0.62, + "left_pr_number": 46908, + "right_pr_number": 47054, + "code_similarity": 0.31, + "size_similarity": 0.8, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.306, + "patch_similarity": 1.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44722, - "code_similarity": 0.257, - "size_similarity": 0.982, + "left_pr_number": 46908, + "right_pr_number": 47055, + "code_similarity": 0.115, + "size_similarity": 0.577, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.402, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44066, - "right_pr_number": 44072, - "code_similarity": 0.133, - "size_similarity": 0.37, + "left_pr_number": 46908, + "right_pr_number": 47056, + "code_similarity": 0.147, + "size_similarity": 0.733, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.393, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44066, - "right_pr_number": 44085, - "code_similarity": 0.763, - "size_similarity": 0.957, - "file_overlap": 0.5, - "area_overlap": 0.825, - "patch_similarity": 0.887, + "left_pr_number": 46908, + "right_pr_number": 47057, + "code_similarity": 0.565, + "size_similarity": 0.231, + "file_overlap": 1.0, + "area_overlap": 0.565, + "patch_similarity": 0.143, "shared_filenames": [ - "src/transformers/models/gptj/modeling_gptj.py" + "tests/models/deepseek_v32/test_modeling_deepseek_v32.py" ], "shared_file_areas": [ - { - "filename": "src/transformers/models/gptj/modeling_gptj.py", - "left_ranges": [ - [ - 33, - 41 - ], - [ - 174, - 181 - ], - [ - 250, - 257 - ], - [ - 398, - 419 - ], - [ - 425, - 434 - ], - [ - 459, - 466 - ], - [ - 471, - 488 - ], - [ - 518, - 540 - ], - [ - 554, - 560 - ], - [ - 566, - 575 - ], - [ - 580, - 598 - ], - [ - 601, - 606 - ], - [ - 634, - 640 - ], - [ - 646, - 653 - ], - [ - 658, - 674 - ], - [ - 717, - 722 - ], - [ - 738, - 744 - ], - [ - 749, - 772 - ], - [ - 790, - 795 - ] - ], - "right_ranges": [ - [ - 33, - 40 - ], - [ - 173, - 180 - ], - [ - 249, - 256 - ], - [ - 397, - 405 - ], - [ - 408, - 419 - ], - [ - 425, - 434 - ], - [ - 459, - 465 - ], - [ - 470, - 489 - ], - [ - 517, - 539 - ], - [ - 553, - 559 - ], + { + "filename": "tests/models/deepseek_v32/test_modeling_deepseek_v32.py", + "left_ranges": [ [ - 565, - 574 + 13, + 19 ], [ - 579, - 597 + 251, + 257 ], [ - 600, - 611 + 270, + 276 ], [ - 633, - 639 + 291, + 297 ], [ - 645, - 652 - ], + 332, + 338 + ] + ], + "right_ranges": [ [ - 657, - 673 + 13, + 19 ], [ - 716, - 728 + 248, + 260 ], [ - 737, - 743 + 268, + 281 ], [ - 748, - 771 + 290, + 303 ], [ - 789, - 794 + 332, + 345 ] ] } ] }, { - "left_pr_number": 44066, - "right_pr_number": 44129, - "code_similarity": 0.145, - "size_similarity": 0.526, + "left_pr_number": 46908, + "right_pr_number": 47058, + "code_similarity": 0.15, + "size_similarity": 0.75, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.263, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44066, - "right_pr_number": 44154, - "code_similarity": 0.174, - "size_similarity": 0.654, + "left_pr_number": 46926, + "right_pr_number": 46949, + "code_similarity": 0.109, + "size_similarity": 0.545, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.286, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44066, - "right_pr_number": 44722, - "code_similarity": 0.907, - "size_similarity": 0.964, + "left_pr_number": 46926, + "right_pr_number": 46950, + "code_similarity": 0.083, + "size_similarity": 0.414, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 46971, + "code_similarity": 0.109, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 47054, + "code_similarity": 1.0, + "size_similarity": 1.0, "file_overlap": 1.0, - "area_overlap": 0.808, - "patch_similarity": 0.874, + "area_overlap": 1.0, + "patch_similarity": 1.0, "shared_filenames": [ - "src/transformers/models/codegen/modeling_codegen.py", - "src/transformers/models/gptj/modeling_gptj.py" + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/codegen/modeling_codegen.py", - "left_ranges": [ - [ - 245, - 266 - ] - ], - "right_ranges": [ - [ - 228, - 234 - ] - ] - }, - { - "filename": "src/transformers/models/gptj/modeling_gptj.py", + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", "left_ranges": [ [ - 33, - 41 - ], - [ - 174, - 181 - ], - [ - 250, - 257 - ], - [ - 398, - 419 - ], - [ - 425, - 434 - ], - [ - 459, - 466 - ], - [ - 471, - 488 - ], - [ - 518, - 540 - ], - [ - 554, - 560 - ], - [ - 566, - 575 - ], - [ - 580, - 598 - ], - [ - 601, - 606 - ], - [ - 634, - 640 - ], - [ - 646, - 653 - ], - [ - 658, - 674 - ], - [ - 717, - 722 - ], - [ - 738, - 744 - ], - [ - 749, - 772 + 14, + 20 ], [ - 790, - 795 + 487, + 493 ] ], "right_ranges": [ [ - 33, - 42 - ], - [ - 175, - 182 - ], - [ - 251, - 258 - ], - [ - 399, - 420 - ], - [ - 426, - 435 - ], - [ - 460, - 467 - ], - [ - 472, - 489 - ], - [ - 519, - 540 - ], - [ - 554, - 560 - ], - [ - 566, - 575 - ], - [ - 580, - 598 - ], - [ - 601, - 612 - ], - [ - 634, - 640 - ], - [ - 646, - 653 - ], - [ - 658, - 663 - ], - [ - 666, - 674 - ], - [ - 717, - 722 - ], - [ - 738, - 744 - ], - [ - 749, - 772 + 14, + 20 ], [ - 790, - 795 + 487, + 493 ] ] } ] }, { - "left_pr_number": 44072, - "right_pr_number": 44085, - "code_similarity": 0.137, - "size_similarity": 0.387, + "left_pr_number": 46926, + "right_pr_number": 47055, + "code_similarity": 0.092, + "size_similarity": 0.462, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 47056, + "code_similarity": 0.183, + "size_similarity": 0.917, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 47057, + "code_similarity": 0.058, + "size_similarity": 0.185, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.143, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 47058, + "code_similarity": 0.12, + "size_similarity": 0.6, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 46950, + "code_similarity": 0.152, + "size_similarity": 0.759, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.398, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44072, - "right_pr_number": 44129, - "code_similarity": 0.074, - "size_similarity": 0.195, + "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": 0.231, + "patch_similarity": 0.038, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44072, - "right_pr_number": 44154, - "code_similarity": 0.175, - "size_similarity": 0.566, + "left_pr_number": 46949, + "right_pr_number": 47054, + "code_similarity": 0.109, + "size_similarity": 0.545, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.414, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44072, - "right_pr_number": 44722, - "code_similarity": 0.124, - "size_similarity": 0.357, + "left_pr_number": 46949, + "right_pr_number": 47055, + "code_similarity": 0.169, + "size_similarity": 0.846, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.347, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44085, - "right_pr_number": 44129, - "code_similarity": 0.141, - "size_similarity": 0.503, + "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": 47057, + "code_similarity": 0.068, + "size_similarity": 0.338, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.272, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44085, - "right_pr_number": 44154, - "code_similarity": 0.18, - "size_similarity": 0.684, + "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": 0.289, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44085, - "right_pr_number": 44722, - "code_similarity": 0.728, - "size_similarity": 0.923, + "left_pr_number": 46950, + "right_pr_number": 46971, + "code_similarity": 0.393, + "size_similarity": 0.759, "file_overlap": 0.5, - "area_overlap": 0.791, - "patch_similarity": 0.78, + "area_overlap": 0.182, + "patch_similarity": 0.184, "shared_filenames": [ - "src/transformers/models/gptj/modeling_gptj.py" + "tests/models/mamba2/test_modeling_mamba2.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/gptj/modeling_gptj.py", + "filename": "tests/models/mamba2/test_modeling_mamba2.py", "left_ranges": [ [ - 33, - 40 - ], - [ - 173, - 180 - ], - [ - 249, - 256 - ], - [ - 397, - 405 - ], - [ - 408, - 419 - ], - [ - 425, - 434 - ], - [ - 459, - 465 - ], - [ - 470, - 489 - ], - [ - 517, - 539 + 418, + 424 ], [ - 553, - 559 + 446, + 451 ], [ - 565, - 574 + 475, + 480 ], [ - 579, - 597 - ], + 498, + 504 + ] + ], + "right_ranges": [ [ - 600, - 611 + 418, + 424 ], [ - 633, - 639 + 450, + 456 ], [ - 645, - 652 + 480, + 497 ], [ - 657, - 673 - ], + 508, + 514 + ] + ] + } + ] + }, + { + "left_pr_number": 46950, + "right_pr_number": 47054, + "code_similarity": 0.083, + "size_similarity": 0.414, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 47055, + "code_similarity": 0.183, + "size_similarity": 0.897, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.023, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 47056, + "code_similarity": 0.076, + "size_similarity": 0.379, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 47057, + "code_similarity": 0.116, + "size_similarity": 0.446, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.178, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 47058, + "code_similarity": 0.392, + "size_similarity": 0.69, + "file_overlap": 0.5, + "area_overlap": 0.127, + "patch_similarity": 0.395, + "shared_filenames": [ + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ [ - 716, - 728 + 418, + 424 ], [ - 737, - 743 + 446, + 451 ], [ - 748, - 771 + 475, + 480 ], [ - 789, - 794 + 498, + 504 ] ], "right_ranges": [ [ - 33, - 42 - ], - [ - 175, - 182 - ], - [ - 251, - 258 - ], - [ - 399, - 420 - ], - [ - 426, - 435 - ], - [ - 460, - 467 - ], - [ - 472, - 489 + 404, + 411 ], [ - 519, - 540 + 420, + 426 ], [ - 554, - 560 + 452, + 458 ], [ - 566, - 575 + 482, + 488 ], [ - 580, - 598 - ], + 503, + 509 + ] + ] + } + ] + }, + { + "left_pr_number": 46971, + "right_pr_number": 47054, + "code_similarity": 0.109, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46971, + "right_pr_number": 47055, + "code_similarity": 0.169, + "size_similarity": 0.846, + "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": 47057, + "code_similarity": 0.086, + "size_similarity": 0.338, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.125, + "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": [ [ - 601, - 612 + 418, + 424 ], [ - 634, - 640 + 450, + 456 ], [ - 646, - 653 + 480, + 497 ], [ - 658, - 663 - ], + 508, + 514 + ] + ], + "right_ranges": [ [ - 666, - 674 + 404, + 411 ], [ - 717, - 722 + 420, + 426 ], [ - 738, - 744 + 452, + 458 ], [ - 749, - 772 + 482, + 488 ], [ - 790, - 795 + 503, + 509 ] ] } ] }, { - "left_pr_number": 44129, - "right_pr_number": 44154, - "code_similarity": 0.099, - "size_similarity": 0.344, + "left_pr_number": 47054, + "right_pr_number": 47055, + "code_similarity": 0.092, + "size_similarity": 0.462, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.199, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44129, - "right_pr_number": 44722, - "code_similarity": 0.146, - "size_similarity": 0.545, + "left_pr_number": 47054, + "right_pr_number": 47056, + "code_similarity": 0.183, + "size_similarity": 0.917, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.247, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44154, - "right_pr_number": 44722, - "code_similarity": 0.164, - "size_similarity": 0.631, + "left_pr_number": 47054, + "right_pr_number": 47057, + "code_similarity": 0.058, + "size_similarity": 0.185, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.255, + "patch_similarity": 0.143, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47054, + "right_pr_number": 47058, + "code_similarity": 0.12, + "size_similarity": 0.6, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47055, + "right_pr_number": 47056, + "code_similarity": 0.085, + "size_similarity": 0.423, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47055, + "right_pr_number": 47057, + "code_similarity": 0.08, + "size_similarity": 0.4, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47055, + "right_pr_number": 47058, + "code_similarity": 0.154, + "size_similarity": 0.769, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47056, + "right_pr_number": 47057, + "code_similarity": 0.034, + "size_similarity": 0.169, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "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": [] + }, + { + "left_pr_number": 47057, + "right_pr_number": 47058, + "code_similarity": 0.083, + "size_similarity": 0.308, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.143, "shared_filenames": [], "shared_file_areas": [] } @@ -1935,73 +3638,89 @@ ] }, { - "cluster_id": "cluster-46894-6", - "summary": "Cluster of 3 issues and 3 PRs centered on issue #46894.", + "cluster_id": "cluster-45488-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45488.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46894, - "canonical_pr_number": 46903, + "confidence": 0.6, + "canonical_issue_number": 45488, + "canonical_pr_number": 47017, "issue_numbers": [ - 46894, - 46897, - 46901 + 45488, + 46489 ], "pr_numbers": [ - 46895, - 46903, - 46958 + 46580, + 47017 ], "evidence_types": [ "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46895, - "right_pr_number": 46903, - "code_similarity": 0.533, - "size_similarity": 0.404, - "file_overlap": 0.333, - "area_overlap": 0.933, - "patch_similarity": 0.17, + "left_pr_number": 46580, + "right_pr_number": 47017, + "code_similarity": 0.241, + "size_similarity": 0.352, + "file_overlap": 0.5, + "area_overlap": 0.0, + "patch_similarity": 0.136, "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" + "src/transformers/models/auto/tokenization_auto.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/models/auto/tokenization_auto.py", "left_ranges": [ [ - 637, - 650 - ] - ], - "right_ranges": [ + 361, + 367 + ], [ - 637, - 651 - ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ + 399, + 421 + ], [ - 500, - 513 + 724, + 739 ] ], "right_ranges": [ [ - 500, - 514 + 426, + 473 + ], + [ + 805, + 823 ] ] } ] - }, + } + ] + }, + { + "cluster_id": "cluster-46894-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46895, + "issue_numbers": [ + 46894, + 46897 + ], + "pr_numbers": [ + 46895, + 46958 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ { "left_pr_number": 46895, "right_pr_number": 46958, @@ -2078,59 +3797,6 @@ ] } ] - }, - { - "left_pr_number": 46903, - "right_pr_number": 46958, - "code_similarity": 0.325, - "size_similarity": 0.369, - "file_overlap": 0.333, - "area_overlap": 0.364, - "patch_similarity": 0.156, - "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "left_ranges": [ - [ - 637, - 651 - ] - ], - "right_ranges": [ - [ - 22, - 28 - ], - [ - 638, - 645 - ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ - [ - 500, - 514 - ] - ], - "right_ranges": [ - [ - 16, - 22 - ], - [ - 501, - 508 - ] - ] - } - ] } ] }, @@ -2238,7 +3904,7 @@ "cluster_id": "cluster-46869-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 46869, "canonical_pr_number": 46886, "issue_numbers": [ @@ -2249,8 +3915,7 @@ 46922 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -2704,7 +4369,7 @@ "cluster_id": "cluster-47013-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #47013.", "status": "open", - "confidence": 0.55, + "confidence": 0.8, "canonical_issue_number": 47013, "canonical_pr_number": 47026, "issue_numbers": [ @@ -2715,7 +4380,9 @@ 47046 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { @@ -2903,58 +4570,32 @@ ] }, { - "cluster_id": "cluster-46908-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-47048-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47065.", "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46926, - "issue_numbers": [], - "pr_numbers": [ - 46908, - 46926 - ], - "evidence_types": [ - "soft_similarity" + "confidence": 0.6, + "canonical_issue_number": 47065, + "canonical_pr_number": 47066, + "issue_numbers": [ + 47065 ], - "pr_comparisons": [ - { - "left_pr_number": 46908, - "right_pr_number": 46926, - "code_similarity": 0.31, - "size_similarity": 0.8, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 1.0, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-46927-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46927, - "issue_numbers": [], "pr_numbers": [ - 46927, - 46971 + 47048, + 47066 ], "evidence_types": [ + "closing_reference", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46927, - "right_pr_number": 46971, - "code_similarity": 0.162, - "size_similarity": 0.786, + "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": 0.029, + "patch_similarity": 0.734, "shared_filenames": [], "shared_file_areas": [] } @@ -3238,16 +4879,40 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-45488-4", + "canonical_issue_number": 45488, + "duplicate_issue_numbers": [ + 46489 + ], + "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-4", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897, - 46901 + 46897 ], - "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ + { + "cluster_id": "cluster-40546-10", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 40546, + 46196, + 46658, + 46707, + 46836, + 46912, + 47003, + 47034, + 47035 + ], + "target_issue_number": null, + "reason": "PRs in cluster-40546-10 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -3266,20 +4931,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43451-7", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 46196, - 46836, - 46912, - 47003, - 47034, - 47035 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-7 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -3324,6 +4975,15 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-45488-4", + "canonical_pr_number": 47017, + "duplicate_pr_numbers": [ + 46580 + ], + "target_issue_number": 45488, + "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -3358,35 +5018,34 @@ 46922 ], "target_issue_number": 46869, - "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference evidence." }, { - "cluster_id": "cluster-46894-6", - "canonical_pr_number": 46903, + "cluster_id": "cluster-46894-4", + "canonical_pr_number": 46895, "duplicate_pr_numbers": [ - 46895, 46958 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46908-2", - "canonical_pr_number": 46926, - "duplicate_pr_numbers": [ - 46908 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46908-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46927-2", - "canonical_pr_number": 46927, + "cluster_id": "cluster-46907-11", + "canonical_pr_number": 46907, "duplicate_pr_numbers": [ - 46971 + 46908, + 46926, + 46949, + 46950, + 46971, + 47054, + 47055, + 47056, + 47057, + 47058 ], "target_issue_number": null, - "reason": "PRs in cluster-46927-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46907-11 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -3395,14 +5054,23 @@ 47046 ], "target_issue_number": 47013, - "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference evidence." + "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." } ], "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 0 discussion comments plus 6 inbound references.", - "score": 166.0 + "cluster_id": "cluster-45488-4", + "issue_number": 45488, + "reason": "Issue #45488 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 16 discussion comments plus 4 inbound references.", + "score": 176.0 }, "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 4c41d5c7b540e41472f5c386da2c060ed0b842c7..3139dad71ee487332ebda528ac933c1ab5d688f8 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": "20260704T060749Z", - "generated_at": "2026-07-04T06:19:17Z", + "snapshot_id": "20260704T120019Z", + "generated_at": "2026-07-04T12:10:49Z", "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-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:24643", "issue:30277", @@ -102,8 +102,8 @@ "issue:34928|issue:44805", "issue:45685|issue:46869", "issue:45859|issue:45902", - "issue:34928|issue:36331", "issue:43638|issue:45161", + "issue:34928|issue:36331", "issue:43596|issue:45161", "issue:43716|issue:45507", "issue:45874|issue:46294", @@ -132,20 +132,20 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "e1c576a3545617705247f865df7bea44f2d4c5814ccfbc335c9f649875631fd7", + "prepared_review_unit_hash": "8b4e3c82d33ff97cc1dde6a154a1211904af5e7bc743d14345050a01926f3db7", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46568, + "serialized_chars": 46565, "estimated_input_tokens": 11642, "estimated_eval_tokens": 23540 }, @@ -154,360 +154,336 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with a few real duplicate subgroups: ZeRO-3/BERT load-time index errors, Qwen3_5Moe rotary-embedding device/materialization bugs, and a torch 2.4.1 compatibility regression. Most other soft links are only broad subsystem or model-family similarity, not the same concrete bug.", - "confidence": 0.81, - "canonical_issue_reason": "43596 is the best issue anchor in the strongest duplicate subgroup: it captures the broad ZeRO-3 index-out-of-bounds failure during Bert model initialization, and the nearby variants are narrower versions of the same load-time bug.", + "summary": "This is a noisy cluster of mostly unrelated transformer bug reports that only share broad surface similarity (DeepSpeed, device maps, model loading, docs). I see three likely true duplicate pairs: the ZeRO-3/BERT index-out-of-bounds reports, the Qwen3.5 MoE rotary-embedding/offload reports, and the torch 2.4.1 incompatibility reports. The rest look distinct.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43596 is the clearest representative of the strongest duplicate pair in the set: it describes the same ZeRO-3/BERT index-out-of-bounds failure as 43638, with a cleaner and more specific title.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the cleanest representative issue in the cluster for duplicate triage because its title states the core failure mode broadly, without being overly model-specific.", + "best_issue_reason": "Issue 43596 is the best single issue to anchor the cluster because it is concrete, well-scoped, and sits in the most convincing duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: a config attribute error vs a streaming chat/completions bug." + "reason": "Different failure surface: config attribute error vs streaming API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/hardware problems; only superficial accelerator overlap." + "reason": "Different models and backends; both GPU-related but distinct bugs." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different model families and symptoms (dtype mismatch vs AMD GPU failure)." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different model-specific dtype issue vs an AMD GPU failure." + "reason": "Autocast dtype mismatch vs AMD GPU incompatibility; not the same bug." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and code paths; not the same bug." + "reason": "Both are model-specific runtime failures, but the code paths are unrelated." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and different runtime errors." + "reason": "Different model behavior and bug surface; not mergeable." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export failure." + "reason": "DeepSpeed collective mismatch vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export bug vs FineGrainedFP8 failure." + "reason": "Different model/export issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different failure modes and code paths." + "reason": "ONNX export vs device-map CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different topics: table QA crash vs stale RAG examples." + "reason": "Different docs/example issues despite both being examples." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different issues: export error vs GenerationMixin import breakage." + "reason": "Export error vs import error; unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup, but they reference different removed items and likely different docs changes." + "reason": "Both are docs regressions, but they cover different removed topics and pages." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/embedding and remote-code resume issues." + "reason": "Different training/resume issues; unrelated scenarios." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different model/workflow failures." + "reason": "Resume/trust_remote_code issue vs YOLO multi-GPU device-map issue." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different errors: mask shape mismatch vs device mismatch in Gemma4 PLE." + "reason": "Both involve device/shape mismatches, but the models and failure sites differ." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Same broad indexing theme, but different error and model path." + "reason": "Different error signatures; only superficial zero3/shape similarity." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure modes; only a superficial zero-sized tensor similarity." + "reason": "Same broad zero3 family, but a different concrete failure." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal input bugs and different error signatures." + "reason": "Mask-shape mismatch vs video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime problems." + "reason": "Shape mismatch vs TP/MoE device-map issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different issues with no shared concrete bug." + "reason": "Unrelated model-loading issue vs Nemotron example breakage." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different video-processing and training-resume issues." + "reason": "Video/chat-template failure vs model resume issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different model processor bug vs export bug." + "reason": "Processor voice_preset bug vs ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures and models differ." + "reason": "Both involve DeepSpeed, but different models and error modes." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 load-time index-out-of-bounds failure; 43638 is just a narrower Bert variant." + "reason": "Same ZeRO-3/BERT index-out-of-bounds failure, just phrased with different training/init contexts." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Unrelated issues: Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel failure." + "reason": "Liger kernel cross_entropy call vs GPT-OSS MoE TP issue." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." + "reason": "Different tokenizer/detokenization bug vs LoRA save/load consistency issue." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime failures." + "reason": "Different Qwen3/NVFP4 run failure vs LoRA merge/save issue." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Different processor bug vs remote-code config_class AttributeError." + "reason": "Voxtral processor failure vs remote-code config_class error." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and different device-map failures." + "reason": "Mistral dtype mismatch vs YOLO multi-GPU device map." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the specific runtime errors and code paths are different." + "reason": "DeepSpeed appears in both, but one is a 2-D weight shape error and the other is a collective mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Different distributed-training failure vs tensor/mask shape mismatch." + "reason": "Activation-checkpoint/FSDP recompute mismatch vs mask/tensor shape mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "Different platform/model issues." + "reason": "MPS histogram unsupported vs YOLO multi-GPU mapping." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding state/device-handling bug, expressed through CPU offload and meta-to-empty materialization." + "reason": "Same Qwen3.5 MoE rotary-embedding/offload bug; one report highlights offload compatibility, the other the underlying uninitialized-memory path." }, { - "left": "issue:34928", - "right": "issue:36331", + "left": "issue:43638", + "right": "issue:45161", "accept": false, - "reason": "Different training bugs: activation checkpointing/FSDP vs CustomTrainer signature mismatch." + "reason": "BERT ZeRO-3 index error vs GPT-OSS TP/MoE issue." }, { - "left": "issue:43638", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Different bug classes and different model families." + "reason": "FSDP checkpointing mismatch vs trainer API kwarg error." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different issues; only a generic loading/distributed-training overlap." + "reason": "BERT ZeRO-3 index error vs GPT-OSS TP issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific runtime failures." - }, - { - "left": "issue:45874", - "right": "issue:46294", - "accept": false, - "reason": "Different Gemma4 input-handling and Qwen3.5 video-template bugs." + "reason": "Different model-specific forward bugs." }, { "left": "issue:44292", - "right": "issue:45237", - "accept": false, - "reason": "Different model/hardware failures." - }, - { - "left": "issue:39290", - "right": "issue:45081", - "accept": false, - "reason": "Different bugs: missing config field in vLLM vs tokenizer regex patch crash." - }, - { - "left": "issue:45823", - "right": "issue:45874", + "right": "issue:44918", "accept": false, - "reason": "Same model family, but different concrete failures and code paths." - }, - { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 compatibility regression; 46515 is the same issue phrased more narrowly." + "reason": "Different Qwen3.x failures; one NVFP4 run, one TRL embedding unpacking." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Different distributed-training and device-map failures." + "reason": "GraniteMoE invalid method vs MPS histogram backend error." }, { - "left": "issue:43425", + "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different incompatibility targets and different runtime error." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Different problems: autocast dtype mismatch vs tensor-parallel failure." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Different models and failures; only a broad Mistral/Mixtral similarity." + "reason": "Mistral dtype mismatch vs Qwen3 NVFP4 failure." }, { - "left": "issue:43828", + "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different runtime errors and unrelated platforms." + "reason": "Different model and backend bug classes." }, { - "left": "issue:43716", - "right": "issue:46468", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Different model-specific bugs." + "reason": "TRL embedding unpacking vs GPT-OSS TP issue." }, { - "left": "issue:44292", + "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Different Qwen-family issues with different failure modes." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Different subsystems and errors." + "reason": "Liger kernel cross_entropy vs TRL embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 index-out-of-bounds load failure during model initialization; only the model family differs." + "accept": false, + "reason": "Similar ZeRO-3 index error symptom, but different models and no clear same code path." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different obsolete references and are not the same change." + "reason": "Different docs topics: removed pipeline tasks vs removed run command." }, { "left": "issue:43828", - "right": "issue:44292", + "right": "issue:45685", "accept": false, - "reason": "Different models and different runtime failures." + "reason": "Autocast dtype mismatch vs MPS histogram backend issue." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Different bugs: distributed collectives mismatch vs trainer API breakage." + "reason": "Autocast dtype mismatch vs Qwen3 NVFP4 run failure." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report; one is a general statement and the other adds the same version detail." }, { "left": "issue:34928", - "right": "issue:36010", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpoint mismatch vs device-map CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Different failure classes with no shared code-path bug." + "reason": "Torch 2.10 incompatibility vs Qwen3 NVFP4." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Different topics: AMD GPU model failure vs outdated RAG docs." + "reason": "Model runtime failure vs outdated RAG examples." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different bugs; only generic tensor/loss behavior overlap." + "reason": "Liger kernel cross_entropy vs generic mask-shape mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it only calls out duplicate-like groups that are strongly supported by the titles, and the rejected soft links stay conservative. The accepted pairs are plausible same-bug matches, and the rest are appropriately treated as broad-similarity rather than duplicates." + "feedback": "The analysis is grounded in the packet and stays conservative. The three accepted duplicate pairs are well supported by the titles, and the rejected soft edges are generally framed cautiously rather than overstated. The summary accurately describes the cluster as mostly unrelated surface-similar issues." }, "evaluator_used": true, "retried": false, @@ -526,7 +502,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:36010", "issue:39290", @@ -586,8 +562,8 @@ "issue:43901|issue:44512", "issue:44589|issue:46304", "issue:45237|issue:45901", - "issue:43975|issue:46015", "issue:43039|issue:44560", + "issue:43975|issue:46015", "issue:45823|issue:46294", "issue:44841|issue:45823", "issue:43866|issue:46772", @@ -595,16 +571,16 @@ "issue:45020|issue:46304", "issue:45812|issue:45920", "issue:43866|issue:44863", - "issue:44292|issue:46015", "issue:43872|issue:46304", + "issue:44292|issue:46015", "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:45362|issue:45464", "issue:43792|issue:45070", + "issue:45362|issue:45464", "issue:43596|issue:45800", "issue:43541|issue:46869", "issue:44292|issue:45901", @@ -621,14 +597,14 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "9eada383f9641bd835f5c7fa2af964158b91d478afde268a21c27665c58a8970", + "prepared_review_unit_hash": "1722fc3e8166bc91f7c549113c6020deb841271e8e5c034baf679a7f99ee583f", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, @@ -643,264 +619,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous model/runtime bugs. The only clear duplicate-looking pair is the AutoTokenizer v5 token-ID regression reports; the rest share broad subsystems or similar exception shapes but not the same concrete bug.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45920 is the better umbrella for the shared AutoTokenizer regression: it describes the same wrong-token-ID behavior as 45812, but across multiple model families rather than one Granite-only case.", + "summary": "Only two soft pairs look like true duplicates: the ZeRO-3 IndexError reports and the AutoTokenizer token-ID regression reports. The rest are different models, APIs, or failure modes and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broader tokenizer regression across multiple model families, while issue:45812 is a narrower Granite-specific instance of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest representative issue in this cluster because it captures the broad, concrete regression and is the most likely target for deduping the narrower tokenization report.", + "best_issue_reason": "issue:45920 is the strongest representative overall: clear symptom, broad impact, and it subsumes the Granite-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention torch/version compatibility, but one is a general version mismatch and the other is a specific USE_DISTRIBUTED=0 regression; not the same bug." + "reason": "Different incompatibility reports: one is torch 2.4.1 vs transformers 5.8.0, the other is v5.9.0 breaking USE_DISTRIBUTED=0 support." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failures: vLLM model loading for PaddleOCR-VL versus PyTorch distributed build/support breakage." + "reason": "Unrelated failures: PaddleOCR-VL loading in vLLM vs distributed build support in transformers." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption and missing weight loading are both load failures, but they are different models and different root causes." + "reason": "Different models and symptoms: checkpoint corruption vs text encoder weights not being loaded." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are zero3-related IndexErrors, but they involve different models and different failure points; too broad to treat as the same bug." + "accept": true, + "reason": "Both describe the same ZeRO-3 loading path hitting an IndexError on empty/size-0 tensors during model initialization; different models, same underlying bug class." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "A missing config attribute in Gemma3/vLLM is unrelated to Qwen3 MoE device-map CUDA asserts." + "reason": "Different model families and failure modes: Gemma3 config attribute error vs Qwen3 auto-device-map cuda assert." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "These are unrelated documentation issues touching different APIs and versions." + "reason": "Both are documentation issues, but they cover unrelated docs and different behaviors." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is a runtime/storage-support issue, not the same as distributed build incompatibility." + "reason": "Storage-object dtype error vs distributed build flag regression are unrelated." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different domains and symptoms: AMD GPU support versus table-question-answering pipeline crashes." + "reason": "AMD GPU execution problem vs table-question-answering crash; no shared code path." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Incorrect detokenization is a code bug; outdated RAG examples are documentation drift." + "reason": "Liger Kernel cross-entropy dispatch issue is unrelated to Qwen3-vl video StopIteration." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and Qwen3.5 video StopIteration are unrelated." + "reason": "Incorrect detokenization bug vs outdated RAG documentation; not the same problem." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-map forward mismatch and video apply_chat_template token/feature mismatch are different bugs." + "reason": "Different Qwen/Gemma multimodal failures: device mismatch during forward vs video token/feature mismatch in chat template." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor loading failure for Voxtral and Gemma4 PLE device mismatch are distinct issues." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "A corrupted checkpoint is not the same as a ModelOpt/NVFP4 compatibility issue." + "reason": "Checkpoint corruption vs ModelOpt/NVFP4 compatibility are different root causes." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "NemotronH checkpoint loading failure is unrelated to RAG example docs drift." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage is a different code path from the USE_DISTRIBUTED=0 PyTorch support regression." + "reason": "Remote-code breakage in recent transformers versions is not the same as the USE_DISTRIBUTED=0 regression." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying bug: AutoTokenizer returns wrong token IDs in v5, with 45920 being the broader multi-model report and 45812 a narrower Granite-specific instance." + "reason": "Same silent AutoTokenizer token-ID regression; 45920 is the broader report covering multiple model families and 45812 is a narrower Granite instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both affect model loading, but one is a corrupted checkpoint report and the other is a specific NemotronH implementation/load failure." + "reason": "Both are load failures, but one is a corrupted checkpoint and the other is an implementation issue for NemotronH." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "NVFP4 runtime failure and RAG documentation problems are unrelated." + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to distributed support regression." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "bitsandbytes Int8Params keyword incompatibility is separate from torch distributed support changes." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to outdated RAG examples." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window concepts, but the models, stack traces, and failure modes differ." + "reason": "Both mention sliding window, but they are different models and different failure modes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors under training/loading, but the reported shapes and code paths are not the same bug." + "reason": "Mask-shape mismatch is not the same as the Zero-3 index-out-of-bounds error." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/runtime failure is unrelated to table-question-answering pipeline crashes." + "reason": "Whisper load/run failure and table QA crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model load failure and corrupted checkpoint report different underlying problems." + "reason": "GLM-4.7-Flash test-loading failure is unrelated to the Ovis2 checkpoint corruption report." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig field breakage are different compatibility failures." + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig field breakage are different issues." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43975", + "right": "issue:45901", "accept": false, - "reason": "Both are chat-related, but one is a model crash and the other is a streaming API failure; not the same bug." + "reason": "Detokenization regression and table QA crash do not share a concrete bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime/load issue and pydantic model-field breakage are unrelated." + "reason": "Whisper runtime failure vs PretrainedConfig/pydantic regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but the reported paths and symptoms differ too much to treat as one bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero3 init IndexError in BertModel and torch 2.4.1 compatibility are different issues." + "reason": "Zero-3 index-out-of-bounds loading bug is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Grouped_mm tracing in Mixtral and YOLO multi-GPU device-map auto failures are unrelated." + "reason": "Mixtral grouped_mm tracing failure is unrelated to YOLO multi-GPU device-map issues." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model execution and table-question-answering crashes do not describe the same defect." + "reason": "NVFP4 model execution error is unrelated to table-question-answering crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window config and Gemma4 device-map forward mismatch are different model-specific bugs." + "reason": "Gemma3 sliding_window_pattern missing and Gemma4 PLE device mismatch are different model-specific bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming API failure and MPS histogram Int support error are unrelated." + "reason": "Streaming chat/completions failure is unrelated to the MPS histogram_mps integer kernel issue." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin and a missing sliding_window_pattern attribute are unrelated failures." + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo grouped_mm tracing and MPS histogram support errors are different code paths." + "reason": "Different kernels and failure modes: grouped_mm tracing vs MPS histogram implementation missing for Int." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are separate bugs." + "reason": "Both involve MoE/dtype/tracing problems, but they are not the same concrete code path or fix." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-node compilation error are not the same underlying problem." + "reason": "Voxtral processor failure and template-node compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights in Mistral3 and a corrupted checkpoint are distinct issues." + "reason": "Mistral3 weight-tying bug is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map auto failures are unrelated." + "reason": "GraniteMoEHybrid invalid method and YOLO device-map failure are different model/runtime problems." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the mask-shape mismatch and zero-sized tensor index-out-of-bounds are different failure modes." + "reason": "These are both IndexErrors, but the mask-shape mismatch and Zero-3 empty-tensor index error are different bugs." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Fallback logic being blocked and remote-code config_class lookup failures are separate code paths." + "reason": "Flash-Attn fallback selection bug is unrelated to remote-code model_class.config_class errors." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a broken PretrainedConfig pydantic field are different regressions." + "reason": "Both involve config/model update regressions, but the StableLm pad_token_idx issue and the pydantic PretrainedConfig field issue are distinct." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility and Gemma4 device-mismatch problems are unrelated." + "reason": "Version incompatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (45812 \u2194 45920) is well supported by the titles as the same AutoTokenizer v5 token-ID regression, with 45920 as the broader umbrella report. The remaining pairwise rejections are conservative and do not overstate duplication." + "feedback": "Grounded in the packet and mostly conservative. The two accepted soft pairs are supported by very similar titles/symptoms: the ZeRO-3 size-0 IndexError reports and the AutoTokenizer wrong-token-ID regression reports. The remaining rejections stay cautious and do not overclaim duplicate status." }, "evaluator_used": true, "retried": false, @@ -919,7 +901,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:39186", "issue:40990", @@ -989,8 +971,8 @@ "issue:46640|issue:46661", "issue:43716|issue:44918", "issue:39186|issue:44918", - "issue:40990|issue:44960", "issue:43645|issue:45399", + "issue:40990|issue:44960", "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:42915|issue:45399", @@ -1002,20 +984,20 @@ "issue:45183|issue:46463", "issue:44918|issue:45507" ], - "prepared_review_unit_hash": "e61c4c583d9c3a94618f0f93b1d05aa35d2cbf7df85fbed4098235044cb82ec3", + "prepared_review_unit_hash": "b6d041a799c307bd502c5370d648e35fafd1dffae39ad218d180c701c581cf5e", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36242, + "serialized_chars": 36241, "estimated_input_tokens": 9061, "estimated_eval_tokens": 18378 }, @@ -1024,207 +1006,207 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues with only one strong duplicate candidate. The Qwen video-input reports look like the same underlying regression; the rest are superficially similar but describe different models, validation paths, or failure modes.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44479 is the broadest, most representative bug report: a v5.3.0 video-input regression spanning several Qwen/VL model variants, and it cleanly subsumes the strongest duplicate candidate.", + "summary": "Most pairs are not duplicates and only a few share a plausible concrete bug family. I kept the validation-bug and Qwen video-input matches, but rejected the remote-code/custom-module pair as too title-level to prove the same underlying defect.", + "confidence": 0.65, + "canonical_issue_reason": "issue:45183 is the best canonical issue because it describes a broad, concrete validation bug that can explain the narrower T5-specific report in issue:46463.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best global representative because it describes the widest concrete regression and is more umbrella-like than the narrower per-model report.", + "best_issue_reason": "issue:45183 is the strongest representative issue: it states the underlying input-validation defect directly and is the most reusable across models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: model load failure for PaddleOCR-VL vs GGUF gpt-oss architecture support." + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different bugs with different model paths." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are index/shape errors, but they involve different models and different tensor paths." + "reason": "Both mention shape-related errors, but one is a mask/tensor mismatch and the other is TRL embedding unpacking." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE failures: grouped_mm tracing error vs TP support not working." + "reason": "Grouped_mm tracing failure and tensor-parallel support failure are different MoE issues." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different model families and codepaths: autocast dtype mismatch vs streaming chat/completions failure." + "reason": "Both are dtype-related, but they affect different models and different execution paths." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "One is int4 quantization memory/OOM, the other is tied-weights behavior in translation models." + "reason": "Int4 OOM regression is unrelated to tied-weight handling in translation models." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: gpt-oss GGUF support vs Qwen3.5 streaming API failure." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different bugs: init_empty_weights argument handling vs pydantic PretrainedConfig field breakage." + "reason": "init_empty_weights argument handling and PretrainedConfig field validation are different breakages." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Different issues: Qwen3-MoE sliding_window behavior vs config/pydantic compatibility." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic config regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the affected models and failure contexts differ." + "reason": "Both are IndexErrors, but they arise from different initialization/training code paths." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Related multimodal area, but different modalities and symptoms: image dtype mismatch vs video feature/token mismatch." + "reason": "Image-preprocessor dtype mismatch and video token/feature mismatch are different bugs." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "One is remote_code breakage in recent transformers, the other is a specific torch/transformers incompatibility." + "reason": "Both are version-compatibility complaints, but they describe different failure modes and code paths." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is degraded embedding quality while the other is a loading/pipeline correctness issue." + "reason": "SigLIP2 embedding-quality regression vs nonsensical AutoModel/pipeline output is too vague to treat as the same bug." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Same Qwen3.5 video-input regression family; both describe the same feature/token mismatch on video inputs." + "accept": false, + "reason": "The titles are consistent with the same area, but the evidence here is not enough to prove the same concrete video-input bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Different subsystems: broken official Nemotron example vs YOLO multi-GPU device-map failure." + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen 3.5/3.6 config issues: text_config unwrapping vs rotary embedding materialization." + "reason": "Both involve Qwen3.5 multimodal models, but config unwrapping and uninitialized rotary memory are different bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different initialization/training flows and different failure modes." + "reason": "Deepspeed zero3/BertModel init failure is unrelated to resume-training with trust_remote_code." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue vs remote-code model_class/config_class AttributeError are unrelated." + "reason": "Flash-Attention availability/selection and remote-code model_class.config_class handling are different problems." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different bugs: multimodal dtype mismatch vs TRL embedding unpacking failure." + "reason": "Different subsystems: image-preprocessor dtype mismatch vs SFT trainer embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight shape error is unrelated to the Qwen3.5 embedding/TRL failure." + "reason": "FSDP weight-shape error and TRL embedding unpacking are unrelated." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:43645", + "right": "issue:45399", "accept": false, - "reason": "Completely different reports: perplexity regression vs a GLM5 issue." + "reason": "Custom-model initialization in Jupyter and flash-attn2 fallback gating are different issues." }, { - "left": "issue:43645", - "right": "issue:45399", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "Custom-model notebook breakage is unrelated to flash-attn fallback gating." + "reason": "Different model families and symptoms; no shared concrete bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both concern remote-code loading, but one is a cache-path collision and the other is wrong-module loading after save_pretrained; not clearly the same bug." + "reason": "Both are in the remote-code/custom-module area, but the packet only supports related symptoms, not a clearly shared underlying bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they concern different model classes and different failures." + "reason": "Tied lm_head weights in Mistral3 are unrelated to translation-model tied-weight issues in v5." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different features: FineGrainedFP8Config failure vs flash-attn2 fallback checks." + "reason": "Qwen3Moe FP8 failure and flash-attn fallback selection are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading memory behavior is unrelated to tied-weights translation-model issues." + "reason": "Quantization/offloading behavior does not match the tied-weights translation-model bug." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated: DSA indexer discussion vs docs typo." + "reason": "A DSA/indexer discussion and a docs typo are not duplicates." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model handling." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is unrelated to the removed transformers run-command docs issue." + "reason": "Cache-strategy typo vs removed run-command docs mention are different documentation fixes." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same as tied-weights behavior." + "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied weights." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation/error-message bugs, but they target different argument checks and model paths." + "accept": true, + "reason": "Same validation-bug family: wrong XOR/input validation logic, with 46463 being a T5-specific manifestation." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Completely different: Qwen3.5 embedding/TRL issue vs GraniteMoEHybrid invalid-method call." + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:44479 vs issue:46294, is a credible same-family Qwen video-input regression match. The remaining verdicts avoid overclaiming and appropriately treat near-matches as non-duplicates or unrelated." + "accept": false, + "feedback": "Most of the reasoning is grounded, but one accepted soft-edge verdict overstates the evidence: issue:45632 vs issue:45698 are both in the remote-code/custom-module area, yet the packet only gives titles that suggest related symptoms, not a clearly shared concrete bug. The other accepted pairs look more defensible, but this one is not conservative enough to approve the whole output." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1240,7 +1222,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:24643", "issue:28530", @@ -1302,8 +1284,8 @@ "issue:43828|issue:44928", "issue:45920|issue:46489", "issue:43054|issue:45701", - "issue:45987|issue:46858", "issue:38175|issue:43054", + "issue:45987|issue:46858", "issue:43950|issue:45902", "issue:44910|issue:45859", "issue:43054|issue:43493", @@ -1317,228 +1299,228 @@ "issue:43643|issue:45020", "issue:42947|issue:43856", "issue:41762|issue:42915", - "issue:41553|issue:43881", "issue:44991|issue:45399", + "issue:41553|issue:43881", "issue:43824|issue:43872", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "62f31c2393a710960e7faf6027742cad167084cd093d908a357d8dab2e7de989", + "prepared_review_unit_hash": "b6116fb006a005d87a0a388e84e0f9a0c94de0f5ba75fba92dd0503253859388", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36288, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues, with a handful of solid duplicate/regression pairs around non-persistent buffers, tokenizer regressions, cache seq_length typing, remote_code loading, and Gemma4 dtype-cast handling. The SigLIP2 items overlap in area, but the packet only supports them as related symptoms, not confirmed duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43950 is the cleanest canonical anchor for the non-persistent-buffer regression: it names the v5.x corruption directly and matches the close follow-ups in 44534 and 45902.", + "summary": "Mostly unrelated issue set, with a few clear duplicate clusters around non-persistent-buffer corruption, SigLIP2 implementation mismatch, StaticCache.get_seq_length return type, and Gemma4 quantized multimodal embedders.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43950 is the broadest, most explicit report of the non-persistent-buffer regression in transformers 5.x, and it cleanly subsumes the closely matching buffer-corruption reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest overall issue candidate because it captures a broad tokenizer regression affecting multiple model families, not just one narrow manifestation.", + "best_issue_reason": "issue:43950 is the strongest canonical issue candidate overall: clear root cause, broad impact, and multiple near-duplicate manifestations.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different failure modes; only broad LLM-related similarity." + "reason": "Different bugs: tokenizer detokenization regression vs a Qwen3-8B-NVFP4 loading/runtime failure." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and describe different symptoms." + "reason": "Both are tokenizer regressions, but they affect different models and different code paths/symptoms." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Doc/example errors vs a model-quality/output discrepancy; not the same underlying bug." + "reason": "Docs example/model-processor mismatch and quantization errors are not the same as a general SigLIP2 text-embedding quality regression." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Near-identical v5 non-persistent-buffer corruption regression; same underlying bug." + "reason": "Same underlying regression: transformers 5.x corrupting non-persistent buffers / leaving them junk-filled." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API keyword regression vs DeepSpeed ZeRO-3 loading failure; unrelated code paths." + "reason": "Unexpected trainer kwarg vs DeepSpeed ZeRO-3 loading IndexError are unrelated failures." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "Remote_code config-field loss and buffer corruption are separate regressions." + "reason": "Remote-code config field loss is a different bug from non-persistent-buffer corruption." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities with different symptoms and code paths." + "reason": "Distinct bitsandbytes/storage compatibility problems, not the same failure mode." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio dtype-cast bug; 46932 is a follow-up/duplicate." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 reads as the follow-up fix report." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different mechanisms: dtype mismatch vs 3D position_ids/attention behavior." + "reason": "Import error for a model class vs Qwen3.5 flash-attn/3D position_ids crash are unrelated." }, { "left": "issue:45920", "right": "issue:46489", - "accept": true, - "reason": "Both describe the same v5 tokenizer-output regression family; 46489 is a specific model manifestation." + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and outputs." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding drift and generic tokenization change are not the same concrete bug; overlap is too broad to confirm duplication." - }, - { - "left": "issue:45987", - "right": "issue:46858", - "accept": true, - "reason": "Same static-cache seq_length return-type bug, just reported from different call paths." + "reason": "SigLIP2 embedding quality regression is not the same as a broad tokenization-change report." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but zero probabilities and worse embeddings are not clearly the same defect." + "reason": "Zero-probabilities symptom and degraded text embeddings are different reports without a clear shared root cause." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both report the same StaticCache.get_seq_length contract/return-type regression causing downstream arithmetic failures." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same non-persistent-buffer/uninitialized-memory regression; 45902 is a specific manifestation." + "reason": "Both describe the same non-persistent-buffer materialization bug; 45902 is a specific manifestation of junk/uninitialized buffer state." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention packed-sequence crash and CPU-offload rotary embedding incompatibility are different issues." + "reason": "Flash-Attention illegal memory access from 3D position_ids is unrelated to CPU-offload incompatibility." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "HF-vs-JAX SigLIP2 discrepancy and worse embeddings are related area overlap, but not enough to show the same underlying bug." + "accept": true, + "reason": "Same SigLIP2 discrepancy theme: 43493 looks like the root-cause implementation mismatch behind the degraded embeddings in 43054." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient checkpointing and int4 reserved-memory OOM are different training/memory regressions." + "reason": "Gradient checkpointing/LoRA behavior and int4 quantization OOM are different issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Per-layer shared_kv_states rebuild and non-persistent buffer initialization are unrelated." + "reason": "Gemma4 FSDP2 shared_kv_state rebuild bug is unrelated to buffer materialization corruption." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error messaging and a missing model attribute/loading failure are distinct bugs." + "reason": "Bad AutoTokenizer error message and Molmo tied-weights AttributeError are distinct model-loading bugs." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; not the same underlying bug." + "reason": "Generic loading noise and a model-specific load failure are not the same underlying issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and flash_attn import failure are unrelated." + "reason": "Tokenizer detokenization regression is unrelated to a Python 3.13 flash_attn import error." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-shape error and early-stopping metric mismatch are unrelated training issues." + "reason": "DeepSpeed training weight-shape error and early-stopping metric lookup are unrelated trainer issues." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise and a specific model load failure are not the same underlying bug." + "reason": "Same broad area (loading) but different model-specific failures and no shared concrete bug." }, { "left": "issue:43643", "right": "issue:45020", - "accept": true, - "reason": "The specific missing-fields-on-trust_remote_code bug fits the broader remote_code breakage regression." + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is narrower and different from the broader remote_code breakage report." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing/LoRA and Qwen3 MoE memory inefficiency are different performance bugs." + "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory usage are separate training/perf problems." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8 failure are unrelated." + "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FP8 config failure are unrelated." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "Different model-loading failures with different root causes." + "reason": "Tokenizer loading regression and flash-attn fallback gating are different subsystems and bugs." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback blocking are unrelated." + "reason": "Voxtral AutoTokenizer error-message issue and glm-4v-9b loading failure are not the same bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a model class and bitsandbytes parameter incompatibility are different issues." + "reason": "Missing Qwen2_5_VL export and bitsandbytes _is_hf_initialized incompatibility are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different failure modes; no shared code-path evidence." + "reason": "Qwen3VL weight_only error and GLM5 are different model-specific failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but a few soft-edge accepts are too strong for the evidence in the packet. In particular, the SigLIP2-related pairs (43054\u219443493 and 43054\u219445701) are not clearly supported as the same underlying bug from the titles alone; they look more like related symptoms/area overlap than confirmed duplicates. The summary also overstates that these are \u201cclear\u201d duplicate/regression pairs. The non-persistent-buffer, cache seq_length, remote_code, and Gemma4 dtype-cast pairs are conservative enough, but the SigLIP2 links should be downgraded or left unaccepted." + "accept": true, + "feedback": "The summary is grounded in the packet and the accepted soft-edge links are conservative enough. The strongest cluster around non-persistent-buffer corruption is well supported by the issue titles (43950/44534/43644/45902), and the StaticCache, SigLIP2, and Gemma4 pairings are also plausible from the packet alone. No PR-pair mergeability issue applies here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1554,7 +1536,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:24643", "issue:30064", @@ -1611,8 +1593,8 @@ "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", - "issue:43881|issue:43883", "issue:42491|issue:44368", + "issue:43881|issue:43883", "issue:45020|issue:45356", "issue:45715|issue:46315", "issue:43872|issue:46869", @@ -1620,8 +1602,8 @@ "issue:45759|issue:46661", "issue:45488|issue:46489", "issue:43872|issue:44291", - "issue:46894|issue:46897", "issue:43404|issue:43950", + "issue:46894|issue:46897", "issue:45020|issue:46661", "issue:43792|issue:44220", "issue:43257|issue:45305", @@ -1631,24 +1613,24 @@ "issue:43854|issue:44863", "issue:41553|issue:44991", "issue:44928|issue:45588", - "issue:41093|issue:44805", "issue:44479|issue:44560", + "issue:41093|issue:44805", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "0bbab96b300884ac321633a22a6cd7de7c4601ea7cff24d9e00758eb0d30561b", + "prepared_review_unit_hash": "71e34af024d5b25c62b42afb2bb60950eec2831bbb4b4e3a2f75f44a82eb0b25", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36754, + "serialized_chars": 36755, "estimated_input_tokens": 9189, "estimated_eval_tokens": 18634 }, @@ -1657,186 +1639,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous regression reports; only a few soft pairs look like true duplicates, mainly exact or near-exact tokenizer/video/mask regressions. Most other pairs share broad subsystems but not the same concrete bug.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 45020 is the broadest and most central regression report in the set: it clearly describes a recent-version breakage affecting remote_code models, which is a common anchor for nearby loading/tokenizer failures. The rest of the cluster is too heterogeneous to treat as one tight duplicate group.", + "summary": "Mostly a heterogeneous issue cluster with a few true duplicates: docs cleanup around removed pipelines, tokenizer regressions, DeepSpeed/Qwen weight-loading failures, and exact mask-shape error clones. Most other soft edges are only broad thematic matches and should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:41093 is the strongest anchor because it has an exact duplicate in issue:44805 with the same mask/tensor shape-mismatch symptom and a precise, reproducible failure signature.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best representative issue because it is well-scoped, broadly worded, and captures a high-level model-loading regression pattern that appears repeatedly across the cluster. Even so, this is only a loose umbrella, not a perfect duplicate match.", + "best_issue_reason": "issue:41093 is the clearest representative of the cluster\u2019s duplicate-worthy subset: it is specific, actionable, and paired with an exact same-bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: one is an MPS int histogram error in MoE code, the other is a device-mismatch forward bug in Gemma4 PLE." + "reason": "Different bugs: MPS histogram/int handling in MoE vs Gemma4 PLE device mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both touch attention/tokenizer plumbing, but the concrete bugs differ: Mistral regex patch crash vs flash-attn fallback gating." + "reason": "Unrelated tokenizer-regex crash vs flash-attn fallback gating failure." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Too broad to merge: remote_code model breakage vs a specific Gemma4 device-map forward mismatch." + "reason": "Broad remote_code loading regression vs a specific Gemma4 forward device mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping constraint issue vs remote_code loading regression; related area but not the same bug." + "reason": "Tokenizer-mapping lookup bug and remote_code breakage are different code paths." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different root causes and model families: autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device placement." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Both are model-loading failures, but they affect different architectures and appear to stem from different missing attributes/checkpoints." + "reason": "Both involve Qwen/LoRA, but checkpoint incompatibility and a tie_word_embeddings warning are not the same bug." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Both mention Qwen/LoRA, but one is a version-compatibility failure and the other is a warning about tie_word_embeddings configuration." + "reason": "Different model-load failures for different architectures; no shared concrete bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code breakage is unrelated to the Kimi-K2.5 tokenizer regression and codec/fix_mistral_regex warning." + "reason": "Remote_code breakage and Kimi tokenizer regression are separate failures." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Same tokenizer area, but opposite directions and different code paths: convert_ids_to_tokens vs convert_tokens_to_ids performance regressions." + "reason": "Both are tokenizer performance regressions, but they hit different conversion APIs and look like distinct fixes." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes init kwarg incompatibility vs YOLO multi-GPU device-map failure; not the same bug." + "reason": "bitsandbytes/_is_hf_initialized incompatibility is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same underlying documentation cleanup: both say docs still reference removed v5 pipeline tasks." + "reason": "Same docs cleanup after v5 removed summarization/translation pipeline tasks." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping issue vs remote-code model_class/config_class error; different model-construction failures." + "reason": "Composite-config unwrapping and remote-code config_class errors are different AutoModel bugs." }, { "left": "issue:45488", "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions in DeepSeek-related models, but the concrete causes differ and the affected code paths are not the same." + "accept": true, + "reason": "Same DeepSeek tokenizer regression in v5; both report incorrect tokenizer handling on DeepSeek families." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Strong match on the same unexpected `_is_hf_initialized` kwarg being propagated into incompatible initialization paths." - }, - { - "left": "issue:46894", - "right": "issue:46897", - "accept": true, - "reason": "These are explicitly the same training-loss double-shift pattern applied to two different models, so they look like the same underlying bug." + "reason": "Same unexpected `_is_hf_initialized` kwarg regression during model loading/init_empty_weights." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights in Mistral3 is unrelated to silent corruption of non-persistent buffers during from_pretrained()." + "reason": "lm_head tying bug and silent non-persistent buffer corruption are unrelated regressions." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug reported on two model families." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both concern remote-code loading, but one is a broad regression while the other is a specific missing config_class attribute on from_pretrained()." + "reason": "The latter is a specific remote-code AttributeError, but not clearly the same concrete bug as the broader regression report." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Possible audio-preprocessing overlap, but the generic Whisper failure is not clearly the same concrete fbank-function bug." + "reason": "Whisper-large-v2 run failure and `_torch_extract_fbank_features()` look related at a high level, but the evidence is too thin to merge." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight loading under ZeRO-3 and the other is gradient averaging with GAS/model_accepts_loss_kwargs." + "reason": "Qwen3 MoE weight conversion under ZeRO-3 and GAS loss averaging are separate DeepSpeed issues." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Checkpointing-related, but one is a PEFT LoRA effectiveness issue and the other is a missing supports_gradient_checkpointing flag." + "reason": "LoRA gradient-checkpointing ineffectiveness is not the same as a missing supports_gradient_checkpointing flag." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different errors: custom trainer signature mismatch vs tensor-mask shape mismatch." + "reason": "Unexpected compute_loss kwarg and mask-shape IndexError are unrelated trainer/runtime failures." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 weight-loading reports in Qwen models, but they target different model variants and failure modes." + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 weight-loading failure across closely related Qwen3-family variants." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Distinct model families and distinct loading failures; not the same underlying defect." + "reason": "Different model checkpoint-loading failures with no concrete shared root cause." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer issues: bad error messaging for Voxtral vs a loading regression for EMBEDDIA/est-roberta." + "reason": "Bad tokenizer error messaging for Voxtral is not the same as a tokenizer-load failure on est-roberta." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient explosion/SDPA fallback issue is unrelated to the flash_attention s_aux=None crash." + "reason": "RLHF NaN from SDPA/BF16 behavior and a flash_attention s_aux=None crash are separate issues." }, { - "left": "issue:41093", - "right": "issue:44805", + "left": "issue:44479", + "right": "issue:44560", "accept": true, - "reason": "Same concrete IndexError class and same mask/tensor shape mismatch symptom; likely the same underlying bug report." + "reason": "Same Qwen3 VL video-input regression in v5.3.0, with 44560 as a model-specific symptom." }, { - "left": "issue:44479", - "right": "issue:44560", + "left": "issue:41093", + "right": "issue:44805", "accept": true, - "reason": "Both report the same v5.3.0 video-input regression in the Qwen3/Qwen2.5 VL family and are plausibly the same video-processing bug." + "reason": "Exact same mask/tensor shape mismatch error; clear duplicate." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed weight-shape error vs void segmentation-map preprocessing failure; unrelated." + "reason": "DeepSpeed training weight-dim error and void-segmentation image-processor failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and the accepted soft pairs are conservative, with titles that plausibly point to the same concrete bug or cleanup. The overall clustering characterization as heterogeneous is also supported by the issue titles. No obvious overstatement stands out." + "feedback": "Grounded overall: the summary correctly characterizes the cluster as mostly heterogeneous and only claims a small number of duplicate-worthy pairs, which are supported by the packet (e.g. 41093/44805 exact mask-shape clone, 43827/44509 docs cleanup, 43872/44291 `_is_hf_initialized`, 44479/44560 video regression, 43940/45313 DeepSpeed Qwen load failure). The soft-edge rejections are appropriately conservative, and the accepted pairs are reasonably backed by the issue titles rather than stretched beyond the evidence." }, "evaluator_used": true, "retried": false, @@ -1855,7 +1837,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:36010", "issue:38175", @@ -1911,8 +1893,8 @@ "issue:44863|issue:46402", "issue:43366|issue:43828", "issue:41553|issue:44488", - "issue:45325|issue:45902", "issue:43366|issue:43531", + "issue:45325|issue:45902", "issue:43596|issue:46515", "issue:44155|issue:45584", "issue:45663|issue:45823", @@ -1924,8 +1906,8 @@ "issue:43716|issue:44560", "issue:44910|issue:46858", "issue:43645|issue:43646", - "issue:42617|issue:43366", "issue:44560|issue:45685", + "issue:42617|issue:43366", "issue:43550|issue:44910", "issue:36010|issue:42915", "issue:44560|issue:44918", @@ -1942,20 +1924,20 @@ "issue:43596|issue:44661", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "180ae3ba8758ccdd4f711a3f42aff9e89df2bc9216b9b512bce3b32bf215a81b", + "prepared_review_unit_hash": "6f6e03aaad845b51ec5d12dc0e7819676a400a27687501301ebe4d3d99c03303", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38060, + "serialized_chars": 38059, "estimated_input_tokens": 9515, "estimated_eval_tokens": 19286 }, @@ -1964,222 +1946,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5/model-specific regressions. The clearest duplicate-looking items are the custom model initialization issues, the siglip2 broken-output reports, and the Gemma4 4-bit quantization dtype-cast reports; the rest are too model- or backend-specific to merge.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43646 is the broadest, most central statement of the likely umbrella regression: Transformers 5.0.0 breaks custom model initialization. It best covers the closely related notebook-specific variant and is a better cluster anchor than the more narrow follow-up reports.", + "summary": "This set is mostly a loose collection of unrelated Transformers issues. Only two soft pairs look like true duplicates: the custom model initialization regression and the SigLIP2 bad-output regression. Everything else is either a different model family, a different failure mode, or just the same broad subsystem.", + "confidence": 0.88, + "canonical_issue_reason": "43646 is the broadest, most central report of the clearest duplicate theme here: Transformers 5.0.0 breaking custom model initialization. 43645 reads like the same bug with a narrower Jupyter-notebook reproduction.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best representative issue because it describes the shared high-level failure mode that the closest duplicate candidate (43645) appears to instantiate, while remaining broad enough to anchor the cluster.", + "best_issue_reason": "43646 is the best representative issue because it states the underlying regression in the most general form and is easier to anchor duplicate triage on than the notebook-specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different model families and different failure modes; both are loading-related, but not the same concrete bug." + "reason": "Different bugs: Qwen3.5 PagedAttentionCache group-type failure vs NemotronH checkpoint loading failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading complaints, but one is NemotronH checkpoints and the other is Sam3 text encoder weights; no shared code-path evidence." + "reason": "Both are loading-related, but one is a NemotronH architecture/load mismatch and the other is a Sam3Model text-encoder weight-loading regression." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated models and symptoms: GGUF gpt-oss support versus Phi-tiny-MoE dtype mismatch." + "reason": "Unrelated model bugs: GGUF gpt-oss support vs Phi-tiny-MoE dtype mismatch under autocast." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both involve tokenizer/model loading, but the titles point to different models and likely different fixes; too broad to merge." + "reason": "Both concern tokenizer loading, but they target different models and likely different code paths." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "Different architectures and bugs: Qwen2.5-VL rope scaling versus Qwen3_5 MoE rotary embedding materialization." + "reason": "Different Qwen/GGUF feature requests or bugs; not the same underlying change or failure." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Same general Qwen3 MoE area, but gpt-oss GGUF support and sliding_window behavior are distinct issues." + "reason": "Both are rotary-embedding related, but one is a Qwen2.5-VL rope scaling bug and the other is a meta->to_empty materialization memory bug in Qwen3_5Moe." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different problem classes: a ZeRO3 BertModel index error versus a torch version incompatibility." + "reason": "Completely different issues: DeepSpeed ZeRO3/Bert index error vs a torch-version incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are audio-related, but batched track leakage and empty-transcription handling are not the same bug." + "reason": "Both are audio-related, but one is a track-leak batching bug and the other is an empty-transcription generation failure." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but training/FSDP2 shared_kv_states and device_map forward mismatch are different code paths." + "reason": "Same model family, but different bugs: FSDP2 shared_kv_states rebuild vs device_map='auto' device mismatch." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared concrete bug; gpt-oss support and Float8 storage lookup are unrelated." + "reason": "No shared concrete bug: gpt-oss support vs missing Float8 storage handling." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different issues: ZeRO3 BERT initialization index error versus a torch 2.4.1 incompatibility." + "reason": "Different failures: ZeRO3/Bert initialization index error vs torch compatibility issue." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "A silent from_pretrained buffer regression is unrelated to a Kosmos2.5 OCR long-input index error." + "reason": "Different subsystems and symptoms: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Both involve loading/initialization, but Qwen3Moe FP8 failure and meta-device loading breakage are distinct bugs." + "reason": "Both are Transformers 5 regressions, but one is Qwen3Moe FP8 failure and the other is meta-device loading breakage." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "One is a missing export for Qwen2.5-VL, the other is meta-device loading breakage; not the same issue." + "reason": "Import/export failure for a VL class is not the same bug as meta-device model loading breaking some models." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal models and different failure mechanisms; no shared underlying bug." + "reason": "Different models and code paths: Mistral-3 dtype mismatch vs Qwen3-vl-embedding video StopIteration." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both touch attention/cache internals, but Qwen3.5 position_id misinterpretation and static-cache seq-length device tensors are separate bugs." + "reason": "Both involve attention/cache behavior, but one is a Qwen3.5 flash-attention position_id bug and the other is static-cache seq-length arithmetic on non-CUDA backends." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These look like the same underlying custom-model initialization regression, with 43645 being the notebook-specific manifestation of 43646." + "reason": "Same underlying regression: Transformers 5 breaks custom model initialization; 43645 is the notebook-specific reproduction." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Notably different: a 3d_parallel.py runtime issue versus gpt-oss GGUF architecture support." + "reason": "Unrelated: Qwen3-vl video input StopIteration vs an MPS histogram/int-type issue in moe." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "Different backend/model issues: Qwen3-vl video StopIteration versus MPS histogram support for Int tensors." + "reason": "Different reports with no shared concrete code-path bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both involve attention, but Bamba SDPA/torch.compile and Qwen3.5 flash-attention position_id handling are distinct code paths." + "reason": "Both are attention/compile failures, but they affect different models and failure mechanisms." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Different problems: GenerationMixin import error vs Qwen3Moe FP8 model failure." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3-vl, but video StopIteration and input-embedding unpacking are different failures." + "reason": "Different Qwen issues: video StopIteration vs trl SFT embedding unpacking." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different version-specific torch issues: compiled flex_attention on torch>=2.9 versus torch 2.4.1 incompatibility." + "reason": "Torch version issues, but not the same one: compiled flex_attention on torch >=2.9 vs generic torch 2.4.1 incompatibility." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but Granite token IDs and DeepSeek-Coder tokenizer output are different model-specific bugs." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device_map mismatch and generic torch incompatibility are unrelated." + "reason": "Gemma4 device placement bug is distinct from the torch 2.4.1 incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping-name validation and Gemma4 device mismatch do not describe the same issue." + "reason": "Different issues: tokenizer mapping-name validation vs Gemma4 PLE device mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both report broken Siglip2-base-patch16-224 behavior producing wrong/zero outputs, likely the same underlying model bug across APIs." + "reason": "Same SigLIP2 model regression: both describe incorrect/meaningless outputs for google/siglip2-base-patch16-224." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and likely different models; both are runtime errors, but not the same concrete failure." + "reason": "Different failures: video StopIteration vs a generic mask/tensor shape mismatch." }, { "left": "issue:45672", "right": "issue:46899", - "accept": true, - "reason": "Both point to Gemma4 4-bit quantization/dtype-cast problems in multimodal/audio-vision embedders, plausibly the same code-path bug." + "accept": false, + "reason": "Both involve Gemma4 multimodal 4-bit behavior, but one is uint8 torch.finfo failure in audio modules and the other is a broader unsafe dtype cast issue." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR long-input index error are unrelated." + "reason": "Different bugs: _is_hf_initialized breakage vs Kosmos2.5 long-input indexing." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation related, but they concern different model families and different validation failures." + "reason": "Different config-validation problems for different model families." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO3 BertModel index error and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "DeepSpeed/Bert ZeRO3 index error is unrelated to TOKENIZER_MAPPING_NAMES add-new-model-like validation." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bug classes: deepspeed zero3/BertModel indexing versus tokenizer mapping validation." + "reason": "No shared underlying bug: ZeRO3/Bert loading failure vs tokenizer mapping validation." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA compatibility on hf5.x and BitNet packed-weight loading are unrelated issues." + "reason": "Different issues entirely: Qwen3_moe LoRA compatibility across branches vs BitNet packed-weight unpacking during accelerate loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative: it identifies a broad mix of unrelated model/backend regressions while only treating the most title-aligned pairs as duplicates. The accepted soft-edge pairs are well-supported by shared model names and closely matching failure modes, and the rejection reasons do not overclaim beyond what the titles indicate." + "feedback": "The summary stays grounded in the packet and the verdicts are conservative. The accepted pair 43645/43646 is well supported by the titles and descriptions, and the other pairs are rejected with appropriately cautious, model- and failure-mode-based reasoning. No PR-pair mergeability issues apply here." }, "evaluator_used": true, "retried": false, @@ -2198,7 +2180,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:38175", "issue:39692", @@ -2263,32 +2245,32 @@ "issue:46459|issue:46512", "issue:45313|issue:45357", "issue:45507|issue:46468", - "issue:39692|issue:43994", "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:42491|issue:45292", "issue:43856|issue:44387", "issue:43708|issue:44075", "issue:42491|issue:45335", "issue:44960|issue:46050", - "issue:46897|issue:46901", "issue:44164|issue:44291", - "issue:45276|issue:45335", + "issue:46897|issue:46901", "issue:45488|issue:45812", + "issue:45276|issue:45335", "issue:45362|issue:45406", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "851e7219194b4e1961d9fb74b2e19240e82b4854c4387ee33d6b7f08bcd7d95d", + "prepared_review_unit_hash": "3d803237048f2871cbf95780850aece2d1ca488e8487a529323c71d33d73b880", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, @@ -2303,198 +2285,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; only a few soft pairs look like true duplicates or the same concrete bug pattern. The strongest matches are the resize_token_embeddings regression, the non-persistent buffer junk regression, and the training-loss double-shift bug.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45276 is the clearest representative bug report in the set: it describes a concrete API regression around resize_token_embeddings not propagating to output embeddings, and it has a near-identical sibling in issue:45335.", + "summary": "The only clear duplicate here is the Transformers v5 non-persistent-buffer regression pair; the rest are mostly same-subsystem or same-model-family reports but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the cleanest canonical issue: it is a broad, generic statement of the regression and has an exact duplicate in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best standalone issue to anchor the cluster because it is specific, reproducible, and closely matched by issue:45335 with the same underlying failure mode.", + "best_issue_reason": "issue:43644 best represents the confirmed duplicate pair because it describes the core bug directly and broadly, without model-specific noise.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention offload/memory, but one is a dequantized-model loading failure and the other is an OOM workaround on Strix Halo; different code paths." + "reason": "Different problems: quantization/offload loading failure vs Strix Halo mmap OOM mitigation." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated failures: tokenizer-mapping addition vs an IndexError from mask/tensor shape mismatch." + "reason": "Unrelated bugs: tokenizer-mapping failure vs a tensor mask shape mismatch." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities at inference while the other is a docs-example/processor-quantization problem; not the same bug." + "reason": "Same model family, but one is a SigLIP2 probability/output issue while the other is a doc-example/model-processor mismatch plus quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are effectively the same regression: Transformers v5 filling non-persistent buffers with junk." + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-related, but one is an auto device-map CUDA assert and the other is a FineGrainedFP8Config failure; different bugs." + "reason": "Both involve Qwen3/Qwen3MoE, but the failure modes and code paths are different (device-mapping assert vs FineGrainedFP8Config)." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 config failure and mmap/OOM on Strix Halo are unrelated." + "reason": "Completely different root causes: FP8/Qwen3MoE failure vs mmap/OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different subsystems: Qwen3 MoE LoRA load incompatibility vs resize_token_embeddings not updating embeddings." + "reason": "Both are loading/embedding issues, but one is Qwen3 MoE LoRA compatibility across versions and the other is Gemma4 resize_token_embeddings propagation." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different failures; no concrete shared code path." + "reason": "Different models and failures; only a broad flash-attention theme is shared." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures for different models, but the titles do not show the same concrete root cause." + "reason": "Both are tokenizer-loading regressions for different repos, but the titles do not establish the same concrete bug or shared code path." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading vs missing TP-plan entries for Qwen3.5 linear_attn are unrelated." + "reason": "Different issues: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel planning missing entries." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype handling, but one is ignored dtype on checkpoint load and the other is stale config.dtype after from_config; not the same bug." + "reason": "Related dtype theme, but one is loading composite checkpoints and the other is from_config() leaving config.dtype stale." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Load-time ZeRO-3 weight placement and save_pretrained visual-encoder key mapping are different issues." + "reason": "Separate regressions: DeepSpeed ZeRO-3 load failure vs incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are unrelated." + "reason": "Different models and different kinds of breakage; no evidence of a shared underlying bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs-example with multiple errors and the other is nonsensical outputs; too much ambiguity to treat as the same bug." + "reason": "Same version bump, but one is buffer initialization and the other is custom-model initialization in Jupyter; not the same bug." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Same release, but one is a buffer corruption bug and the other is a Jupyter custom-model initialization regression." + "reason": "Same SigLIP2 model family, but one is a documentation example failure and the other is bad runtime outputs; not clearly the same underlying defect." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and different loading paths; not the same underlying defect." + "reason": "Different loading paths and models: Qwen3 MoE accelerate+deepspeed weight conversion vs GLM-4.7-Flash unit-test loading." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading regressions, but they affect different models and the titles do not indicate the same tokenizer bug." + "reason": "Both are tokenizer-loading failures, but they affect different models and do not clearly share the same root cause." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory, but one is training inefficiency in Qwen3 MoE and the other is quantization offloading behavior." + "reason": "Both mention memory/offloading, but one is Qwen3 MoE training memory inefficiency and the other is quantization offloading behavior." }, { - "left": "issue:42491", - "right": "issue:45292", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Unrelated issues: Qwen3 MoE LoRA incompatibility vs resize_token_embeddings not updating output_embeddings." + "reason": "Different model-loading bugs with different symptoms: GLM-4.7-Flash test failure vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Different model-loading failures with different symptoms and targets." + "reason": "Both are embedding-related, but the issues are about different model families and different affected submodules." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training memory usage and the other is int4 CUDA reserved-memory/OOM regression." + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM regression." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math and SGD optimizer args are unrelated." + "reason": "Unrelated training-loop max_steps math bug vs optimizer argument handling." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different bugs: LoRA checkpoint compatibility vs resize_token_embeddings propagation." + "reason": "Similar API symptom, but the titles point to different model-specific embedding update paths and not one concrete duplicate bug." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 tracking vs quantized save/load breakage are not the same issue." - }, - { - "left": "issue:46897", - "right": "issue:46901", - "accept": true, - "reason": "Same concrete bug pattern: training loss is computed against shifted labels instead of the original labels." + "reason": "Different models and failure modes: GLM5 issue vs quantized model save/load corruption." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both concern save/load internals, but extra_state handling and unexpected _is_hf_initialized argument are distinct failures." + "reason": "Different serialization/load bugs: extra_state handling vs unexpected _is_hf_initialized argument with init_empty_weights." }, { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Same underlying resize_token_embeddings regression: the embedding resize does not propagate to the model's output/decoder embeddings." + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are double-shift training-loss bugs, but for different model implementations; the titles do not show one shared code-path fix." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and models; not the same bug." + "reason": "Both are silent tokenizer regressions, but they affect different tokenizer families and appear to be separate bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar API symptom, but the affected models/submodules differ enough that this looks like separate model-specific fixes rather than one duplicate." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + "reason": "Different crashes in different components: Qwen3.5 chat path vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but one is an illegal-memory-access bug on Qwen3.5 and the other is an AttributeError on sink-less models; different defects." + "reason": "Both involve flash_attention, but one is a 3D position_ids packing bug and the other is an s_aux=None AttributeError; not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted soft pairs are supported by the titles alone, and the rejected pairs do not overclaim duplication from the available evidence. The canonical issue choice and summary are reasonable, with the resize_token_embeddings pair and the two clearly matched regression patterns standing out as the strongest links." + "feedback": "The canonical/duplicate choice is grounded in the packet: issue:43644 and issue:44534 both describe the same non-persistent-buffer regression, and the remaining pair verdicts stay conservative by requiring more than shared subsystem/model family evidence." }, "evaluator_used": true, "retried": false, @@ -2513,7 +2495,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:36010", "issue:39404", @@ -2566,20 +2548,20 @@ "soft_pairs": [ "issue:44402|issue:44488", "issue:39692|issue:44960", - "issue:41720|issue:44155", "issue:43425|issue:43957", + "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:43404|issue:43454", - "issue:42947|issue:45704", "issue:44291|issue:44756", + "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:44387|issue:44756", "issue:44155|issue:45823", + "issue:44387|issue:44756", "issue:43957|issue:44756", "issue:43335|issue:45663", "issue:44863|issue:46468", @@ -2593,23 +2575,23 @@ "issue:43854|issue:45216", "issue:45292|issue:45335", "issue:43645|issue:44164", - "issue:44402|issue:44451", - "issue:42175|issue:43957" + "issue:42175|issue:43957", + "issue:44402|issue:44451" ], - "prepared_review_unit_hash": "0ab2d6f772507ffb1b0291ad0fb1902941d35b52c18444a85e57fa09ba27a8a4", + "prepared_review_unit_hash": "0953ad7182bf993457101b7953890c06f41b4efdd3b56d158a44657e659b2264", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36443, + "serialized_chars": 36441, "estimated_input_tokens": 9111, "estimated_eval_tokens": 18478 }, @@ -2618,204 +2600,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue reports. The only clear duplicate family is the resize_token_embeddings/output_embeddings regression across Gemma4/T5Gemma variants; the rest look like separate model- or feature-specific bugs.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45292 is the best anchor because it describes the broad, model-agnostic symptom (resize_token_embeddings not updating output_embeddings), while the other accepted items are model-specific variants of the same regression.", + "summary": "Mostly unrelated issues. The only clear duplicate family is the resize_token_embeddings/output_embeddings regression across Gemma4, generic, and T5Gemma variants.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45292 is the cleanest representative of the resize_token_embeddings regression because its title is the most general and matches the shared symptom across the related model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the most general and central report in the duplicate family, so it is the best representative issue for deduplication.", + "best_issue_reason": "issue:45292 is the best standalone issue to keep: it is concrete, broadly scoped, and can absorb the closely related model-specific variants in the same duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model load failures, but the titles point to different BERT checkpoints and different concrete symptoms; not enough to call the same underlying bug." + "reason": "Both are model-loading failures involving vocab/special-token mismatches, but the titles do not indicate the same concrete bug or code path." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc example errors and GLM5 loading are unrelated models and failure modes." + "reason": "Different models and different failures: SigLIP2 doc example errors vs a GLM5 issue." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping is a different code path from AudioFlamingo3 batched inference leakage." + "reason": "One is a Torch compatibility complaint; the other is a meta-device model-loading bug. Different problems." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Torch-version compatibility and meta-device loading are distinct issues, even though both affect model loading." + "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 batched inference token leakage are unrelated bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen multimodal text_config unwrapping are different bugs." + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are different code paths." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they target different model classes and likely different implementation paths." + "reason": "Both mention lm_head tying, but they target different models and likely different initialization paths; not enough to treat as the same bug." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to the apex RMSNorm memory leak." + "reason": "Unexpected _is_hf_initialized argument when using init_empty_weights is unrelated to disabling mmap on Strix Halo." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Unexpected init_empty_weights argument and Strix Halo mmap OOM are unrelated failure causes." + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated issues." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization and memory, but one is an offloading regression and the other is increased reserved memory/OOM; not the same bug." + "reason": "Both involve quantization/offloading memory behavior, but one is about offloading not working and the other about increased reserved memory leading to OOM; not the same bug." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment and VideoPrism output field wiring are different issues." + "reason": "ModelOutput key assignment semantics and VideoPrism output field mapping are different issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 and Qwen3_5Moe CPU offload are separate architecture/code-path problems." + "reason": "Gemma4 training/FSDP2 and Qwen3_5Moe rotary embedding CPU offload are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization failures on different models/quant formats; same general area, not the same concrete bug." + "reason": "Both are quantization-related model-loading issues, but they concern different quantization formats and failure modes." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." + "reason": "Importing GenerationMixin and Whisper return_language behavior are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior and the other is an eval-mode restriction." + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other about eval-mode restrictions." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "OOM under int4 quantization and disabling mmap on Strix Halo are different root causes." + "reason": "AudioFlamingo3 batch leakage and Gemma4 device mismatch are different bugs." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 device mismatch do not share the same bug path." + "reason": "Quantization OOM and mmap disablement on Strix Halo are different issues." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap/OOM are not the same underlying defect." + "reason": "Meta-device loading failures and mmap/OOM behavior are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 key handling are unrelated." + "reason": "SwitchTransformers sparse-layer configuration and Gemma4 FSDP2 attention state rebuilding are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Nemotron checkpoint loading and the official Nemotron example being broken are related only by model family, not the same concrete issue." + "reason": "NemotronH checkpoint loading and a broken official Nemotron example are not clearly the same underlying bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings/output_embeddings regression; 45276 is a model-specific report of the same missing propagation." + "reason": "Same underlying resize_token_embeddings propagation bug; 45276 is just the Gemma4-specific manifestation of the more general output_embeddings issue." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression in Qwen variants and strict granite_speech config loading are unrelated." + "reason": "A video-input regression in Qwen models and a strict-config loading failure for granite_speech are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing and Qwen3.5 RLHF NaN/SDPA fallback are different problems." + "reason": "Eval-mode gradient checkpointing and RLHF NaN explosions from 3D position_ids are different problems." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap/OOM are unrelated." + "reason": "save/from_pretrained extra_state handling and mmap/OOM behavior are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but BPE marker handling and continue_final_message behavior are different symptoms and likely different code paths." + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 KeyError are unrelated." + "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation from save_pretrained is not the same as loading the wrong custom module after save_pretrained." + "reason": "Read-only permissions propagation in save_pretrained is unrelated to loading the wrong custom module after save_pretrained." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7 test loading and Qwen3.5 save_pretrained regression are different issues." + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are different bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings regression; 45335 is another model-specific manifestation of the same embedding/output update failure." + "reason": "Both report the same resize_token_embeddings bug failing to update downstream embedding/output weights across model variants." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization breakage and extra_state save/load failure are distinct serialization issues." + "reason": "Custom-model notebook initialization and extra_state save/load handling are unrelated." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:42175", + "right": "issue:43957", "accept": false, - "reason": "Both are model loading failures, but the titles do not establish the same concrete root cause." + "reason": "Missing TensorFlow backend in pip extras and meta-device model loading failures are unrelated." }, { - "left": "issue:42175", - "right": "issue:43957", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Missing TensorFlow backend in a torch install and meta-device loading regressions are unrelated." + "reason": "Both are loading issues around specific BERT-style models, but the titles do not show the same concrete failure or shared code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the duplicate family around `resize_token_embeddings` is the only clearly supported cluster, and the canonical issue choice is conservative. The soft-edge verdicts stay cautious and do not overclaim equivalence beyond the evidence in the packet." + "feedback": "The summary is grounded in the packet and stays conservative: it only elevates the resize_token_embeddings/output_embeddings trio (45292, 45276, 45335) as a clear duplicate family, which is well supported by the titles. The other pairwise rejections are cautious and consistent with the visible evidence." }, "evaluator_used": true, "retried": false, @@ -2834,7 +2816,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:36032", "issue:39404", @@ -2886,8 +2868,8 @@ ], "soft_pairs": [ "issue:43646|issue:43708", - "issue:46894|issue:46901", "issue:44589|issue:44756", + "issue:46894|issue:46901", "issue:43425|issue:43828", "issue:46315|issue:46491", "issue:45812|issue:46315", @@ -2907,8 +2889,8 @@ "issue:44265|issue:44898", "issue:46050|issue:46326", "issue:36032|issue:43452", - "issue:39404|issue:44912", "issue:44164|issue:45759", + "issue:39404|issue:44912", "issue:43906|issue:46326", "issue:44671|issue:44991", "issue:44991|issue:45081", @@ -2918,14 +2900,14 @@ "issue:43299|issue:43931", "issue:44164|issue:46821" ], - "prepared_review_unit_hash": "8095c75fc36a8a5ddf2a3764a68603bdc1b6cd63bf77ec7122eb81190d3a9cb4", + "prepared_review_unit_hash": "37d85894051b0e696b8ab4620301b3a8b80178b5cf86e99853b5575933bd29ec", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, @@ -2940,214 +2922,211 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by theme (v5 regressions, tokenizers, loading, dtype, memory) and do not look like true duplicates. The only strong duplicate-looking pair is the two training-loss double-shift reports.", - "confidence": 0.73, - "canonical_issue_reason": "issue:46894 is the better canonical report for the accepted duplicate pair: it states the broader training-loss double-shift problem and already has inbound references, while issue:46901 is a narrower concrete manifestation of the same bug.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers regressions and model-specific bugs; none of the proposed soft edges look like true same-bug duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46894 is the best representative issue in this set because it captures the underlying bug class more broadly and is the stronger hub for the accepted duplicate pair.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Different bugs: custom model initialization in notebooks vs Trainer checkpoint-resume step accounting." - }, - { - "left": "issue:46894", - "right": "issue:46901", - "accept": true, - "reason": "Both describe the same underlying training-loss double-shift bug: labels being shifted when they should not be." + "reason": "Different failures: custom model init in notebooks vs Trainer checkpoint resume/max_steps logic." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures: missing Float8 storage object vs mmap-related OOM on Strix Halo." + "reason": "Unrelated bugs: float8 storage lookup vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same broad symptom class, but different models and likely different training-loss implementations." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is a broad torch version incompatibility report; the other is a specific autocast dtype mismatch on Phi-tiny-MoE." + "reason": "Torch version incompatibility is not the same bug as an autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids is not the same bug as CodeLlama leading-space round-trip corruption." + "reason": "Performance regression in token conversion vs a leading-space round-trip correctness bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models and tokenizer slowdown are distinct correctness vs performance issues." + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are distinct tokenizer issues." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is not the same as a general tokenization behavior change." + "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization-change report." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 paged-attention group-type crash and template compilation error are different code paths." + "reason": "Different code paths: PagedAttentionCache group-type crash vs template compilation error." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve v5 custom-model breakage, but the failures are different: base_model_prefix loading vs notebook-defined model initialization." + "reason": "Both involve custom models, but one is base_model_prefix loading and the other is notebook initialization behavior." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map failure are not the same concrete bug." + "reason": "Torch incompatibility is unrelated to YOLO device_map multi-GPU loading failure." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper return_language pipeline behavior and from_pretrained-inside-classes inconsistency are unrelated." + "reason": "Whisper return_language pipeline behavior is not the same as from_pretrained-in-class inconsistency." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are different problems." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different issues." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General torch incompatibility is not the same as Mistral-3 image preprocessor/model dtype mismatch." + "reason": "General Torch version incompatibility does not match a Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Broad torch compatibility issue vs Gemma4 forward device mismatch." + "reason": "Broad Torch incompatibility and device_map auto mismatch are separate failure modes." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to the mask shape IndexError." + "reason": "Different symptoms and likely different tensor-shape paths: video input regression vs mask/index shape mismatch." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different tokenizer/runtime errors with no shared underlying bug." + "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation failure." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Separate documentation regressions: old return_all_scores wording vs removed pipeline tasks." + "reason": "Both are docs issues, but they concern different deprecated pipeline/task references." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of issue 38071 is not the same as the PagedAttentionCache linear_attention crash." + "reason": "Isolated reproduction of one bug is not the same as a Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment are different issues." + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are unrelated bugs." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export export failure with torch_compilable_check is unrelated to Perceiver interpolation handling." + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolate_pos_encoding behavior." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different code paths." + "reason": "Quantized save/load breakage and mistral_common continue_final_message are different subsystems." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method conflict is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "T5 tokenizer load error and gguf AutoTokenizer/AutoModel loading failure are distinct issues." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + "reason": "extra_state save/load handling is not the same as unwrapping text_config in composite configs." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "extra_state handling in save/from_pretrained is distinct from composite Qwen config unwrapping." + "reason": "Whisper pipeline regression is unrelated to MXFP4 quantization fallback behavior." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These do not share the same concrete bug; one is a reproduction issue, the other is a tokenizer chat-template behavior bug." + "reason": "These concern different models and code paths; no clear shared bug." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM regression and tokenizer-loading failure for EMBEDDIA/est-roberta are different failures." + "reason": "CamemBERT masked-LM output regression and tokenizer-loading failure for EMBEDDIA/est-roberta are not the same bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-load related, but one is a model-specific tokenizer failure and the other is a Mistral regex patch crash." + "reason": "Tokenizer load failure and Mistral regex patch crash are separate tokenizer code paths." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Same model family, but device mismatch during forward and unsafe dtype cast in multimodal embedders are different bugs." + "reason": "Both involve Gemma4, but one is device placement and the other is unsafe dtype casting in multimodal embedders." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Degenerate zero loss for num_labels=1 is not the same as the training-loss double-shift bug." + "reason": "Zero-loss classification bug and training-loss label shift bug are different problems." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Memory inefficiency in Qwen3 MoE training and mmap-triggered OOM on Strix Halo are different causes." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance/memory issues." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a v5 dev regression and the other is a specific weight-shape mismatch." + "reason": "Both mention Qwen3-VL loading, but one is a broad v5.dev regression and the other is a specific weight-shape mismatch." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state serialization and TimesFM window_size attribute errors are unrelated." + "reason": "extra_state serialization and TimesFM window_size AttributeError are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft pair, issue:46894 vs issue:46901, is supported by the titles as the same training-loss double-shift bug, with 46894 plausibly serving as the broader canonical report. The other pair verdicts are appropriately cautious and do not overstate duplicate evidence." - }, - "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 }, @@ -3162,7 +3141,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:34567", "issue:36032", @@ -3226,12 +3205,12 @@ "issue:46285|issue:46402", "issue:43716|issue:45084", "issue:39404|issue:44671", - "issue:44737|issue:45859", "issue:44661|issue:44683", "issue:43643|issue:44530", + "issue:44737|issue:45859", "issue:42915|issue:44530", - "issue:40990|issue:43421", "issue:44451|issue:44987", + "issue:40990|issue:43421", "issue:43541|issue:45084", "issue:34567|issue:40444", "issue:43644|issue:43646", @@ -3245,14 +3224,14 @@ "issue:44987|issue:44991", "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "5aea3015218b28a0ea0def91a3e50af801618dcca03ac11e766a651b26897bbb", + "prepared_review_unit_hash": "78916c606c253e40d6bccf49504afda4f5468cddb4dd93ad8f7dc85536b2a3d7", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, @@ -3267,193 +3246,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a heterogeneous collection of Transformers regressions and model/tokenizer-specific bugs. I found no PRs, and none of the soft-edge pairs are close enough to merge as true duplicates under a strict same-root-cause standard.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43646 is the broadest representative of the nearby v5 custom-model initialization regressions, making it the best umbrella issue among the candidates.", + "summary": "Most items are separate Transformers v5 regressions across different models/features. The only soft pair that looks like the same underlying bug is the v5 initialization regression around custom model construction and buffer state (43644/43646). No PRs were provided.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43646 is the best canonical issue because it is the broader regression report: custom model initialization is broken in v5, which can subsume the more specific buffer symptom in 43644.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 has the clearest general wording and is the most suitable anchor for the small custom-model-init regression cluster.", + "best_issue_reason": "issue:43646 is the strongest standalone representative of the cluster since it describes the most general and actionable failure mode in the v5 init path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Different failure modes: a v5 initialization flag regression vs. a Canine ONNX attention dtype mismatch." + "reason": "Different failures and code paths: HF init flag/loading regression vs Canine ONNX attention dtype mismatch." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Both are training-loss bugs, but they affect different model families and likely different code paths." + "reason": "Both are training-loss bugs, but they are different mechanisms: degenerate classification loss vs double-shift seq2seq loss." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel init error is unrelated to compiled flex_attention on torch 2.9+." + "reason": "Unrelated areas: deepspeed/bert zero3 init error vs torch>=2.9 flex_attention compilation failure." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but they concern different repos and no concrete shared root cause is evident." + "reason": "Both are model-loading complaints, but they involve different models and likely different tokenizer/config failures." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Generic model-loading failure vs. a specific Mistral regex patch crash; different bugs." + "reason": "Tokenizer loading regression vs a Mistral regex patch crash; not the same concrete bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about buffer initialization." + "reason": "Both relate to v5 regressions, but base_model_prefix loading and non-persistent buffer contents are distinct problems." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and tied lm_head weights are unrelated issues." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different subsystems and symptoms." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizers, but one is repository tokenizer.json selection and the other is a DeepSeek-Coder output regression." + "reason": "Both concern tokenizer behavior, but one ignores tokenizer.json while the other has a DeepSeek-specific output regression." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "Tokenizer method-name conflict is unrelated to Qwen3Moe FP8 config failure." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model-structure regressions with no shared concrete bug." + "reason": "Different model-structure/loading regressions: CLIP class inconsistency vs Sam3 text encoder weights not loading." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to a template-node compilation TypeError." + "reason": "Mistral dtype mismatch in image preprocessing is unrelated to a template-node compilation TypeError." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language-return regression and CamemBERT MLM prediction errors are unrelated." - }, - { - "left": "issue:44737", - "right": "issue:45859", - "accept": false, - "reason": "Both are device-related, but one is CPU device placement in XLNet and the other is CPU-offload incompatibility in Qwen3_5Moe." + "reason": "Whisper pipeline language-return regression and CamemBERT masked-LM predictions are separate model-specific bugs." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping logic bug and flex_attention compilation failure are different code paths." + "reason": "Tokenizer mapping failure and flex_attention compilation failure are unrelated changes." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention handling." + "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 paged-attention cache errors." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Different Qwen model bugs in different subsystems; not the same underlying defect." + "reason": "Both mention device/offload behavior, but XLNet CPU arange and Qwen3_5Moe CPU offload are different code paths." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Perplexity regression on gpt-oss is unrelated to runtime special-token post-processor updates." + "reason": "Same model family but different bugs: FP8 config failure vs cache group-type crash." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but the titles indicate distinct model-specific regressions without a shared concrete fix." + "reason": "Both are model-loading failures, but they affect different repositories and do not indicate the same underlying bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model is unrelated to runtime special-token post-processor updates." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation failures." + "reason": "Torch dynamo grouped_mm tracing error is unrelated to the template-node compilation error." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token accounting and Qwen2.5-VL multi-image iterable dataset failures are unrelated." + "reason": "Trainer token counting and multimodal IterableDataset failures are unrelated." }, { "left": "issue:43644", "right": "issue:43646", - "accept": false, - "reason": "They look adjacent and related, but one is about non-persistent buffers and the other about custom model initialization; not enough to treat as the same bug." + "accept": true, + "reason": "Both describe the same v5 initialization regression: broken model construction/custom init, with 43644 being a concrete symptom of the broader failure." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image finetuning failure and a mistral_common tokenizer message-handling bug are unrelated." + "reason": "Different multimodal/tokenizer issues: IterableDataset with multiple images vs continue_final_message handling for mistral_common tokenizers." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the `_is_hf_initialized` regression." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend packaging omission and BACKENDS_MAPPING validation error are different backend issues." + "reason": "Both mention backend packaging, but one is torch extra installation and the other is an unsupported tensorflow_text backend mapping error." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both touch audio feature extraction, but the reported failures are too specific and distinct to merge safely." + "reason": "Both are audio-feature issues, but one is a LasrFeatureExtractor API regression and the other is a separate fbank extraction problem." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token method conflict and notebook custom-model initialization are unrelated." + "reason": "Tokenizer method conflict and Jupyter custom model initialization are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Whisper decoding skip_special_tokens bug and empty-transcription generation failure are related to Whisper but not the same defect." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF loader breakage and a specific Qwen2.5-GGUF v5 load failure may be related in theme, but not the same concrete issue." + "reason": "Both involve gguf/model loading, but the concrete failures differ: gguf_file handling vs Qwen2.5-GGUF incompatibility with v5." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are repo-loading regressions on new transformers versions, but they involve different models and likely different tokenizer/config problems." + "reason": "Both are tokenizer/model-loading failures after v5, but they involve different models and likely different root causes." }, { - "left": "issue:45081", + "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Mistral tokenizer regex patch crash and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Template-node compilation error and GraniteMoEHybrid invalid method call are unrelated issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43644/issue:43646, is supported by the titles and similarity signal as a shared v5 initialization regression. The rest of the verdicts avoid overclaiming and the note that no PRs were provided is accurate." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3468,7 +3456,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:28530", "issue:34567", @@ -3523,11 +3511,11 @@ "issue:43317|issue:43482", "issue:43746|issue:46326", "issue:43262|issue:43377", - "issue:43883|issue:44488", "issue:43208|issue:47013", - "issue:43646|issue:44534", + "issue:43883|issue:44488", "issue:43792|issue:46869", "issue:44403|issue:45081", + "issue:43646|issue:44534", "issue:43645|issue:46661", "issue:42915|issue:45084", "issue:44849|issue:45325", @@ -3543,191 +3531,191 @@ "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:44265|issue:44610", - "issue:43883|issue:44991", "issue:43322|issue:43540", - "issue:43632|issue:46821", "issue:42915|issue:44589", + "issue:43632|issue:46821", "issue:44479|issue:45325", - "issue:43089|issue:45987" + "issue:43089|issue:45987", + "issue:43883|issue:44991" ], - "prepared_review_unit_hash": "03a647260c5a38bff5409e330a8cbda549eb52b1d5b48db81067be7e01d7d2bb", + "prepared_review_unit_hash": "5f48cbd4886cf5449400e6e628073faea1503ebdcd129ae2faa4985090fe40b5", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36627, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated one-off bug reports. The soft pairs mostly share a broad subsystem or theme, but not the same concrete bug/change, so none should be merged as duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43645 is the best representative issue: it describes a broad, high-signal Transformers v5 custom-model initialization regression with a concrete repro context, and it aligns with the closest family of related v5 init/load breakages in the set.", + "summary": "This set is mostly a heterogeneous grab bag of unrelated Transformers bugs. A few items cluster around v5/custom-model initialization and a few around Qwen VL video handling, but the proposed soft edges are not tight enough to be treated as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43632 is the closest thing to a root-cause regression in the set: it targets a core v5 initialization/state-change problem that could plausibly underlie some nearby model-loading/custom-model failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43645 is the most useful single issue to anchor the cluster because it is detailed, actionable, and broad enough to cover the nearby custom-model init regressions without being overly narrow.", + "best_issue_reason": "As the representative issue for this cluster, 43632 is the broadest and most systemic; most other issues are either narrower manifestations or clearly unrelated model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different problems: dequantized model offload/load failure vs GGUF loading failure in v5." + "reason": "Different code paths and symptoms: dequantized model offload/loading vs GGUF model loading failure." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different code paths: PEFT local checkpoint loading vs mistral_common chat-template continuation behavior." + "reason": "PEFT local checkpoint loading and tokenizer continue_final_message are unrelated bugs." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is sampling-rate defaulting and the other is batched-vs-single encoder mismatch from padding masks." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Different model-loading failures; no shared concrete bug beyond general load errors." + "reason": "Audio sampling-rate defaulting and MIMI batch-vs-single padding-mask behavior are distinct issues." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Same subsystem (xLSTM) but not the same bug; the titles describe different training/runtime failure modes." + "reason": "Both are xLSTM-related, but one is a bundle of three training bugs while the other is a specific train-mode unpacking crash." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Custom model init breakage is unrelated to non-persistent buffer serialization corruption." + "reason": "Missing all_tied_weights_keys and a model-loading failure for a different checkpoint are not the same bug." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Whisper runtime failure vs YOLO multi-GPU device-map loading failure; different models and failure modes." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading noise vs a tokenizer regex patch crash are different issues." + "reason": "Noisy loading output is unrelated to the Mistral regex-patch crash." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both touch v5/custom-model behavior, but one is initialization breakage and the other is non-persistent buffer corruption." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both involve custom/remote-code models, but one is notebook initialization breakage and the other is a missing config_class attribute in AutoModel.from_pretrained." + "reason": "Custom model init in notebooks and remote-code AutoModel config_class errors are different failure modes." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template-node compilation error are unrelated." + "reason": "FineGrainedFP8Config failure and template-node compilation error are unrelated." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs: hidden-state output behavior vs rope index / temporal position scaling." + "reason": "Different Qwen model families and different bugs: hidden_states output vs temporal position-ID scaling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio model bugs: padding-mask batching mismatch vs DAC forward/from_latents STE mismatch." + "reason": "MIMI padding-mask batching and DAC from_latents/STE mismatch are unrelated audio-model issues." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is a missing tie in a model class and the other is device-dependent serialization inconsistency." + "reason": "Both involve tied weights, but one is a missing tie and the other is a device-dependent serialization inconsistency." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Training early-stopping configuration and TrainerState token counting are unrelated." + "reason": "Early stopping metric selection and num_input_tokens_seen tracking are unrelated trainer issues." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer/model loading failure for one repo vs a Mistral regex patch crash; different bugs." + "reason": "Model loading failure for physical-intelligence/fast is not the same as the Mistral tokenizer regex crash." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different symptoms and components: bad model outputs vs processor size mismatch." + "reason": "Different vision bugs: nonsensical outputs vs processor/model input-size mismatch." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked compiled generation inconsistency is not the same as StaticCache returning the wrong type." + "reason": "Chunked generation with compiled forward and StaticCache seq_length contract are different generation/cache issues." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are v5-era failures, but FP8 config loading and unexpected _is_hf_initialized argument are distinct issues." + "reason": "FP8 config failure and unexpected _is_hf_initialized argument during init are unrelated." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Different Gemma multimodal bugs: variable name collision vs unsafe dtype cast under 4-bit quantization." + "reason": "Both are Gemma multimodal issues, but the titles indicate different defects: variable-name collision vs unsafe dtype cast." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model/tokenizer loading bugs with no shared concrete code-path failure." + "reason": "A BERT model loading failure and a Mistral tokenizer regex crash are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method-name conflict and a MobileLLM key error are different loading problems." + "reason": "Tokenizer special-token conflict and MobileLLM key error are distinct load-time errors." }, { "left": "issue:44062", - "right": "issue:44991", + "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer-related, but the specific AddedToken argument collision is not the same bug as est-roberta loading failure." + "reason": "AddedToken keyword conflict and a model loading failure for a specific repo are not the same underlying bug." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export / torch_compilable_check is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "torch.export / torch_compilable_check failure is unrelated to an OmDet-Turbo processor size mismatch." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading for est-roberta are unrelated." + "reason": "Both are multimodal/video-related, but a Llava Next segfault and a Qwen3OmniMoe ValueError are different concrete failures." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Different multimodal failures: Llava Next loading segfault vs Qwen3OmniMoe video processing ValueError." + "reason": "FineGrainedFP8Config failure and missing Float8 storage are separate quantization/runtime issues." }, { "left": "issue:43632", @@ -3735,23 +3723,23 @@ "accept": false, "reason": "_is_hf_initialized regression and TimesFM window_size AttributeError are unrelated." }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to missing Float8 storage type registration." - }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related Qwen VL area, but one is a broad video-input regression and the other is a still-image temporal-position scaling bug; not the same concrete issue." + "reason": "Both involve Qwen VL/video-position handling, but the titles point to different symptoms and model scopes; not enough to call them the same bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation overhead from GPU syncs/dispatch is unrelated to a cache length return-type bug." + "reason": "Generation sync overhead and StaticCache seq_length return-type mismatch are unrelated performance/API issues." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights metadata and tokenizer loading for EMBEDDIA/est-roberta are different problems." } ] }, @@ -3773,7 +3761,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:33666", "issue:35707", @@ -3828,256 +3816,259 @@ "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:45216|issue:45357", - "issue:44991|issue:46315", "issue:43425|issue:44403", + "issue:44991|issue:46315", "issue:40444|issue:45325", "issue:43296|issue:43531", "issue:43716|issue:46899", "issue:43611|issue:44534", "issue:44220|issue:44683", + "issue:44403|issue:44991", "issue:45812|issue:46491", "issue:42796|issue:43746", - "issue:44403|issue:44991", "issue:43381|issue:45923", "issue:43632|issue:44756", "issue:33666|issue:40444", - "issue:40990|issue:44811", "issue:43792|issue:44589", + "issue:40990|issue:44811", "issue:44291|issue:44589", "issue:42796|issue:46710", "issue:35707|issue:40444", - "issue:44079|issue:45663", "issue:43482|issue:43525", + "issue:44079|issue:45663", "issue:43531|issue:44291", "issue:43421|issue:44568", - "issue:42175|issue:45542", "issue:41720|issue:45081", + "issue:42175|issue:45542", "issue:43482|issue:45538", "issue:44079|issue:44534", "issue:43317|issue:43856", "issue:44462|issue:45812" ], - "prepared_review_unit_hash": "2a655205b614df261f95e9f394399a287d5e9229b0421c1ebbebbb1743263b8f", + "prepared_review_unit_hash": "060ed75a26cbdbb4aab4a0b1a20f30cdd98cc656f7b45ad310981c44ff1c6213", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37031, - "estimated_input_tokens": 9258, - "estimated_eval_tokens": 18772 + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy thematic bucket of mostly unrelated model/tokenizer/regression reports. I don\u2019t see any soft edge that clearly reflects the same concrete bug, so I would not merge any of the candidate pairs.", - "confidence": 0.88, - "canonical_issue_reason": "No clear canonical issue: the set spans many distinct failures across different models, tokenizer paths, loading code, training modes, and Torch/Transformers regressions.", + "summary": "This cluster is mostly heterogeneous Transformers issues with a couple of likely duplicate pairs. The clearest duplicate is the Qwen3.5 `save_pretrained` regression pair; a second likely duplicate concerns TensorFlow backend packaging/install extras. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45216 is the cleanest canonical issue: it is a concrete regression report with a follow-up in 45357, and it captures the broader Qwen3.5 `save_pretrained` checkpoint corruption path.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, 45812 is the strongest broad regression report (Granite tokenizer IDs, multiple refs), but the cluster is too heterogeneous to treat it as a true duplicate anchor.", + "best_issue_reason": "Issue 45216 is the best representative because it has the clearest duplicate linkage and a broader, well-scoped failure mode than the narrower follow-up issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different bugs: T5 tokenizer load-time method conflict vs Qwen3 auto device-map CUDA assert." + "reason": "Different failures: T5 tokenizer construction error vs Qwen3 auto device-map CUDA assert." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Unrelated failure modes: Qwen3-MoE sliding_window behavior vs GraniteSpeech strict-config loading." + "reason": "Different code paths: Qwen3-MoE sliding-window behavior vs Granite speech config loading." }, { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Same model family and API, but the titles describe different regression reports/symptoms; not enough to treat as one duplicate bug." + "accept": true, + "reason": "Same underlying Qwen3.5 `save_pretrained` regression; 45357 reads like a specific follow-up about incorrect visual encoder keys in the same checkpoint-saving path." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Tokenizer loading failure vs a performance regression in convert_tokens_to_ids; different underlying problems." + "reason": "Unrelated issues: Torch 2.10 compatibility vs noisy transformer loading logs." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Torch version incompatibility/packaging issue vs generic noisy loading behavior." + "reason": "Both involve tokenizers in v5, but one is tokenizer loading correctness and the other is `convert_tokens_to_ids` performance; not the same bug." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is multi-image IterableDataset finetuning failure and the other is still-image temporal position scaling." + "reason": "Different Qwen2.5-VL problems: multi-image IterableDataset training failure vs still-image RoPE/position-id scaling regression." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different models and code paths: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window bug." + "reason": "Unrelated model loading failure vs Qwen3-MoE sliding_window issue." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both mention dtype casting in multimodal stacks, but they affect different models and different pipelines (image preprocessor vs audio/vision embedders)." + "reason": "Both are multimodal dtype-related, but they affect different models and distinct mechanisms." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions: base_model_prefix loading vs non-persistent buffer initialization." + "reason": "Different v5 regressions: `base_model_prefix` loading vs non-persistent buffer initialization." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Unrelated subsystems: fbank feature extraction vs compiled flex_attention on newer Torch." + "reason": "Different subsystems: fbank feature extraction vs compiled flex attention on newer Torch." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise/logging issue vs tokenizer loading regression; not the same underlying bug." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are distinct defects." + "reason": "Both are tokenizer regressions, but Granite wrong token IDs and CodeLlama leading-space round-trip loss are distinct failures." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling vs PEFT-local-checkpoint loading for GraniteSpeech; different paths." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Generic loading noise vs tokenizer loading failure for a specific repo." + "reason": "Different models and bug classes: tokenizer BPE-marker handling vs PEFT/local-checkpoint loading." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction vs missing supports_gradient_checkpointing flag on a remote-code variant." + "reason": "Eval-mode gradient-checkpointing behavior is different from a missing `supports_gradient_checkpointing` flag." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different regressions: `_is_hf_initialized` flag handling vs mmap/OOM avoidance on Strix Halo." + "reason": "Different regressions: `_is_hf_initialized` flag handling vs mmap-related OOM avoidance." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Feature request for Qwen2-VL multi-GPU training vs a concrete failure with multi-image IterableDataset finetuning." + "reason": "Multi-GPU training for Qwen2-VL is not the same as Qwen2.5-VL multi-image IterableDataset failure." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime failures with different root causes; no shared code path is evident." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Unrelated: perplexity regression on gpt-oss-20b vs Whisper processor batch_decode special-token handling." + "reason": "Unrelated problems: perplexity regression vs Whisper `batch_decode` special-token handling." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:44291", + "right": "issue:45663", "accept": false, - "reason": "Whisper runtime failure vs Float8 storage lookup TypeError; different error sources." + "reason": "Different issues: unexpected `_is_hf_initialized` argument vs Gemma4 FSDP2 shared KV-state rebuilding." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument mismatch vs Float8 storage lookup; not the same bug." + "reason": "Both are v5 regressions, but they affect different internals and different observable failures." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker bug vs model accuracy regression after upgrade; different symptoms and likely causes." + "reason": "Tokenizer BPE-marker handling and downstream accuracy regression are not the same concrete bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image training failure." + "reason": "Progressive generation with embeddings/past kv is unrelated to Qwen2.5-VL multi-image finetuning failure." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; different code paths." + "reason": "Different model load/config issues: Qwen2.5-GGUF loading vs Llama4Config missing `pad_token_id`." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "GGUF loading failure vs missing pad_token_id on Llama4Config; unrelated model/config issues." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 shared_kv_states FSDP error." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs init_empty_weights TypeError; different failure modes." + "reason": "Different failures: Qwen3-MoE sliding window vs `init_empty_weights` / `_is_hf_initialized` type error." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Runtime post-processor update issue vs add_special_tokens not adding BOS/EOS; same broad area, but distinct bugs." + "reason": "Qwen3 device-map CUDA assert and Mistral regex patch crash are unrelated." }, { "left": "issue:42175", "right": "issue:45542", - "accept": false, - "reason": "Packaging/install backend issue vs runtime undefined TensorFlow backend error." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "Qwen3 device-mapping crash vs Mistral regex patch crash; unrelated." + "accept": true, + "reason": "Both describe the same TensorFlow optional-dependency packaging problem: the TF backend is not properly installed/exposed, leading to an undefined TF backend error." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading regression vs CLIPTokenizer max_length bug; different tokenizer/model concerns." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping vs buffer initialization regression; not the same underlying defect." + "reason": "ModelOutput key handling is unrelated to non-persistent buffer initialization." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload failure vs Qwen3 MoE memory usage issue; different problem shapes." + "reason": "Device-map/offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Tokenizer.json selection bug vs Granite token ID regression; distinct tokenizer issues." + "reason": "Both involve AutoTokenizer, but one ignores `tokenizer.json` while the other produces wrong Granite token IDs; different symptoms and likely different fixes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted soft pairs are well supported by the issue titles and context: Qwen3.5 `save_pretrained` regression (45216/45357) and the TensorFlow backend packaging/install-extra problem (42175/45542). The cluster summary is appropriately cautious, and the canonical/best-issue choices are defensible." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4092,7 +4083,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:34634", "issue:35707", @@ -4147,235 +4138,235 @@ "issue:43296|issue:46821", "issue:44509|issue:46909", "issue:43611|issue:43646", - "issue:43377|issue:45491", "issue:42175|issue:43296", + "issue:43377|issue:45491", "issue:43644|issue:44079", - "issue:44829|issue:45479", - "issue:43818|issue:46402", "issue:40444|issue:45381", + "issue:43818|issue:46402", + "issue:44829|issue:45479", "issue:43818|issue:45357", "issue:44265|issue:45072", - "issue:43493|issue:43994", "issue:45325|issue:45834", + "issue:43493|issue:43994", "issue:45325|issue:45381", - "issue:41553|issue:43582", "issue:43454|issue:44466", + "issue:41553|issue:43582", "issue:42915|issue:43482", "issue:44291|issue:44877", - "issue:43701|issue:45325", "issue:43873|issue:45701", + "issue:43701|issue:45325", "issue:42796|issue:45381", "issue:40990|issue:45584", "issue:43606|issue:44265", - "issue:43262|issue:43746", "issue:44479|issue:45823", + "issue:43262|issue:43746", "issue:43828|issue:46821", "issue:35707|issue:41720", "issue:34634|issue:35707", "issue:39692|issue:40444" ], - "prepared_review_unit_hash": "0e1855eb3f9b1ebb51c360e14379b209c6b17a39ebcae854b354642370770736", + "prepared_review_unit_hash": "777aba8f499913ba0d143ac39a0b3aaf52c392c3b45dc587980d45e3462072db", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36626, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "serialized_chars": 36619, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated one-off issues; the soft pairs usually share only a model family, version, or subsystem, not the same concrete bug. I rejected all soft edges as duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43611 is the broadest, most reusable triage anchor in this set: it describes a concrete Transformers 5 loading regression with a clear code-path, whereas most other items are narrower model-specific or docs-only reports.", + "summary": "This is a noisy, heterogeneous cluster spanning unrelated issues (model loading, multimodal regressions, docs, tokenization, packaging, and device/dtype bugs). None of the soft pairs look like true duplicates, so all are rejected. If a representative issue is needed, issue 43611 is the broadest v5 loading regression, but there is no single clean canonical duplicate set here.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43611 is the broadest, most central regression in the set (a general v5 model-loading breakage), but the cluster as a whole is too heterogeneous to have a strong true canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best representative issue for grouping because it is a clear, generalized regression report and could plausibly absorb adjacent v5 loading/init failures during triage.", + "best_issue_reason": "Issue 43611 is the best umbrella representative because it describes a general loading regression with wider impact than the more model-specific or doc-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Different products and failure modes: PaddleOCR-VL model loading in vLLM vs a TimesFM window_size AttributeError." + "reason": "Different models and failure modes: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are docs issues, but they refer to different documentation problems and different affected examples/tasks." + "reason": "Both are documentation problems, but they concern different docs and different examples; not the same bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is base_model_prefix loading and the other is custom model initialization; different concrete code paths." + "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is custom model initialization; distinct code paths." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both involve batching/padding behavior, but they affect different models and different bugs (padding mask output mismatch vs NaN embeddings with sliding window attention)." + "reason": "Packaging/backend dependency issue vs model loading failure; unrelated." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Packaging/backend dependency omission is unrelated to a model load failure in vLLM." + "reason": "Both involve batching/padding symptoms, but on different models with different underlying bugs." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer initialization and ModelOutput key assignment are different internals with different symptoms." + "reason": "Generic core behavior regressions, but one is non-persistent buffer initialization and the other is ModelOutput key assignment." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Both are training degenerate-loss reports, but one is flash_attention_3-specific while the other is a num_labels=1 classification-loss edge case." + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning and the other is video position-id handling." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different architectures and bugs: Video-LLaVA tower architecture vs Sam3Model text encoder weights not loading." + "reason": "Different model families and defects: Video-LLaVA architecture issue vs Sam3 text encoder weight loading." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Different Qwen2.5-VL failures: multi-image IterableDataset fine-tuning vs video-position-id logic." + "reason": "Both describe degenerate training/loss behavior, but the causes are different and not the same code-path bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower/temporal-attention bug is unrelated to Qwen3.5 visual-encoder key saving." + "reason": "Different models and different failures: Video-LLaVA tower mismatch vs Qwen3.5 save_pretrained key regression." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export compatibility for torch_compilable_check is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Unrelated failures: torch.export compatibility vs dtype mismatches in bf16 inference." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Same model family (SigLIP2), but one is a JAX/HF discrepancy report and the other is a nonsensical-output/pipeline issue; not enough evidence of the same underlying bug." + "reason": "Different models and different indexing bugs; not the same underlying defect." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling is a different bug from Kosmos2.5 OCR index errors." + "reason": "Same model family, but one is an implementation-vs-JAX discrepancy and the other is an AutoModel/pipeline bad-output report; not clearly the same bug." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL video/position-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same bug." + "reason": "Both mention Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids; close but not the same concrete bug." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Tokenizer error messaging for Voxtral is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + "reason": "Both involve lm_head/tied weights, but one is missing weight tying and the other is inconsistent serialization behavior." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "One is a model-specific weight-tying bug causing bad generation; the other is a serialization inconsistency for tied lm_head weights." + "reason": "Tokenizer error message vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are different model/loading paths." + "reason": "Different models and subsystems: FineGrainedFP8 config failure vs GGUF loading failure." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to strict config blocking granite_speech loading." + "reason": "Both are loading-related, but one is init_empty_weights argument handling and the other is strict config rejection; distinct bugs." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Quantization/offloading behavior vs tokenization changes; unrelated." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Quantization/offloading behavior and tokenization-version changes are different classes of bugs." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id logic." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL video position IDs." + "reason": "Tokenizer BPE marker handling vs Qwen2.5-VL video position IDs; different layers of the stack." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failures do not share a concrete code path." + "reason": "Different tasks and bugs: perplexity eval regression vs Whisper empty transcription generation failure." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export failures." + "reason": "Device-mismatch bug in Bark CPU offload vs torch.export failure with torch_compilable_check; unrelated." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and PEFT local-checkpoint loading are different processor/model-loading bugs." + "reason": "Both are regressions, but on different models and different mechanisms (video input handling vs device-map forward mismatch)." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Qwen v5.3 video-input regression and Gemma4 PLE device-mapping mismatch are unrelated." + "reason": "Speech/audio-related, but one is chat-template sample-rate defaulting and the other is PEFT checkpoint loading." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a TimesFM window_size AttributeError." + "reason": "Dtype mismatch under autocast vs a window_size AttributeError; unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a different failure mode from Qwen3 auto device mapping cudaErrorAssert." + "reason": "Progressive generation inputs_embeds/past_key_values bug vs Qwen3 auto device-map cudaErrorAssert; different code paths." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset not working and progressive generation with inputs_embeds/past_key_values are unrelated issues." + "reason": "BarkProcessor voice_preset and progressive generation are unrelated bugs." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 documentation/example errors are unrelated to Qwen2.5-VL multi-image fine-tuning failures." + "reason": "SigLIP2 doc-example errors vs Qwen2.5-VL multi-image finetuning failure; not the same issue." } ] }, @@ -4397,7 +4388,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:36331", "issue:40990", @@ -4457,17 +4448,17 @@ "issue:42796|issue:46209", "issue:44568|issue:45920", "issue:43377|issue:44610", - "issue:43454|issue:45072", "issue:45823|issue:46821", + "issue:43454|issue:45072", "issue:46305|issue:46315", "issue:40990|issue:42947", "issue:42617|issue:42915", "issue:43377|issue:44898", - "issue:43881|issue:44488", - "issue:43454|issue:43720", - "issue:43749|issue:44534", "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:43454|issue:43720", "issue:43572|issue:45759", + "issue:43881|issue:44488", "issue:43322|issue:46050", "issue:41720|issue:43322", "issue:36331|issue:42617", @@ -4481,236 +4472,227 @@ "issue:43065|issue:46402", "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "665d5aa3a216f79722bd0e7d14c796f522c2dd2d365a77fe96967a8a5fb36b32", + "prepared_review_unit_hash": "800e66de643a4add6076ee5306181d7cf7f6c3112301d0def25d16d761ce4aa3", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36945, - "estimated_input_tokens": 9237, - "estimated_eval_tokens": 18730 + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with one plausible duplicate pair around quantized/offloaded loading. The rest are different bugs despite occasional overlap in subsystem or model family.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43873 is the broadest representative: it covers the offloading/quantization loading path, has substantial discussion, and is the only item that cleanly matches a plausible soft-duplicate in this cluster.", + "summary": "The cluster is heterogeneous: it mixes several distinct regression classes (device/offload/quantization, tokenizer behavior, save/load serialization, and model-specific config bugs). None of the soft pairs look like true duplicates; they share broad subsystem keywords but not the same concrete failure mode.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43873 is the broadest representative of the repeated device_map/offloading/quantization failure theme, which is the closest common thread in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue representative because it is general, active, and centered on the shared offloading/quantization failure mode seen in the only credible duplicate pair.", + "best_issue_reason": "Issue 43873 is the best single issue to stand in for the cluster because it is broad, active, and closest to the most recurrent loading/offloading complaints, even though the cluster is not actually one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to torch.export export failures in model compilation checks." + "reason": "Both are export/tokenizer-adjacent failures, but one is LayoutLMv2 tokenizer NER/padding and the other is torch.export with torch_compilable_check; different code paths." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map=auto, but they are different models and different failures (cuda assert vs forward device mismatch)." + "reason": "Both involve device placement, but one is a Qwen3 auto-device-map crash and the other is a Gemma4 forward device mismatch; not the same bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/generation corruption is a different bug from torch.compile SDPA failure." + "reason": "AyaVision weight tying and Bamba torch.compile+SDPA are unrelated model-specific problems." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC STE/latent mismatch are different code paths and symptoms." + "reason": "CPU offload device mismatch and DAC.from_latents vs forward STE mismatch are unrelated mechanisms." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion/loading via accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a 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 inference on B200 are different model/runtime bugs." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is specific add_special_tokens behavior and the other is broad wrong-token-id mapping across models." + "reason": "add_special_tokens not adding BOS/EOS is a tokenizer implementation bug, while 45920 is wrong token IDs across multiple tokenizers." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Batch-vs-single encoder padding-mask bug is unrelated to processor output shape mismatch." + "reason": "Missing padding-mask support in MIMI encoder and OmDet-Turbo processor output-size mismatch are different processor/model issues." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "lm_head weight tying is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Device-map loading mismatch and TimesFM window_size AttributeError are different bugs." + "reason": "Weight tying in AyaVision and dtype mismatches in bfloat16 inference are different bugs." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window masking off-by-one is unrelated to slow token-id conversion." + "reason": "MoonshineStreaming off-by-one masking and slow convert_tokens_to_ids are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA are unrelated." + "reason": "High perplexity on a model and ineffective gradient checkpointing with PEFT LoRA are not the same failure mode." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different issues." + "reason": "3d_parallel.py startup failure and Qwen3Moe fine-grained FP8 failure are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both involve input-shape/batch handling, but one is an audio encoder padding-mask bug and the other is a vision processor resize/interpolation bug." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Two loading failures, but for different models and likely different root causes." + "reason": "Missing padding-mask support for MIMI and Perceiver non-default-resolution failure are distinct models/features." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Weight tying in AyaVision is unrelated to unpacking packed BitNet weights during accelerate loading." + "reason": "Both concern loading/offloading, but one is device_map auto loading a dequantized model and the other is a broader quantization/offloading regression; not the same concrete bug." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are separate state/loading bugs." + "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different lifecycle problems." }, { - "left": "issue:43317", - "right": "issue:43873", - "accept": true, - "reason": "Both point to the same offloading/quantization loading path: device_map/offload failures when moving quantized or dequantized models across CPU/GPU, plausibly fixable in one change." + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and AutoBitLinear packed-weight unpacking are unrelated model-loading bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "A missing pad_token_idx in one config is unrelated to unwrapping text_config for composite multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config in composite Qwen configs are different config issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are separate model-specific reports." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault while loading Llava Next is unrelated to sinq save/load quantization serialization breakage." + "reason": "Llava Next segmentation fault on load and sinq quantized save/load breakage are different bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both fail during model loading, but on different models and with different failure modes (cuda assert vs segfault)." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are not the same failure path." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss keyword error is unrelated to the 3d_parallel.py runtime failure." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Memory growth from int4 quantization is a different problem than an apex RMSNorm memory leak." + "reason": "CUDA reserved memory growth under int4 quantization and apex FusedRMSNorm memory leak are separate memory issues." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 device-map assert and Qwen3.5 flash-attention generation issues are different code paths." + "reason": "Auto device-map CUDA assert and Qwen3.5 flash-attention generation issues are different runtime paths." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Strict config loading and tokenizer loading regressions are different failures." + "reason": "Trainer API signature mismatch and Qwen3Moe FP8 config failure are unrelated." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Both are serialization bugs, but one concerns tied lm_head weights and the other visual encoder key names." + "reason": "Strict config rejecting granite_speech and tokenizer loading failure for EMBEDDIA/est-roberta are distinct config/tokenizer bugs." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity on a benchmark is not the same underlying bug as a tokenizer-version regression." + "reason": "High perplexity on a model and tokenization changing across versions are not the same issue." }, { "left": "issue:44466", - "right": "issue:44534", - "accept": false, - "reason": "Incorrect lm_head serialization and junk non-persistent buffers are separate save/load bugs." - }, - { - "left": "issue:46050", - "right": "issue:46209", + "right": "issue:45357", "accept": false, - "reason": "Different quantization formats and different failures: save/load breakage versus inference on B200." + "reason": "lm_head.weight serialization inconsistency and incorrect visual encoder keys in save_pretrained are different serialization regressions." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Mask off-by-one logic is unrelated to tokenizer performance regression." + "reason": "Batched video processor shape bug and version-dependent tokenization are unrelated." }, { - "left": "issue:46402", - "right": "issue:43065", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Missing text encoder weights and dummy pixel-decoder Conv2d are distinct Sam3 issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text encoder weights not loaded are different parts of the model." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map assert is unrelated to the 3d_parallel.py failure." + "reason": "Qwen3 auto device-map crash and 3d_parallel.py failure do not describe the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the soft matches. The 43317 \u2194 43873 pair is the only clearly plausible duplicate, and the rest are appropriately rejected as distinct bugs despite subsystem overlap. The canonical/best-issue choice is also reasonable given 43873\u2019s broad offloading/quantization scope and active discussion." - }, - "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 }, @@ -4725,7 +4707,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:26413", "issue:28530", @@ -4785,16 +4767,16 @@ "issue:43550|issue:43720", "issue:43295|issue:45701", "issue:45685|issue:46821", - "issue:43526|issue:43883", - "issue:43881|issue:44991", "issue:44451|issue:47020", + "issue:43646|issue:46665", "issue:44186|issue:44610", "issue:43550|issue:43606", - "issue:43646|issue:46665", + "issue:43526|issue:43883", + "issue:43881|issue:44991", "issue:36010|issue:42617", "issue:43404|issue:45357", - "issue:44610|issue:44898", "issue:42915|issue:43317", + "issue:44610|issue:44898", "issue:46821|issue:46869", "issue:44734|issue:46858", "issue:44423|issue:45406", @@ -4803,205 +4785,205 @@ "issue:28530|issue:33666", "issue:44464|issue:46858", "issue:43531|issue:43572", - "issue:44671|issue:44743", - "issue:42915|issue:46291" + "issue:42915|issue:46291", + "issue:44671|issue:44743" ], - "prepared_review_unit_hash": "9338fcd48ffc4c05357990895caa34f44c6b29ef2d09bdb101d18a0aa75b3742", + "prepared_review_unit_hash": "84f14557382f875ca75810e660ad8deda4c407f5ee976275ad60b79ae27fde18", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36201, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "serialized_chars": 36200, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity set of mostly unrelated Transformers issues spanning trainer resumption, tokenizers, multimodal processors, generation caches, device maps/offload, and model-loading regressions. None of the soft-edge pairs are close enough to merge as duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43873 is the best representative anchor here: it has the broadest offload/quantization/device-map theme and the strongest external signal, even though the overall cluster is heterogeneous rather than a true duplicate set.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes (training, cache, quantization, multimodal serving, tokenizers) but not the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the cluster: the reports cover unrelated bugs across trainer resume logic, tokenizers, model loading, generation cache, serving, and device/offload behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable single issue to represent the cluster because it is broad, high-signal, and closest to several other device/offload-related reports.", + "best_issue_reason": "If one issue must anchor triage, issue:43708 is the clearest, most self-contained, and most reproducible report; however, it is not a good umbrella for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Different bugs: checkpoint resumption/epoch iterator failure vs early-stopping metric lookup disabled." + "reason": "Different trainer behaviors: checkpoint-resume epoch_iterator failure vs early-stopping metric lookup/disablement." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both touch loading/offload, but one is quantization/device-map behavior and the other is a Strix Halo mmap OOM workaround." + "reason": "Both mention offload/memory, but one is quantization offloading and the other is Strix Halo mmap OOM." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer/NER padding crash vs dtype mismatch in bfloat16 inference; different code paths and symptoms." + "reason": "Tokenizer/padding crash vs dtype mismatch in bfloat16 inference; unrelated code paths." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache logic, but one is beam-search reorder for specific models and the other is static-cache slice arithmetic under torch.compile." + "reason": "Both involve cache handling, but beam-search reorder skipping is a different bug from static-cache seq-length arithmetic." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype loading issue vs Trainer resume_from_checkpoint max_steps miscalculation; unrelated subsystems." + "reason": "BLIP-2 dtype propagation on load is unrelated to Trainer resume/max_steps calculation." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba vs packed-weight unpacking during accelerate loading for BitNet." + "reason": "Different bugs: torch.compile+SDPA on Bamba vs packed-weight unpacking during BitNet loading." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom model code accessing processor.tokenizer vs a version-dependent tokenization change; not the same underlying bug." + "reason": "One is custom processor/tokenizer API breakage; the other is a tokenization-behavior regression." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram/int limitation for MoE vs TimesFM window_size attribute error; unrelated model families and failures." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys on MolmoForCausalLM." + "reason": "MPS histogram error in MoE vs TimesFM window_size AttributeError; different models and stacks." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Different loading failures: glm-4v-9b model load vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Both are tokenizer-load issues, but with different models and incompatible failure modes." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Both are tokenizer-load regressions, but the affected tokenizer classes and failure modes differ." + "reason": "Custom model initialization breakage vs inconsistent from_pretrained behavior in user classes." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Processor/truncation crash vs image-size mismatch for OmDet-Turbo; same broad area, different bug." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs OmDet-Turbo image-size mismatch." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Compile/SDPA failure vs CPU-offload device mismatch; different concrete code paths." + "reason": "Same broad runtime theme, but compile+SDPA and CPU-offload device mismatch are distinct bugs." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label-reduction bug vs missing all_tied_weights_keys attribute on a causal LM." + }, + { + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Custom model initialization regression vs inconsistent from_pretrained behavior inside Python classes; related theme, not same bug." + "reason": "Different tokenizer/model loading failures for unrelated models." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error vs inability to run 3d_parallel.py; unrelated issues." + "reason": "GenerationMixin import error vs inability to run a 3D parallel script; no shared defect." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight tying bug in Mistral3 vs incorrect visual encoder keys saved in Qwen3.5." + "reason": "Weight-tying bug in Mistral3 vs incorrect visual-encoder keys on Qwen3.5 save_pretrained." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Processor output size mismatch vs Perceiver interpolate_pos_encoding failure; different models and root causes." + "reason": "FineGrainedFP8Config failure vs gpu+cpu offload loading failure; related only by broad quantization/loading context." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe vs dequantized model load failure with gpu+cpu offload." + "reason": "Different image-size/processor issues on different models, not the same underlying bug." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size attribute error vs YOLO multi-GPU device_map=auto failure; unrelated bugs." + "reason": "TimesFM window_size AttributeError vs YOLO multi-GPU device-map loading failure." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Serve KV-cache continuation indexing bug vs cache.get_seq_length device-tensor arithmetic bug; different layers of the stack." + "reason": "Serve KV-continuation indexing bug is distinct from static-cache seq-length/device-tensor arithmetic." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching crash from a string lacking .to vs Gemma4Processor missing _tokenizer; both multimodal serve issues but not the same bug." + "reason": "Serve crashes in multimodal models, but one is string-to-device handling and the other is a missing processor tokenizer attribute." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Variable-name collision in Gemma3n forward vs Gemma4 PLE device mismatch under device_map=auto." + "reason": "Same Gemma family, but a variable-name collision in forward is unrelated to a PLE device mismatch." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert vs GPT-OSS MoE tensor-parallel issue; different parallelism failures." + "reason": "Different model-parallel failures: cudaErrorAssert on auto device mapping vs tensor-parallel not working." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Trainer early-stopping config bug vs Qwen2-VL multi-GPU training issue; no shared underlying defect." + "reason": "Early-stopping metric lookup/disablement is unrelated to a Qwen2-VL multi-GPU training request." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward vs static-cache slice arithmetic bug under torch.compile." + "reason": "Chunked generation inconsistency with compiled forward is a different cache/generation bug than static-cache seq-length arithmetic." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs missing pad_token_idx in StableLmConfig; unrelated model/config bugs." + "reason": "Qwen3-MoE sliding_window issue vs missing pad_token_idx in StableLmConfig; different failure surfaces." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "CamemBERT masked-LM prediction regression vs recurrent state reset with cache and seq_len>1; different generation/model behavior." + "reason": "Model-specific FP8 loading failure vs pipelines import failure due to kernels version/revision requirements." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "MoE FP8 loading failure vs kernels v0.15 import-time version/revision requirement; unrelated." + "reason": "CamemBERT masked-LM regression vs Qwen3.5 recurrent-state reset under cache." } ] }, @@ -5023,7 +5005,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:28530", "issue:29159", @@ -5101,190 +5083,190 @@ "issue:45072|issue:47050", "issue:45406|issue:45464" ], - "prepared_review_unit_hash": "e807293d531c00774036802b753350bed83aa2545bfb83a4a1b1fe60e373c11e", + "prepared_review_unit_hash": "57e7a5b4aa8e1ab451bd805991baf5a89711aee7a780345686fce4839d946fc8", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34927, - "estimated_input_tokens": 8732, - "estimated_eval_tokens": 17720 + "serialized_chars": 34922, + "estimated_input_tokens": 8731, + "estimated_eval_tokens": 17718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not contain any true duplicate pair; the soft similarities are mostly superficial (shared terms like tokenizer, offload, dtype, or model names) but the underlying bugs and code paths differ.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue stands out: the set spans unrelated bugs across tokenizers, multimodal processors, quantization/offload, config loading, export, and docs.", + "summary": "This cluster is a broad false-positive mix: the paired issues share surface vocabulary but not the same underlying bug or fix path, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is safe here; the set spans unrelated tokenizer, generation, loading, quantization, offload, and docs problems.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 43873 is the broadest and most active report, but it is still not a good canonical because the cluster is not actually about one problem.", + "best_issue_reason": "No global best issue for deduping: none of these issues appears to represent the others as the same concrete defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Both involve local-model workflows, but one is a cache-path collision with trust_remote_code and the other is permission propagation in save_pretrained; different bugs." + "reason": "Different bugs: local cache-path collision vs read-only permission propagation in save_pretrained." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "A CustomTrainer loss-signature TypeError is unrelated to a Qwen3 auto-device-map CUDA assert." + "reason": "Trainer API keyword mismatch is unrelated to a Qwen3 auto-device-map CUDA assert." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "LwDetrImageLoss AMP crashes and CanineModel ONNX dtype mismatches are separate model/export paths." + "reason": "Different code paths: AMP loss crash in LwDetrImageLoss vs ONNX export dtype mismatch in CanineModel." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer failures, but on different tokenizers and different failure modes; not the same underlying bug." + "reason": "Both are tokenizer problems, but one is NER padding/truncation crashes and the other is an AttributeError in MLukeTokenizer tasks handling." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is unrelated to an fp16 ONNX attention dtype mismatch." + "reason": "Chunked generation with compiled forward is unrelated to fp16 ONNX export dtype mismatch." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 incompatibility is a dependency/version issue, while TimesFM window_size is an AttributeError in a model API." + "reason": "Torch version compatibility is not the same defect as TimesFM window_size AttributeError." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "A Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload behavior are different config bugs." + "reason": "Config API discrepancy for Gemma3TextConfig is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric selection and void-segmentation-map processing are unrelated subsystems." + "reason": "Early-stopping metric lookup and void segmentation-map processing are separate failures." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 loading and Llava Next segfaults are distinct model-loading problems." + "reason": "Qwen3Moe FineGrainedFP8Config failure is a different loading/configuration issue from Llava Next segmentation faults." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "A CLIP bus error on macOS is not the same issue as progressive generation with inputs_embeds and past_key_values." + "reason": "MacOS bus error with a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing ValueError and Qwen3VL weight_only loading error are different failure points." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only from_pretrained error affect different model paths." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer load-time add_special_tokens conflict." + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer's add_special_tokens name conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "ImageProcessor void-segmentation handling and BarkProcessor voice_preset behavior are unrelated." + "reason": "Void segmentation map handling is unrelated to BarkProcessor voice_preset not working." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 apex FusedRMSNorm memory leak are different bugs." + "reason": "Quantization/offloading behavior and a T5 apex FusedRMSNorm memory leak are distinct bugs." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "int4 quantization OOM and version-dependent tokenization changes do not share a concrete code-path bug." + "reason": "Int4 quantization memory growth is unrelated to tokenization changes across versions." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and Canine fp16 ONNX dtype mismatch are separate issues." + "reason": "CPU offload incompatibility in rotary embedding is not the same as an ONNX fp16 attention dtype mismatch." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "A torch.compile SDPA failure in Bamba is unrelated to a BigBirdTokenizer special-token registration bug." + "reason": "torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption in v5 and from_pretrained behavior inside Python classes are not the same problem." + "reason": "Non-persistent buffer corruption in v5 is unrelated to inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different config/code-path issues." + "reason": "Qwen3-MoE sliding_window behavior and text_config unwrapping in composite configs are different model/config issues." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file loading breaks from_pretrained, whereas XLMRobertaTokenizer fails constructing Unigram from the wrong vocab type." + "reason": "gguf_file loading regression is unrelated to XLMRobertaTokenizer passing the wrong vocab type to Unigram." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are unrelated." + "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA asserts and GraniteSpeech PEFT local-checkpoint loading are different model-loading failures." + "reason": "Qwen3 device-mapping CUDA asserts and GraniteSpeech PEFT local-checkpoint loading failures do not share a concrete fix path." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch in Bark-small and packed-weight unpacking in BitNet/accelerate are distinct bugs." + "reason": "CPU offload device mismatch in Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash import warning is unrelated to undefined video-branch variables in multimodal token counting." + "reason": "Trailing-slash import warning and undefined video-branch symbols in _get_num_multimodal_tokens are unrelated." }, { "left": "issue:45072", "right": "issue:47050", "accept": false, - "reason": "These are both dtype issues, but they affect different models and execution modes (bfloat16 inference vs fp16 ONNX export)." + "reason": "bfloat16 inference dtype mismatches in SwitchTransformers/TimmWrapperModel are different from CanineModel fp16 ONNX export mismatch." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in transformers serve and Qwen3.5 streaming chat/completions failure are unrelated." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming chat/completions failures." } ] }, @@ -5306,7 +5288,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:34567", "issue:34634", @@ -5359,11 +5341,11 @@ ], "soft_pairs": [ "issue:43388|issue:45059", - "issue:43526|issue:43881", "issue:34567|issue:35707", "issue:43606|issue:43653", "issue:43531|issue:46821", "issue:34634|issue:41720", + "issue:43526|issue:43881", "issue:43540|issue:46858", "issue:45759|issue:45859", "issue:43531|issue:44589", @@ -5372,10 +5354,10 @@ "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44987|issue:45042", - "issue:44898|issue:45072", "issue:44062|issue:44451", - "issue:44625|issue:45479", + "issue:44898|issue:45072", "issue:43381|issue:43844", + "issue:44625|issue:45479", "issue:39692|issue:44610", "issue:44368|issue:45357", "issue:41720|issue:45704", @@ -5387,209 +5369,218 @@ "issue:42886|issue:44843", "issue:45704|issue:45923" ], - "prepared_review_unit_hash": "8a5506e1a69cf6440c8d2ef93f5800c2b38bd9013c31a45fb593d06572f48e4b", + "prepared_review_unit_hash": "3e0e6f6898fe69e09ffe99381b25b7a4b4a020bf3eedb43d0624aba6e1d83664", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36329, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "serialized_chars": 36326, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated issue reports across training, tokenization, multimodal processing, config/save-load, and device/offline behavior. None of the proposed soft edges look like the same underlying bug, so no merges are warranted.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated and should remain separate. The only strong duplicate-like pair is the offline tokenizer cache regression: issue:44843 gives the concrete root cause for the symptom described in issue:42886. Everything else spans different models, APIs, or failure modes.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44843 is the best canonical issue because it states the concrete failure mechanism (_patch_mistral_regex calling model_info() in offline mode) and cleanly explains the symptom reported in issue:42886.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest standalone report: it names the exact function (`_patch_mistral_regex`), the concrete failure (`model_info()` call in offline mode), and gives a clear, reproducible symptom.", + "best_issue_reason": "issue:44843 is the strongest issue to keep as the representative bug report: it is specific, reproducible, and root-cause oriented, while issue:42886 is the broader symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Both are vision/model bugs, but they concern different subsystems and failures: label gathering vs SAM3 text/box prompting." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "Unrelated: BeitImageProcessorFast label reduction vs glm-4v-9b load failure." + "reason": "Different subsystems and bugs: metric gathering/last-batch label dropping vs SAM3 text+box prompting behavior." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Different training issues: token accounting in TrainerState vs progressive generation with embeddings/past key values." + "reason": "Unrelated training-state counter bug vs generation with inputs_embeds/past_key_values." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different bugs in different components: CPU offload device mismatch vs tokenizer special-token registration/decoding." + "reason": "Device mismatch in Bark CPU offload vs tokenizer special-token decode failure; no shared code-path bug." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Different models and code paths: Qwen3-MoE sliding window handling vs TimesFM window_size attribute access." + "reason": "Both mention windowing, but they are different models and different failures (sliding_window vs window_size AttributeError)." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice preset handling is unrelated to Qwen3 auto device-mapping CUDA assertion." + "reason": "BarkProcessor voice_preset issue is unrelated to Qwen3 auto device mapping CUDA assertion." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction bug vs glm-4v-9b loading failure; not the same underlying defect." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe is unrelated to cache sequence-length arithmetic in static cache/compile." + "reason": "Qwen3OmniMoe video input ValueError is unrelated to static-cache seq-length arithmetic in torch.compile." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Same broad Qwen family, but different defects: config unwrapping vs rotary embedding CPU-offload incompatibility." + "reason": "Composite config unwrapping bug vs CPU-offload rotary embedding incompatibility; different code paths." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Completely different failures: sliding-window logic vs missing Float8 storage type." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a Float8 storage lookup TypeError." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both involve multimodal model loading, but one is save_pretrained key persistence and the other is text encoder weights not loading." + "reason": "Qwen3.5 save_pretrained visual-key regression vs Sam3Model text-encoder loading regression." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model load regressions, but they affect different models and likely different root causes." + "reason": "Both are tokenizer/model loading failures, but for different repositories and likely different causes." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post-init policy and Qwen3.5 num_labels propagation are unrelated config issues." + "reason": "patchtsmixer post_init policy issue is unrelated to Qwen3.5 num_labels propagation." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer initialization bug vs from_pretrained-in-Python-class inconsistency; different behavior and root cause." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different problems: model loading regression vs PIL image processors incorrectly requiring torchvision." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver resolution handling and dtype mismatches in inference are distinct bugs." + "reason": "Different problems: loading a specific model repo vs unnecessary torchvision dependency in PIL image processors." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to ScandiBERT load failure." + "reason": "AddedToken constructor duplication is not the same as ScandiBERT loading failure." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Shared theme of labels/config, but one is config propagation and the other is a zero-loss classification issue when num_labels=1." + "reason": "Perceiver positional-encoding resize failure vs dtype mismatch in bfloat16 inference are unrelated." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to gradient blow-up under ZeRO-3." + "reason": "Eval-mode checkpointing restriction and ZeRO-3 gradient inflation are different training issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation bug is distinct from degenerate zero-loss behavior with num_labels=1." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both touch examples/processors, but one is a broken docs example and the other is a processor/model image-size mismatch." + "reason": "Documentation/example errors and OmDet-Turbo processor/model size mismatch are different issues." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Warning about tie_word_embeddings in LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and T5 apex RMSNorm memory leak are unrelated." + "reason": "Qwen3 device-mapping CUDA assert and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different save/load failures: PEFT adapter checkpoint loading vs quantized model round-trip corruption." + "reason": "PEFT local checkpoint loading failure is not the same as quantized sinq save/load breakage." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation bug is unrelated to FA2 long-context performance regression." + "reason": "SmolVLM video padding bug vs FA2 long-context performance regression; not the same bug." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode error is unrelated to a T5 memory leak in fused RMSNorm." + "reason": "Gradient checkpointing eval-mode issue and T5 RMSNorm memory leak are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Tokenizer post-processor not updating at runtime is different from config custom token IDs being lost on save/load." + "reason": "Runtime special-token/post-processor update bug vs config save/load custom-token-id loss; different layers and symptoms." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both mention trainers, but one is SFT embedding unpacking and the other is evaluate() failing after train()." + "reason": "SFT embedding unpacking failure is unrelated to train-then-evaluate failure." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both mention HF_HUB_OFFLINE, but one is generic cache loading while the other is a specific unconditional model_info() call in a Mistral regex patch." + "accept": true, + "reason": "Both describe the same offline tokenizer-cache regression; 44843 identifies the concrete root cause in _patch_mistral_regex/model_info() while 42886 reports the user-facing symptom." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 memory leak and missing supports_gradient_checkpointing on Nemotron trust_remote_code are unrelated." + "reason": "Apex RMSNorm memory leak is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding error and generation performance regression are different failure modes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The representative-issue choice is grounded in the packet: 44843 is the concrete offline-mode root-cause report, while 42886 is the symptom report. The soft-edge verdicts are generally conservative and stay within what the titles support, with only one accepted duplicate-like pair and the rest clearly separated by model, API, or failure mode." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5604,7 +5595,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:30064", "issue:36010", @@ -5637,10 +5628,10 @@ "issue:44671", "issue:44898", "issue:44991", - "issue:44995", "issue:45081", "issue:45356", "issue:45381", + "issue:45507", "issue:45759", "issue:45834", "issue:45907", @@ -5666,241 +5657,234 @@ "issue:30064|issue:36010", "issue:43782|issue:45381", "issue:45081|issue:45356", - "issue:44995|issue:46858", + "issue:45507|issue:46858", "issue:43421|issue:44186", "issue:45356|issue:45907", "issue:39692|issue:43873", "issue:43720|issue:43819", - "issue:43653|issue:43720", "issue:43295|issue:45834", + "issue:43653|issue:43720", "issue:46829|issue:46832", "issue:43550|issue:43927", - "issue:45987|issue:46829", "issue:43550|issue:44361", + "issue:45987|issue:46829", "issue:43540|issue:46294", "issue:45381|issue:46693", "issue:44062|issue:44488", - "issue:43531|issue:43643", "issue:43596|issue:44220", + "issue:43531|issue:43643", "issue:43611|issue:46665", - "issue:44186|issue:44898", "issue:41720|issue:44991", - "issue:43653|issue:43819" + "issue:44186|issue:44898" ], - "prepared_review_unit_hash": "f5394fa03ad6d6a3baf64eabf4c61332214f7479bf92b0211ac9e3da909dffc7", + "prepared_review_unit_hash": "eafbc663cac856e8d6980d1b53f492f840e21f80e8d0524e5a035823aeecfe2b", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37099, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "soft_pair_count": 29, + "serialized_chars": 36757, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a heterogeneous set of unrelated bug reports across different models, tokenizers, caches, and loading paths. The only clear duplicate is the Qwen2_5_VLProcessor batched apply_chat_template crash pair.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44545 is the clearest representative of the only exact duplicate pair: it has the same failure mode and title as issue:44514, with slightly more inbound references.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across different models/subsystems; only the Qwen2_5_VLProcessor batched `apply_chat_template` crash looks like a true duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the clearest canonical report for the duplicate Qwen2_5_VLProcessor batched `apply_chat_template` / `padding=False` crash; issue:44545 is the same bug with a near-identical title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best issue representative for the cluster because it is the only strong duplicate target and clearly captures the shared Qwen2_5_VLProcessor padding=False crash.", + "best_issue_reason": "issue:44514 is the best issue representative because it is the earliest and most explicit report of the only strong duplicate in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same underlying bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + "reason": "Same processor, same batched `apply_chat_template` crash when `padding=False`; titles are effectively identical." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different problems: composite Qwen multimodal config handling vs missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "Both involve loading/config behavior, but one is `text_config` unwrapping in composite Qwen multimodal configs and the other is a missing `supports_gradient_checkpointing` flag." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different areas: PEFT/local checkpoint loading for GraniteSpeech vs quantization offloading behavior." + "reason": "Different bugs: PEFT adapter local checkpoint loading vs quantization/offloading behavior." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both mention model quality, but they are different model families and different failure modes." + "reason": "Different model families and symptoms: SigLIP2 nonsensical outputs vs CamemBERT MLM prediction regression." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and quantization issue; the other is an implementation-vs-JAX discrepancy." + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is an implementation discrepancy with the original JAX model." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Unrelated: Mamba2 use_cache correctness vs a T5 decoder input validation error message." + "reason": "Unrelated code paths: Mamba2 cache corruption with `use_cache` vs a T5 decoder input validation error message." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Shared tokenizer theme only; one is runtime special-token updates, the other is BigBirdTokenizer decode/registration behavior." + "reason": "One is a backend post-processor update bug for runtime special-token changes; the other is a BigBirdTokenizer mask-token registration issue." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor segmentation-map handling vs GenerationMixin import failure." + "reason": "Completely unrelated: image processor segmentation-map handling vs a `GenerationMixin` import error." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL issues with different paths and symptoms; not the same bug." + "reason": "Different Qwen VL issues: `from_pretrained(..., weight_only=True)` failure vs incorrect `vision_position_ids` for video input." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer/regression wording, but the concrete failures and affected models differ." + "reason": "Both concern tokenizer regex handling, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 regression with codec handling and warnings." }, { - "left": "issue:44995", + "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "Both involve cache behavior, but the bug contexts are different: stale indexer cache vs static-cache seq_length tensor arithmetic." + "reason": "Different areas entirely: GraniteMoEHybrid invalid method call vs static-cache seq-length returning a device tensor." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer bugs: special-token post-processor updates vs LayoutLMv2 NER/padding crashes." + "reason": "Both are tokenizer-related, but the concrete failures differ: runtime special-token update vs LayoutLMv2 NER/padding/truncation crashes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs hub API revision forwarding; unrelated." + "reason": "Tokenizer regression vs a CI bug in `list_repo_files` argument forwarding; no shared underlying defect." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to quantization/offloading behavior." + "reason": "SigLIP2 docs/example issues are unrelated to quantization/offloading behavior." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model code paths: packed-weight loading vs DAC latent reconstruction mismatch." + "reason": "Different model/runtime bugs: BitNet packed-weight loading vs DAC `from_latents` mismatch due to missing STE." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer special-token registration issue vs BitNet packed-weight loading; unrelated." + "reason": "Both are multimodal loading/processing issues, but one is a regression in processor/tokenizer access and the other is a Kosmos2.5 long-OCR index error." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Different multimodal regressions: processor/tokenizer API breakage vs Kosmos2.5 OCR index error." + "reason": "Different subsystems: tokenizer special-token decode bug vs BitNet accelerate-loading unpacking bug." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different model heads and failures: output field mismatch vs RT-DETR feature-level type error." + "reason": "Different outputs/errors: VideoPrism hidden_states plumbing vs RT-DETR feature-level mismatch in forward." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs DiaConfig save/load token ID loss." + "reason": "Unrelated bugs: torch.compile + SDPA on Bamba-9B-v2 vs DiaConfig losing custom token IDs after save/load." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Cache API return-type bug vs VideoPrism output misassignment; different code paths." + "reason": "Different failures in different models: torch.compile/SDPA issue vs MLukeTokenizer AttributeError." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Unrelated: Bamba torch.compile issue vs MLukeTokenizer AttributeError." + "reason": "StaticCache length contract bug vs VideoPrism output field misassignment; no shared bug." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-input issues in Qwen models, but the concrete failures and model classes differ enough that they do not look like the same bug." + "reason": "Both concern video input, but they are different Qwen model families and different failure modes." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position-id bug vs FA2 long-context performance regression; unrelated." + "reason": "Video position-id bug in Qwen2.5-VL is unrelated to FA2 long-context performance regression." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-kwarg TypeError vs failing to load a specific tokenizer/model; not the same underlying defect." - }, - { - "left": "issue:43531", - "right": "issue:43643", - "accept": false, - "reason": "Different areas: Qwen3-MoE sliding window behavior vs AutoConfig trust_remote_code field loss." + "reason": "A tokenizer `AddedToken` constructor error is not the same as a model/tokenizer load failure for `cjvt/sleng-bert`." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "BertModel/deepspeed zero3 init IndexError is unrelated to _torch_extract_fbank_features." + "reason": "Completely unrelated: Deepspeed ZeRO-3/BertModel index error vs `_torch_extract_fbank_features()` issue." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Both involve loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior in Python classes." + "reason": "Qwen3-MoE sliding-window behavior vs `trust_remote_code=True` config field loss are distinct bugs." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Different model/tokenizer families and different failures." + "reason": "Both involve `from_pretrained`, but one is a `base_model_prefix` regression and the other is inconsistent behavior inside Python classes." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Unrelated: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for a RoBERTa model." + "reason": "Qwen3 device-mapping CUDA assert and tokenizer-loading failure for EMBEDDIA/est-roberta are unrelated." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer special-token bug vs DAC latent conversion mismatch; unrelated." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Perceiver non-default resolution image-classification failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The single accepted soft pair, issue:44514 and issue:44545, is well supported by the matching titles and failure mode, and the rest of the verdicts stay conservative rather than overclaiming duplicates. The canonical/best issue rationale is also consistent with the evidence." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514 and issue:44545, is well supported by near-identical titles and matching failure mode. The remaining pair rejections are cautious and the rationale does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -5919,7 +5903,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:30064", "issue:34634", @@ -5935,20 +5919,19 @@ "issue:43618", "issue:43643", "issue:43644", + "issue:43653", "issue:43697", "issue:43749", "issue:43756", "issue:43782", "issue:43819", - "issue:43825", - "issue:43994", "issue:44008", "issue:44186", "issue:44220", "issue:44442", "issue:44448", - "issue:44479", "issue:44488", + "issue:44561", "issue:44661", "issue:44671", "issue:44811", @@ -5957,6 +5940,7 @@ "issue:44877", "issue:44977", "issue:44991", + "issue:45020", "issue:45072", "issue:45081", "issue:45084", @@ -5972,11 +5956,12 @@ ], "soft_pairs": [ "issue:30064|issue:36331", + "issue:43653|issue:43819", "issue:44220|issue:44661", "issue:44008|issue:46858", "issue:45987|issue:46932", - "issue:43618|issue:43697", "issue:43335|issue:43756", + "issue:43618|issue:43697", "issue:44488|issue:47020", "issue:43550|issue:43819", "issue:43643|issue:44877", @@ -5984,9 +5969,9 @@ "issue:44821|issue:45084", "issue:39692|issue:45834", "issue:34634|issue:36010", + "issue:43540|issue:44008", "issue:44448|issue:44671", "issue:44186|issue:44442", - "issue:43540|issue:44008", "issue:45584|issue:45834", "issue:45183|issue:45479", "issue:43322|issue:45685", @@ -5995,193 +5980,192 @@ "issue:43606|issue:45072", "issue:43421|issue:44811", "issue:43782|issue:44977", - "issue:43825|issue:43994", - "issue:44479|issue:45834" + "issue:44561|issue:45020" ], - "prepared_review_unit_hash": "ff0b3c1a52338383bc9fd3d4a2d47a610180f8a8838dab89a63f8fda61b64349", + "prepared_review_unit_hash": "f3473e8d4e7da5ff620a2a4e1618bafb15da652079726bbebad1a2eb41fd2830", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35637, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "serialized_chars": 35598, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 }, "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 bugs, with a few loose theme overlaps around tokenizer/model loading and v5 regressions. I did not find any soft pair that looks like the same underlying bug, so I would not merge any of them as duplicates. The most representative single issue is the Mistral tokenizer patching regression in #44843 because it is a concrete core-path loading bug with broader impact than the rest.", - "confidence": 0.67, - "canonical_issue_reason": "#44843 is the strongest representative issue: it is a concrete core tokenizer-loading regression in `_patch_mistral_regex`, affects offline mode directly, and sits in a broadly used path rather than a model-specific edge case.", + "summary": "No strong duplicate pairs here; the set is mostly a collection of distinct Transformers issues with a few thematic overlaps around remote-code/tokenizer loading and cache/runtime regressions.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the overlapping remote_code regression theme and is the clearest cluster anchor among otherwise mostly unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "#44843 is the best overall issue to anchor the cluster because it is the clearest high-signal bug in a core code path, and it aligns with the small subset of tokenizer-loading-related items better than the more model-specific reports.", + "best_issue_reason": "Issue 45020 is the best overall representative because it is broad, concrete, and central to the few adjacent remote_code/config-loading reports without being overly narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Different subsystems and failure modes: image processor segmentation-map handling vs trainer `compute_loss` signature mismatch." + "reason": "Different subsystems and failures: image processor segmentation-map handling vs trainer loss-signature mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs audio codec latent/STE mismatch; no shared code path." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs tokenizer-mapping utility failure; no shared underlying code path." + "reason": "Audio feature extraction helper issue vs tokenizer mapping/name-generation issue; unrelated concrete bugs." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable name collision in forward pass vs static-cache sequence-length tensor bug; unrelated." + "reason": "Gemma3n variable-name collision in forward vs static-cache seq-length returning a tensor; different code paths." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache return-type contract issue vs Gemma4 quantized embedders dtype casting; different bugs." + "reason": "Both mention shape/dtype issues, but one is cache-length contract breakage and the other is Gemma4 quantized embedder casting." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both are v5 regressions, but they affect different models and different behaviors; not the same concrete defect." + "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE-layer selection bug; not the same change." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer count bug; unrelated model configuration issues." + "reason": "Missing CLIPOutput attentions assignment vs RTDetrV2 output differences; different models and behaviors." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Both involve tokenizer loading, but one is a specific model load failure and the other is a constructor type mismatch in XLMRobertaTokenizer; different root causes." + "reason": "Both are tokenizer-loading problems, but one is a specific model load failure and the other is a Unigram vocab type mismatch." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile/SDPA problem in Bamba-9B-v2 vs DAC latent decoding mismatch; no shared bug." + "reason": "torch.compile/SDPA failure in Bamba vs DAC from_latents forward mismatch; different model internals and bugs." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading related, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different mechanisms." + "reason": "Both involve config/remote-code loading, but one is missing fields from AutoConfig and the other is strict config rejection for granite_speech." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper name, but distinct failures: one is an unconditional Hub call breaking offline mode, the other is an AttributeError on `backend_tokenizer`; not the same bug." + "reason": "Both touch mistral regex helpers, but one is an offline model_info call and the other is a backend_tokenizer attribute crash." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading vs template-node compilation error; unrelated." + "reason": "URL-based AutoImageProcessor loading vs template-node compilation error; unrelated failures." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc example errors vs Kosmos2.5 long-OCR index error; different models and code paths." + "reason": "SigLIP2 docs example errors vs Kosmos2.5 long-OCR index error; no shared underlying bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor preset handling vs `GenerationMixin` import error; unrelated issues." + "reason": "BarkProcessor voice_preset behavior vs GenerationMixin import regression; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3Omni video-input processing vs Gemma3n audio-mask attribute collision; different models and code paths." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 behavior changes, but they concern different models and symptoms; not a single duplicate bug." + "reason": "Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction bug; different model-specific regressions." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding vs FastSpeech2Conformer tokenizer loading failure; unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Video-input processing regression vs Gemma3n attribute collision in forward; different problems." + "reason": "LayoutLMv2 tokenizer batching/NER crash vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer; unrelated." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription failure vs Kosmos2.5 OCR length issue; unrelated." + "reason": "Whisper empty-generation after token alignment vs Kosmos2.5 long-input index error; distinct issues." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation messaging bug vs sequence-classification zero-loss bug; different code paths." + "reason": "Input validation XOR error vs degenerate zero-loss classification behavior; different model logic." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next load-time segmentation fault vs MPS histogram Int support issue; unrelated." + "reason": "Llava Next loading segfault vs MPS histogram Int limitation; not the same bug or fix." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization regression vs FSDP CPU RAM efficient loading breakage; different bugs." + "reason": "Non-persistent buffers junk in v5 vs FSDP CPU RAM efficient loading broken; both loading-related but different mechanisms." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading related, but one is a model-specific v5 load failure and the other is an XLMRobertaTokenizer constructor bug; not the same underlying defect." + "reason": "Both are tokenizer-related, but one is a model-specific load failure and the other is a constructor/vocab-sequence mismatch." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch in Bark vs dtype mismatch in bfloat16 inference; unrelated." + "reason": "CPU offload device mismatch in Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper; different concrete code paths." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor sync bug vs Whisper `batch_decode` skip-special-tokens handling; different layers and behaviors." + "reason": "Runtime post-processor sync for special tokens vs Whisper batch_decode skip_special_tokens handling; similar area, different bug." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight-only loading error vs Qwen3.5 flash-attention generation bug; unrelated." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "Pipeline error-message wording bug vs SigLIP2 nonsensical outputs; not the same change or bug." + "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation issue; unrelated failures." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Qwen video-input regression vs Kosmos2.5 OCR long-input index error; unrelated." + "reason": "Both concern remote_code regressions, but one is specifically due to removing is_torch_fx_available while the other is a broader version-loading breakage; not the same concrete code-path." } ] }, @@ -6203,14 +6187,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36331", "issue:42175", - "issue:43262", "issue:43388", "issue:43540", "issue:43550", @@ -6222,25 +6205,25 @@ "issue:43749", "issue:43782", "issue:43818", - "issue:43819", "issue:43825", "issue:43827", "issue:43931", + "issue:43994", "issue:44008", "issue:44291", - "issue:44561", + "issue:44479", "issue:44610", "issue:44671", "issue:44805", "issue:44936", "issue:44991", "issue:45003", - "issue:45020", "issue:45072", "issue:45081", "issue:45325", "issue:45381", "issue:45701", + "issue:45834", "issue:46032", "issue:46175", "issue:46285", @@ -6255,227 +6238,224 @@ "issue:46932" ], "soft_pairs": [ + "issue:44479|issue:45834", "issue:43577|issue:43818", - "issue:44561|issue:45020", + "issue:44991|issue:46291", "issue:43550|issue:45072", "issue:43388|issue:46032", - "issue:44991|issue:46291", "issue:43582|issue:46512", + "issue:43825|issue:43994", "issue:46294|issue:46463", "issue:43716|issue:44008", "issue:44805|issue:44936", "issue:43931|issue:46846", "issue:43540|issue:45381", - "issue:44610|issue:45072", "issue:28218|issue:29159", + "issue:44610|issue:45072", "issue:43749|issue:44291", "issue:43720|issue:45072", - "issue:43825|issue:43827", "issue:43645|issue:46665", + "issue:43825|issue:43827", "issue:44671|issue:45701", - "issue:43577|issue:43582", "issue:34634|issue:36331", + "issue:43577|issue:43582", "issue:42175|issue:45081", "issue:46175|issue:46932", "issue:46697|issue:46728", "issue:45003|issue:46285", - "issue:43782|issue:45325", - "issue:43262|issue:43819" + "issue:43782|issue:45325" ], - "prepared_review_unit_hash": "d537908c4026ce8e338ec3acc7e3af029667e5dd893a32f5bfea6c81c12061b5", + "prepared_review_unit_hash": "3e1fde08b77079a0d26dc89bd67854b00d8f6a639edbc3167c2e6b71f8dcb732", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 36103, - "estimated_input_tokens": 9026, - "estimated_eval_tokens": 18308 + "serialized_chars": 35492, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated bug reports. The only soft edge that looks like a true duplicate is the tokenizer spacing issue paired with the broader slow-vs-fast tokenizer inconsistency report.", - "confidence": 0.68, - "canonical_issue_reason": "issue:29159 is the better duplicate target for the tokenizer spacing bug because it states the broader slow/fast tokenizer inconsistency that likely subsumes the added-token extra-space symptom in issue:28218.", + "summary": "This cluster is highly heterogeneous; the soft pairs mostly share only broad subsystem overlap, not the same concrete bug. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate emerges from this set; if one issue must represent the cluster, issue 45701 is the broadest umbrella report about version-dependent tokenization changes and has the most inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the strongest standalone representative overall: it has the broadest tokenization-regression scope and higher external signal than the other candidates.", + "best_issue_reason": "Issue 45701 is the most generic and central-sounding report in an otherwise mixed cluster, so it is the best loose representative for the tokenization/version-regression slice.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are runtime failures, but one is a video-input regression across Qwen VL models and the other is an OCR long-input indexing bug in Kosmos2.5; different models and root causes." + }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different models and failures: dtype casting in BLIP2 vs missing temporal attention/weight sharing in Video-LLaVA." + "reason": "BLIP2 dtype loading mismatch and Video-LLaVA temporal-attention/weight-sharing bug are unrelated multimodal model issues." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Related theme, but not the same bug: one is a specific API removal (`is_torch_fx_available`), the other is a broad remote_code regression report." + "reason": "Tokenizer loading failure and pipeline import failure stem from different code paths and dependencies; not the same bug." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different code paths and symptoms: torch.compile/SDPA failure vs bfloat16 dtype mismatch in other models." + "reason": "Bamba torch.compile+SDPA failure and bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel are distinct model/runtime problems." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Unrelated: metric gathering drops labels in the last batch vs incorrect `use_cache` behavior in Mamba2Mixer." + "reason": "One is a distributed metrics batching issue, the other is a cache correctness bug in Mamba2Mixer; different functionality and symptoms." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Different problems: tokenizer loading regression vs pipeline import failure due to kernels dependency requirements." + "reason": "Both mention dtype/loading-adjacent behavior, but Apple Silicon warmup TypeError and stale config.dtype after from_config are different APIs and failures." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Apple Silicon TypeError in allocator warmup is unrelated to stale `config.dtype` after `from_config(dtype=...)`." + "reason": "Error-message wording for removed translation pipelines is not the same as SigLIP2 producing nonsensical outputs in AutoModel/pipeline." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Both are input/validation bugs, but they affect different models and different validation logic." + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation messaging are unrelated model-specific bugs." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different model families and failure modes: image-preprocessor dtype mismatch vs a Gemma3n variable-name collision." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma 3n variable-name collision in forward() are different multimodal issues." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "One is a mask/index shape error, the other is an evaluator/trainer lifecycle failure; not the same underlying bug." + "reason": "These are different failure modes: a mask/index shape mismatch versus trainer.evaluate() breaking after train()." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both mention Qwen3-VL, but one is a load-time weight mismatch and the other is a tensor-parallel plan omission." + "reason": "Both involve Qwen models and shapes, but one is a load-time weight mismatch and the other is a tensor-parallel planning/OOM issue." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different models and mechanisms: Qwen3OmniMoe video processing vs Qwen2.5-VL position-id computation." + "reason": "Both concern video inputs, but they affect different Qwen model families and different internals (chat template vs rope/position IDs)." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Processor image-size mismatch is unrelated to dtype mismatch in bfloat16 inference." + "reason": "Tokenizer spacing after added tokens and slow/fast tokenizer inconsistency are related only at a high level; they are not the same concrete bug." }, { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "Same tokenizer symptom family: the extra-space-after-added-token bug is a concrete manifestation of the broader slow/fast tokenizer inconsistency." + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and dtype mismatch in bf16 inference are unrelated issues." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern loading flows, but one is FSDP CPU RAM efficient loading and the other is an `init_empty_weights` argument error." + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized argument handling are different loading-path regressions." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures: packed-weight unpacking during accelerate loading vs dtype mismatch in inference." + "reason": "BitNet packed-weight unpacking during accelerate loading and bf16 dtype mismatch in inference are not the same code-path problem." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "Related to pipeline deprecation, but one is an error message and the other is stale documentation; not the same bug." + "reason": "Jupyter custom-model initialization breakage and from_pretrained inconsistency inside Python classes are both UX/loading-related but distinct bugs." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Both involve custom-model initialization, but the notebook-specific v5 breakage is not the same as `from_pretrained` behavior inside Python classes." + "reason": "These are both about pipeline deprecations, but one is a runtime error message and the other is stale documentation; not a single fix." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Tokenization is involved, but one report is incorrect masked-LM predictions and the other is a broad version-related tokenization change." + "reason": "CamemBERT masked-LM prediction regression is a model-specific inference bug, not the broad tokenizer-version behavior change reported in 45701." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Unrelated: BLIP2 dtype handling vs allocator warmup TypeError on Apple Silicon." + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Different areas entirely: BarkProcessor voice_preset vs CustomTrainer loss-signature error." + "reason": "Both touch loading/dtype-adjacent areas, but BLIP2 dtype loading and Apple Silicon warmup TypeError are distinct failures." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "No shared underlying bug: backend package installation issue vs Mistral tokenizer regex patch crash." + "reason": "Missing TensorFlow in a torch-only install and a Mistral tokenizer regex patch crash are completely different concerns." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Gemma4 memory-heavy position embedding implementation is unrelated to quantized dtype casting fixes." + "reason": "Both are Gemma4 issues, but one is a huge one-hot position-embedding implementation and the other is dtype casting for quantized embedders." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Different image-processing bugs: over-padding vs incorrect patch-count computation." + "reason": "Swin2SR over-padding and Aria patch-count miscalculation both involve image preprocessing, but they are different algorithms and bugs." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "One is a `sys.modules` access issue, the other is an inconsistent CLIP model structure change." + "reason": "Unsafe sys.modules access in modeling_utils and CLIPTextModel structural inconsistency are unrelated implementation issues." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-VL bugs: `weight_only=True` loading error vs rope index scaling for still images." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent conversion are unrelated." + "reason": "Qwen3VL weight-only loading error and Qwen2.5-VL rope-index scaling bug are different model families and different failure modes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the tokenizer pair is the only plausible duplicate-like soft edge, and the broad representative / canonical-target choices are conservative and supported by the titles and reference counts. The rejected soft pairs are generally justified by clearly different models, subsystems, or failure modes." - }, - "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 }, @@ -6490,7 +6470,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:36010", "issue:36331", @@ -6542,6 +6522,7 @@ "issue:46326" ], "soft_pairs": [ + "issue:43262|issue:43819", "issue:43653|issue:44912", "issue:43582|issue:44857", "issue:45372|issue:46326", @@ -6553,16 +6534,16 @@ "issue:43526|issue:43697", "issue:43257|issue:43329", "issue:36010|issue:36331", - "issue:45081|issue:45406", "issue:43452|issue:44991", + "issue:45081|issue:45406", "issue:44060|issue:44368", "issue:43638|issue:44936", - "issue:43329|issue:45600", - "issue:43819|issue:43927", "issue:43531|issue:45042", - "issue:43526|issue:44554", - "issue:45084|issue:45538", + "issue:43819|issue:43927", "issue:42175|issue:46291", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", "issue:43746|issue:44811", "issue:42490|issue:43257", "issue:43854|issue:44977", @@ -6571,202 +6552,208 @@ "issue:39692|issue:44912", "issue:43262|issue:44811" ], - "prepared_review_unit_hash": "b89f5dcb0317705ea5e3cb0f70868e2fef66593782680cfde9826833821c240d", + "prepared_review_unit_hash": "334500e3da9ad8cda688747b8915451e9679a9987375de6df1a64a40d619f659", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36502, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "soft_pair_count": 29, + "serialized_chars": 36798, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of distinct Transformers issues around model loading, configs, tokenizers, and processor behavior. The soft-similarity pairs look related at a high level, but not like the same concrete bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45020 is the broadest, most representative loading/regression report in the set and has relatively strong discussion activity, so it is the best single issue anchor for the cluster.", + "summary": "This cluster is highly heterogeneous: the paired issues share only superficial theme-level similarity, not the same concrete bug. I would not merge any of the soft edges as duplicates. If forced to pick a canonical issue, the broadest umbrella regression report is the best fit.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45020 is the most umbrella-like report in the set, describing a broad regression across recent Transformers versions and remote_code models rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the strongest general-purpose representative: it covers a wide recent-regression class rather than a narrow model-specific symptom, and it has enough activity to serve as a useful triage target.", + "best_issue_reason": "issue:45020 has the widest apparent scope and the clearest potential to subsume related version-regression reports, so it is the best single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems and failures: audio chat template sampling-rate defaults vs DAC latent reconstruction/STE mismatch." + }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Different bugs: tokenizer special-token registration vs MXFP4 quantization fallback." + "reason": "Tokenizer special-token registration bug vs quantization/load fallback issue for a different model." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Unrelated failures on different platforms and code paths: Apple Silicon allocator warmup vs CUDA AMP loss." + "reason": "Apple Silicon warmup TypeError and CUDA float16 loss crash are unrelated code paths." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is an import error for Gemma 4 loading and the other is a continue_final_message tokenizer behavior bug; not the same fix." + "reason": "Different Mistral-common related failures: missing ReasoningEffort import vs continue_final_message behavior." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." + "reason": "Float8 storage lookup failure is unrelated to PIL image processor torchvision dependency handling." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both are loading failures, but one is a specific MobileLLM key error and the other is a broad remote_code regression; not the same code-path bug." + "reason": "A single model load KeyError is not the same concrete bug as the broad remote_code regression report." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile + SDPA issue for Bamba is unrelated to MXFP4 quantization loading." + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are separate model/runtime issues." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an older issue is not the same as an FP8 inference failure on B200." + "reason": "An isolated reproduction of an older issue is not the same underlying FP8-on-B200 inference bug." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error and Jupyter custom-model initialization regression are different failures." + "reason": "Importing GenerationMixin and Jupyter custom model initialization failures are distinct breakages." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output drift." + "reason": "BEiT reduce_labels behavior and RTDetrV2 output drift are different image-model bugs." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different areas: Qwen3 MoE weight conversion vs multimodal video token counting undefined variables." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to undefined multimodal token helper functions." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are separate API regressions." + "reason": "Import path breakage and CustomTrainer.compute_loss signature mismatch are unrelated API changes." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Both touch tokenizer/processor loading, but they fail on different missing attributes and different components." + "reason": "gguf_file handling for auto classes is different from tokenizer loading failure for a specific model." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "gguf_file breaks from_pretrained flows, while est-roberta fails as a tokenizer-loading regression; not the same defect." + "reason": "Mistral regex patch crash and Gemma4 processor missing _tokenizer are different attributes and code paths." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen tied-weight warnings, but one is about incorrect parameter tying and the other about a config warning during LoRA fine-tuning." + "reason": "Both mention tied-weights warnings, but they affect different Qwen variants and appear to be different warning mechanisms, not one exact bug." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error and evaluate-after-train failure do not share the same underlying bug." + "reason": "Zero-sized tensor IndexError during zero3 training is unrelated to evaluate-after-train failure." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Multimodal token counting bug and stale auto_mappings CI breakage are unrelated." + "reason": "Qwen3-MoE sliding_window behavior has no concrete overlap with PIL backend torchvision requirements." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC from_latents mismatch and DiaConfig save/load token ID loss are different model/config correctness issues." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token ID loss are different generation/model-state bugs." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency handling." + "reason": "Missing tensorflow in an install extra is unrelated to kernels v0.15 import-time requirement failures." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and MPS attention correctness issue affect different subsystems." + "reason": "Undefined multimodal token helper functions and stale auto_mappings config references are unrelated maintenance bugs." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer model_max_length handling are unrelated." + "reason": "Template-node compilation error and CLIPTokenizer max-length constant are unrelated tokenizer/template issues." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Packaging/backend dependency omission and kernels import-version requirement are different installation/import problems." + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading failure for GraniteSpeech is not the same as Whisper batch_decode skip_special_tokens behavior." + "reason": "Local checkpoint loading with PEFT adapters and Whisper batch_decode skip_special_tokens are different processor/model-loading bugs." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path slash import warning and Qwen3 MoE weight conversion are unrelated." + "reason": "Trailing-slash local path import warning is unrelated to Qwen3 MOE weight conversion." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash load/test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different model-specific regressions." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config handling, but one loses fields with trust_remote_code and the other fails to unwrap text_config in from_config; separate code paths." + "reason": "trust_remote_code config field loss and composite Qwen config unwrapping are different config-loading problems." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model input-size mismatch are different image-processor issues." + "reason": "SigLIP2 zero-probability behavior and OmDet-Turbo input-size mismatch are unrelated vision-model issues." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs/quantization example errors are unrelated to MXFP4 loading fallback for git-oss-20b." + "reason": "SigLIP2 docs/quantization example problems are not the same as git-oss-20b MXFP4 loading fallback." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio apply_chat_template sample-rate default bug is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are distinct processor bugs." } ] }, @@ -6788,7 +6775,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:28282", "issue:29159", @@ -6842,13 +6829,13 @@ "issue:43257|issue:43696", "issue:44387|issue:44617", "issue:43329|issue:43450", - "issue:43329|issue:44479", "issue:43257|issue:43931", - "issue:45459|issue:45803", - "issue:34567|issue:40990", + "issue:43329|issue:44479", "issue:42915|issue:43742", - "issue:46421|issue:46424", + "issue:34567|issue:40990", + "issue:45459|issue:45803", "issue:44291|issue:45042", + "issue:46421|issue:46424", "issue:43650|issue:43906", "issue:42915|issue:44821", "issue:29159|issue:34567", @@ -6856,214 +6843,211 @@ "issue:28282|issue:29870", "issue:43540|issue:46701", "issue:43525|issue:46291", - "issue:43454|issue:43577", "issue:43927|issue:44912", "issue:44568|issue:45356", - "issue:28282|issue:34689", "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43454|issue:43577", "issue:43425|issue:46291", "issue:33357|issue:34567", - "issue:44857|issue:46832", "issue:43697|issue:45357", + "issue:44857|issue:46832", "issue:43404|issue:45127" ], - "prepared_review_unit_hash": "9dde09c221032f107dcbedffdeb8b9d9714ac5c2d919257d593c6c1e9fa46aa6", + "prepared_review_unit_hash": "30849e096bbc56c30a802f2c356b2710ad9f68d90871887d55d5a4ca3d0a2b93", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35307, - "estimated_input_tokens": 8827, - "estimated_eval_tokens": 17910 + "serialized_chars": 35309, + "estimated_input_tokens": 8828, + "estimated_eval_tokens": 17912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated issues about tokenizers, model loading, multimodal/video processing, quantization, cache behavior, and OOMs. None of the soft edges looks like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this set: the items cover distinct bugs across different subsystems and models, so there is no clear duplicate anchor.", + "summary": "This cluster is mostly a set of unrelated closed issues that only share broad topical overlap (loading, tokenizer, multimodal, cache, OOM, etc.). I found one plausible true duplicate pair around multimodal video token handling in Qwen VLM processors; the rest look like distinct bugs or regressions.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43329 is the clearest representative because it names a specific failing code path (`_get_num_multimodal_tokens` video branch) and a concrete multi-processor impact, making it the most actionable issue in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for dedupe triage here because the cluster is not coherent; a single best issue would be misleading.", + "best_issue_reason": "Issue 43329 is the best overall issue to anchor the cluster: it is specific, technically grounded, and its symptom/risk spans multiple VLM processors rather than a single model quirk.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Both involve Qwen/MoE loading, but one is a weight-conversion bug under accelerate+deepspeed and the other is a CUDA OOM on gpt-oss-20b; different failures and code paths." + "reason": "Both are model-loading/quantization themed, but one is Qwen3 MoE conversion under accelerate+deepspeed and the other is GPT-oss OOM; different failure modes and code paths." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM-related, but one is int4 quantization memory growth in Transformers 5.x and the other is Sam3Video CUDA OOM; not the same bug." + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression while the other is a model-specific CUDA OOM in Sam3Video; not the same bug." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "One is an undefined-variable bug in multimodal token counting; the other is a batched video processor shape issue. Similar area, different defect." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "Both mention video inputs, but 43329 is a token-counting helper bug while 44479 is a broader v5.3.0 video regression across multiple models." + "reason": "One is a video-token-counting helper bug in multimodal processors; the other is a batched video processor shape bug. Related area, but different concrete failures." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different loading failures: conversion with accelerate/deepspeed versus weight-shape mismatch for Qwen3-VL-30B." + "reason": "Different loading problems: Qwen3 MoE weight conversion vs Qwen3-VL weight-shape mismatch. Similar model family, not the same underlying issue." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input regression in Qwen VLM processor code paths; 43329 gives the concrete helper-level root cause, while 44479 describes the broader affected-model regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Both concern exception handling, but they are separate tokenizer/data-conversion functions with different failure modes and fixes." + "reason": "One is FineGrainedFP8 loading failure for Qwen3Moe, the other is a MobileLLM key error; no shared bug mechanism." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Unrelated problems: training token counts not updating versus extremely high perplexity on a model evaluation benchmark." + "reason": "Trainer token accounting not updating is unrelated to GPT-oss perplexity behavior." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "A FineGrainedFP8Config failure on Qwen3Moe is unrelated to a key error loading MobileLLM-125M." + "reason": "Both are about hiding errors, but they affect different tokenizer/image-processing code paths and different failure classes." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both are cache-related, but one is lazy-init causing recompilation and the other is max_cache_length behavior for quantized cache only; not the same bug." + "reason": "One is an init_empty_weights argument incompatibility; the other is an image processor dependency regression. Same release window, different bug." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Different subsystems and errors: init_empty_weights sees an unexpected argument, while image processors incorrectly require torchvision." + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored outside quantized cache; not the same defect." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No real duplication; one is an invalid/empty issue, the other is an isolated reproduction of a separate bug." + "reason": "The first is an invalid/placeholder issue title; the second is a real reproduction of another issue. They are not duplicates." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Tokenizer slow/fast inconsistency is unrelated to trainer token-count tracking." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different bugs: FSDP CPU RAM efficient loading broken versus mmap causing OOM on Strix Halo." + "reason": "Both can lead to memory issues, but one is FSDP CPU RAM efficient loading and the other is mmap on Strix Halo; different code paths and fixes." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to Bart generate() using decoder_attention_mask before assignment." + "reason": "ImportError for missing PyTorch is unrelated to Bart generate's unbound decoder_attention_mask bug." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Both touch multimodal/video-ish pipelines, but they are different models and different failures." + "reason": "Different multimodal pipeline failures affecting different model families and different symptom surfaces." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to pipelines import failing on kernels v0.15 dependency requirements." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "Different model-loading bugs: untied lm_head weights in AyaVision versus dtype staying float32 in Blip2." + "reason": "Llama4Config missing pad_token_id is unrelated to importing pipelines with kernels v0.15." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Saving/loading custom token IDs is unrelated to MXFP4 quantization falling back to bf16." + "reason": "DiaConfig save/load token-ID loss is not the same as MXFP4 quantization falling back to bf16." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens BOS/EOS behavior and the other is Kimi-K2.5 codec/warning handling." + "reason": "Different tokenizer regressions in different model families; no shared concrete root cause." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing-PyTorch ImportError and Llama 3.2 Vision loading breakage are distinct problems." + "reason": "Missing PyTorch installation error is unrelated to Llama 3.2 Vision model-loading breakage." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Loading physical-intelligence/fast failing on transformers>=5.1.0 is not the same as CLIPTokenizer using an extreme model_max_length." + "reason": "Weight tying failure in AyaVision is unrelated to Blip2 dtype propagation remaining float32." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility is unrelated to the kernels v0.15 pipelines import error." + "reason": "Torch version incompatibility and kernels package import failure are different dependency problems." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error when loading a CLIP model is unrelated to TrainerState token counting." + "reason": "MacOS CLIP bus error and trainer token-count update bug are unrelated." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Different RT-DETR-related bugs: AMP crash in one loss function versus a forward-pass type error when feature levels exceed backbone outputs." + "reason": "RT-DETR output differences and Qwen3.5 save_pretrained key mapping are different subsystems and fixes." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained key corruption are separate regressions." + "reason": "Both are RT-DETR related, but one is AMP/CUDA loss crashing and the other is a forward-pass feature-level mismatch. Not the same bug." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration and LoRA merge collapse with extended vocab are not the same defect." + "reason": "Both involve tied weights, but one is a specific Mistral3 lm_head tying bug and the other is LoRA merge behavior with extended vocab; too different to merge." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge decisions are conservative. The single accepted pair (43329/44479) is plausibly the same video-input regression, while the rest are appropriately rejected as distinct bugs or only loosely related." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7078,7 +7062,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:24643", "issue:27957", @@ -7132,50 +7116,50 @@ "soft_pairs": [ "issue:42175|issue:43824", "issue:45137|issue:45405", - "issue:28282|issue:29127", "issue:45081|issue:47020", - "issue:45538|issue:46869", + "issue:28282|issue:29127", "issue:42915|issue:45538", "issue:44479|issue:46693", - "issue:44936|issue:46821", + "issue:45538|issue:46869", "issue:43742|issue:44291", + "issue:44936|issue:46821", "issue:44062|issue:44991", "issue:43452|issue:43582", "issue:42915|issue:43749", "issue:44849|issue:45701", - "issue:43577|issue:46512", "issue:24643|issue:29159", "issue:27957|issue:28282", + "issue:43577|issue:46512", "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:44987|issue:45907", - "issue:44479|issue:45381", "issue:42175|issue:44488", + "issue:44479|issue:45381", "issue:43540|issue:44479", "issue:38175|issue:44898", "issue:34567|issue:36331", "issue:44568|issue:45488", - "issue:44792|issue:44964", "issue:44291|issue:44821", + "issue:44792|issue:44964", "issue:43257|issue:43756", "issue:44062|issue:45081", - "issue:43582|issue:46821", - "issue:45042|issue:45081" + "issue:45042|issue:45081", + "issue:43582|issue:46821" ], - "prepared_review_unit_hash": "00252f37ffbf9a4ad226dad55ec2db47656586b0959199e56138e60ec7ac6433", + "prepared_review_unit_hash": "95496ff71dba9284cbc19c081c8572df63e38ff289f203af9c1cd33ab3adfa28", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36954, + "serialized_chars": 36953, "estimated_input_tokens": 9239, "estimated_eval_tokens": 18734 }, @@ -7184,204 +7168,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly heterogeneous, but there is one clear soft duplicate around Qwen video-input regressions. Most other paired issues are only loosely related by subsystem and do not look like the same underlying bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45488 is the most broadly representative regression here: it describes a tokenizer behavior change affecting a family of models, and it has the strongest discussion/inbound activity among the listed issues.", + "summary": "This cluster is mostly a loose collection of unrelated transformer bugs, not a true duplicate set. I found one plausible duplicate-style soft edge around Qwen video-input regressions, but the rest are best kept separate. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items span many unrelated subsystems. If one representative anchor is needed, issue 45701 is the broadest tokenizer-regression report, but it is still too vague to cover the full set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the best single anchor for the cluster because it is a broad, user-visible regression with strong engagement and is more representative than the narrowly scoped loader/training issues.", + "best_issue_reason": "Issue 45701 is the best broad issue-level anchor among the tokenizer-related subset because it describes a version-dependent tokenization regression in general terms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend availability vs a specific Qwen2.5-VL import error; same library area, but not the same bug." + "reason": "Different problems: backend packaging for torch-only installs vs missing Qwen2.5-VL import symbol." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and a PEFT version bump are unrelated causes and code paths." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "PyTorch-not-found import error and a LayoutLMv3 error-message clarity issue are different problems." + "reason": "DeepSpeed ZeRO3 deque failure and PEFT version pinning are unrelated." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer bugs, but one is Mistral regex patching and the other is XLM-Roberta/Unigram construction; not the same defect." + "reason": "Both are tokenizer-related, but they hit different models and different code paths." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "CLIPTokenizer max-length behavior and YOLO multi-GPU device-map failure are unrelated." + "reason": "PyTorch import detection is unrelated to LayoutLMv3 error messaging." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3MoE FP8 config failure and CLIPTokenizer max-length handling are not the same bug." + "reason": "FP8/Qwen3MoE failure and CLIPTokenizer max-length handling are unrelated." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression for Qwen VL models vs a FlashAttention2 long-context performance regression; different failure modes." + "reason": "Both are regressions, but one is video-input Qwen behavior and the other is FA2 long-context performance." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Trainer evaluate-after-train bug and TimesFM window_size AttributeError are separate training/runtime issues." + "reason": "Tokenizer max-length bug and YOLO auto device-map failure are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError loading MobileLLM and unexpected _is_hf_initialized argument during init_empty_weights are different loader failures." + "reason": "MobileLLM load key error and init_empty_weights argument mismatch are different loading bugs." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate() after train() is unrelated to TimesFM window_size attribute handling." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-argument duplication and tokenizer-loading failure for a specific model are not the same concrete bug." + "reason": "Both involve tokenizers, but the AddedToken keyword conflict and est-roberta loading failure are distinct." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file/AutoTokenizer loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "GGUF loading and Apple Silicon allocator warmup are unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3MoE FP8 issue and FSDP CPU RAM efficient loading are different distributed-loading problems." + "reason": "Qwen3MoE FP8 config failure and FSDP CPU RAM efficient loading are different code paths." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "A Qwen3.5 hidden-states bug and a general tokenization-version complaint are not the same issue." - }, - { - "left": "issue:43577", - "right": "issue:46512", - "accept": false, - "reason": "Both concern dtype handling, but one is about Blip2 loading leaving modules at float32 and the other is about from_config leaving config.dtype stale; related, but not the same bug." + "reason": "Qwen3.5 hidden-states bug and generic tokenization changes are not the same issue." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight shape error during training and slow/fast tokenizer inconsistency are unrelated." + "reason": "DeepSpeed weight-dimension runtime error and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "FlashAttention2 support for XLMRoberta and missing-PyTorch import behavior are different problems." + "reason": "FlashAttention2 on XLMRoberta is unrelated to missing PyTorch import detection." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype propagation, but one is BLIP2 loading and the other is from_config config-staleness." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert on Qwen3 and Qwen3OmniMoe video ValueError are different code paths." + "reason": "Qwen3 auto device-mapping crash and Qwen3OmniMoe video-input ValueError are different bugs." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input bugs, but they affect different Qwen variants and have different observed failures; not clearly the same defect." + "reason": "Both are video-input problems, but they affect different models and failure modes." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading failure on transformers>=5.1.0 and list_repo_files revision forwarding are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen VL video-input regression, centered on incorrect video/position handling in the Qwen2.5-VL code path." + "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend/package installation issue vs a model-loading failure for cjvt/sleng-bert; not the same bug." + "reason": "TensorFlow backend packaging and sleng-bert loading failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression in v5.3.0, centered on incorrect video position handling; one is the broad umbrella and the other a specific manifestation." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Shared 'video input' theme, but different models and symptoms; too broad to treat as one bug." + "reason": "Both mention video inputs, but they involve different Qwen model families and do not clearly share the same concrete bug." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different vision-model issues." + "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failure are unrelated vision bugs." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API regressions." + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API issues." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "add_special_tokens behavior for mdeberta-v3-base and the LlamaTokenizer ByteLevel/Metaspace regression are both tokenizer issues, but not the same concrete bug." + "reason": "mDeBERTa special-token insertion and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal model loading failure are different multimodal problems." + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "init_empty_weights argument handling and loading AutoImageProcessor from URL are unrelated loader issues." + "reason": "Janus image-generation test failure and Phi-4 multimodal load failure are not the same bug." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and Smollm3 RoPE layer dropping are different model-specific bugs." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special-argument duplication and Mistral regex patch crash are distinct tokenizer internals issues." - }, - { - "left": "issue:43582", - "right": "issue:46821", - "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + "reason": "AddedToken duplicate keyword and Mistral regex patch crash are different tokenizer failures." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend requiring torchvision and Mistral regex patching are not the same issue." + "reason": "PIL image processors wrongly requiring torchvision is unrelated to Mistral tokenizer regex patching." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is indeed heterogeneous, and the one clear duplicate-like pair is the Qwen video-input regression (44479/45381). The choice of 45488 as the canonical anchor is conservative and supported by the strongest engagement in the set. I did not see any soft-edge verdicts that overstate the evidence." + "feedback": "The summary is conservative and grounded in the packet: it treats the cluster as mostly unrelated, identifies only one plausible soft duplicate in the Qwen video-input family, and avoids claiming broader duplication. The tokenizer anchor choice is defensible as a broad representative, and the accepted soft edge (44479/45381) is plausibly the same bug family rather than an overreach." }, "evaluator_used": true, "retried": false, @@ -7400,7 +7378,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:24643", "issue:28282", @@ -7413,10 +7391,10 @@ "issue:43577", "issue:43697", "issue:43716", - "issue:43720", "issue:43742", "issue:43756", "issue:43906", + "issue:44466", "issue:44488", "issue:44568", "issue:44589", @@ -7424,8 +7402,8 @@ "issue:44737", "issue:44821", "issue:44877", - "issue:44898", "issue:44913", + "issue:45005", "issue:45072", "issue:45216", "issue:45325", @@ -7451,42 +7429,42 @@ "issue:46899" ], "soft_pairs": [ - "issue:43756|issue:46399", "issue:43742|issue:44589", + "issue:43756|issue:46399", "issue:43756|issue:45325", - "issue:43716|issue:46701", "issue:43531|issue:44821", - "issue:45405|issue:45600", + "issue:43716|issue:46701", "issue:44737|issue:46463", - "issue:44568|issue:46491", + "issue:45405|issue:45600", "issue:45823|issue:46463", - "issue:43577|issue:45072", + "issue:44568|issue:46491", "issue:43906|issue:46693", + "issue:43577|issue:45072", "issue:45672|issue:45674", "issue:24643|issue:29870", "issue:43906|issue:46468", "issue:43540|issue:46693", - "issue:44625|issue:44877", "issue:43452|issue:44488", + "issue:44625|issue:44877", "issue:45663|issue:46846", "issue:43697|issue:46829", "issue:46463|issue:46899", - "issue:44737|issue:45588", "issue:28282|issue:32090", + "issue:44737|issue:45588", "issue:44913|issue:46121", "issue:45357|issue:45920", "issue:43526|issue:45479", "issue:43697|issue:45216", - "issue:43720|issue:44898" + "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "bc5065b7aac32a553c5a89edd4f46795810feeca86e410dc7fcf8f6b6460e081", + "prepared_review_unit_hash": "f71ab93a2ed63ec8f5e69d15b1ab0bdd97dc38e4e05e8d517afe90ba81a049db", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, @@ -7501,174 +7479,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad themes like model loading, dtype, RoPE, quantization, or generation, but they point to different models and different code paths rather than the same underlying bug.", - "confidence": 0.95, + "summary": "This cluster is highly heterogeneous: the soft pairs share broad themes like loading, dtype, rotary embeddings, or tied weights, but not the same concrete bug or code path. I would not deduplicate any of the listed pairs, 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:43756", - "right": "issue:46399", - "accept": false, - "reason": "Both involve Qwen3.5/RoPE-adjacent behavior, but one is about dropped RoPE layers and the other is a missing kernel registration decorator; different bugs." - }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "KeyError while loading MobileLLM is unrelated to the Float8 storage lookup failure; different loading paths and failure modes." + "reason": "Different failures: MobileLLM key lookup vs float8 storage-object loading error." }, { "left": "issue:43756", - "right": "issue:45325", + "right": "issue:46399", "accept": false, - "reason": "Both are Qwen-family issues, but one concerns RoPE layer selection and the other still-image temporal position scaling in Qwen2.5-VL." + "reason": "Both touch rotary logic, but one is RoPE layer dropping and the other is a missing registration decorator in Qwen3.5 kernels." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Different models and subsystems: Mistral-3 dtype mismatch vs DiffusionGemma pipeline/output handling." + "reason": "Unrelated model behaviors: Smollm3 RoPE layer count vs Qwen2.5-VL still-image temporal position IDs." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is not the same as AutoImageProcessor URL loading." + "reason": "Sliding-window MoE issue and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "Release/version metadata issue vs stale auto_mappings config references; not the same underlying bug." + "reason": "Different subsystems and bugs: multimodal dtype mismatch vs broken DiffusionGemmaGenerationOutput pipeline." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Device placement bug in XLNet RoPE math is unrelated to T5 decoder-input validation messaging." + "reason": "XLNet CPU placement bug vs T5 decoder-input validation error; not the same code path." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer add_special_tokens regression and CodeLlama space round-trip regression are different tokenizer bugs." + "reason": "One is a dependency version bump, the other is a broken auto-mapping reference; not duplicates." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 PLE device mismatch and T5 decoder validation are separate code paths with unrelated symptoms." + "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different models and arise from different loading/inference logic." + "reason": "Both are tokenizer regressions, but they affect different models and different behavior." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as a performance regression in long-context FA2 generation." + "reason": "A reproduction of an older issue is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they involve different models and different failure modes." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are 4-bit/quantization related, but one is unsafe dtype casting in Gemma4 embedders and the other is BitsAndBytes skip-module exclusion logic." + "reason": "Both involve quantization, but one is unsafe uint8 casting in Gemma4 audio modules and the other is a BitsAndBytes skip-module exclusion bug." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight-shape training error and Bart generate() unbound decoder_attention_mask are unrelated failures." + "reason": "DeepSpeed weight-shape runtime error and Bart generate UnboundLocalError are unrelated." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "A reproduction of a prior issue is not the same as a broken official Nemotron example." + "reason": "Older reproduction issue vs broken Nemotron example; different bugs." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video input validation in Qwen3OmniMoe is unrelated to FA2 long-context generation performance." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to FA2 long-context performance." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is a different bug from strict config rejection of granite_speech." + "reason": "Both are loading failures, but the reported symptoms and likely root causes are too different to merge safely." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Both are loading-related, but one is gguf_file handling and the other is a specific BERT checkpoint load failure." + "reason": "Both are config-loading related, but one is num_labels propagation and the other is strict config validation." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 tensor-parallel plan omissions are different distributed-training bugs." + "reason": "FSDP2 shared_kv_states KeyError and missing TP-plan entries are different training-time bugs." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output changes and VideoPrism hidden_states mapping are different model-output regressions." + "reason": "Different outputs in RTDetrV2 vs hidden_states misassignment in VideoPrism." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." + "reason": "T5 decoder validation is unrelated to Gemma4 4-bit multimodal dtype casting." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "XLNet CPU tensor creation and flash_attention s_aux=None crash are separate implementation bugs." + "reason": "PyTorch-not-found import error vs NoneType broadcast error are unrelated." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "PyTorch-not-found import error and unsupported NoneType broadcast in Trainer are different runtime errors." + "reason": "CPU arange placement bug vs flash-attention sink-less-model AttributeError." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "RoPE parameter persistence on reload is not the same as type handling for JSON-loaded ignore_keys_at_rope_validation." + "reason": "Both concern rope config, but one is reload persistence of rotary_pct and the other is type handling in validation." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained key regression and AutoTokenizer wrong token IDs across many models are distinct regression classes." + "reason": "Qwen3.5 save_pretrained key serialization bug vs AutoTokenizer token-ID regression across many models." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the zero-loss sequence-classification problem." + "reason": "BeitImageProcessorFast label reduction bug and zero-loss sequence-classification bug are different layers of the stack." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 checkpoint save_pretrained corruption." + "reason": "RTDetrV2 output mismatch and Qwen3.5 checkpoint serialization regression are unrelated." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Packed-weight loading in BitNet and Perceiver interpolation at non-default resolution are unrelated issues." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model regression." } ] }, @@ -7690,7 +7668,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:29159", "issue:33357", @@ -7705,6 +7683,7 @@ "issue:43646", "issue:43653", "issue:43688", + "issue:43720", "issue:43742", "issue:43749", "issue:43756", @@ -7713,7 +7692,6 @@ "issue:43994", "issue:44361", "issue:44442", - "issue:44466", "issue:44493", "issue:44568", "issue:44811", @@ -7721,7 +7699,6 @@ "issue:44857", "issue:44898", "issue:44936", - "issue:45005", "issue:45200", "issue:45356", "issue:45372", @@ -7742,7 +7719,7 @@ "issue:47000" ], "soft_pairs": [ - "issue:44466|issue:45005", + "issue:43720|issue:44898", "issue:45200|issue:46463", "issue:43643|issue:45375", "issue:41762|issue:44936", @@ -7753,16 +7730,16 @@ "issue:43653|issue:44361", "issue:43452|issue:44843", "issue:43819|issue:44811", - "issue:43994|issue:44898", "issue:43761|issue:46829", + "issue:43994|issue:44898", "issue:45372|issue:46170", "issue:44857|issue:47000", - "issue:43525|issue:46701", - "issue:46832|issue:46932", "issue:43531|issue:43742", - "issue:43295|issue:45356", - "issue:45542|issue:46178", + "issue:46832|issue:46932", + "issue:43525|issue:46701", "issue:29159|issue:33357", + "issue:45542|issue:46178", + "issue:43295|issue:45356", "issue:43653|issue:44568", "issue:43688|issue:45704", "issue:43688|issue:45701", @@ -7770,196 +7747,196 @@ "issue:43756|issue:46402", "issue:42898|issue:46491" ], - "prepared_review_unit_hash": "d08d21873ead074bdb2c697ee0129d6ef876146e63d16ee2060a0afae6b70f7b", + "prepared_review_unit_hash": "da287bbb9b47d086873098f0b0d0922d1552273516c45b394227b08b6c1a7c72", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36050, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "serialized_chars": 35452, + "estimated_input_tokens": 8863, + "estimated_eval_tokens": 17982 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: a few issues are clearly tokenizer/version-regression related, but many others are unrelated model-loading, training, backend, or vision bugs. I did not find any soft pair that looks like the same underlying bug/change.", - "confidence": 0.68, - "canonical_issue_reason": "If forced to pick one canonical issue, 45701 is the broadest tokenizer-behavior regression and the best anchor for the tokenizer-related subset. That said, the cluster is too mixed for it to serve as a true umbrella duplicate.", + "summary": "This cluster is noisy and mostly contains distinct model/tokenizer/runtime regressions rather than true duplicates. The common thread is transformer version-related behavior changes, especially in tokenization/loading paths, but none of the soft pairs look like the same underlying bug.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45701 is the broadest and most central tokenizer-regression report in the set, with the strongest cross-reference signal and the best fit for the cluster\u2019s shared theme.", "canonical_pr_reason": null, - "best_issue_reason": "45701 is the most representative single issue for the cluster\u2019s version-driven tokenization regressions, but it only captures part of the cluster.", + "best_issue_reason": "issue:45701 is the most umbrella-like issue and the closest representative of the tokenization/version-regression subset.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Both mention tied weights, but one is serialization of lm_head.weight and the other is translation-model weight tying behavior in v5; different failures." + "reason": "Different models and different failure modes; no shared code path." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 mm_token_type_ids handling and T5 decoder-input validation are different model/path bugs." + "reason": "Gemma 4 input defaults vs T5 decoder validation error message; not the same bug." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Missing fields from trust_remote_code loading and strict-dropping a config field are related only at a high level; different code paths and symptoms." + "reason": "Both involve config fields, but one is AutoConfig/trust_remote_code and the other is a specific vision config field loss." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 loading IndexError and trainer.evaluate() failing after train are unrelated runtime issues." + "reason": "DeepSpeed ZeRO-3 loading crash vs trainer lifecycle failure; unrelated code paths." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key mismatch and quantized save/load breakage are different serialization/load bugs." + "reason": "Unexpected key warnings vs sinq quantized save/load breakage; not the same issue." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated subsystems." + "reason": "Aux-loss normalization bug vs FSDP CPU/RAM-efficient loading regression; different subsystems." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but one is an AttributeError on tasks and the other is an AutoTokenizer loading failure for a different tokenizer." + "reason": "Two different tokenizer-loading failures with different tokenizers and error types." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are different model-path failures." + "reason": "SigLIP2 output anomaly vs processor/tokenizer regression in custom multimodal code; distinct bugs." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are distinct tokenizer bugs." + "reason": "Different tokenizer-specific failures; no evidence of a shared underlying defect." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading breakage and unconditional model_info() offline failure both hit AutoTokenizer, but they are different root causes." + "reason": "gguf_file loading breakage and offline mistral-regex network access are separate from_pretrained regressions." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens are unrelated model/processor issues." + "reason": "DAC latent conversion mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are different model-specific bugs." + "reason": "Both touch hidden_states, but in different vision models and different incorrect outputs." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Both involve output fields, but CLIPVisionModel hidden_states regression and VideoPrism hidden_states mismatch are different code paths." + "reason": "SigLIP2 nonsense outputs vs Perceiver interpolation failure; different model behaviors." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 processor import failure and Windows/ROCm torch.distributed dependency error are unrelated environment/import issues." + "reason": "Gemma processor import dependency issue vs Windows/ROCm torch.distributed dependency problem." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "LwDetr loss AMP crash and RTDetrLoss infeasible cost matrix are different detection-loss failures." + "reason": "Different RT-DETR loss crashes with different error conditions; not the same bug." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Llama4Config pad_token_id missing and DiffusionGemma pipeline failure are unrelated." + "reason": "Qwen3-MoE sliding window issue and MobileLLM key error are unrelated." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RTDetr forward feature-level mismatch and Gemma4 quantized embedder dtype casting are different subsystems." + "reason": "RT-DETR forward shape mismatch vs Gemma4 dtype casting for quantized embedders; different fixes." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error do not share a concrete bug." + "reason": "Llama4 config attribute error vs DiffusionGemma pipeline failure; unrelated." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Both are version regressions, but processor.tokenizer/image handling and Kimi tokenizer codec handling are different concrete problems." + "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error in CLIP are different problems." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both involve backend/dependency detection, but tensorboard-only TF backend handling and tensorflow_text backend mapping are separate issues." + "reason": "Both are backend-dependency issues, but they concern different optional backends and different failure paths." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Inconsistent slow/fast tokenizer behavior and a MacOS bus error in CLIP are clearly unrelated." + "reason": "Different tokenizer regressions in different models; no direct duplicate evidence." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token regressions, but they affect different models and different tokenization behaviors." + "reason": "Both are tokenizer special-token bugs, but on different tokenizers and different symptoms." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated." + "reason": "Aux-loss normalization bug vs Apex RMSNorm memory leak; unrelated." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization and global tokenization version changes are not the same bug." + "reason": "Training loss normalization bug vs broad tokenization regression; different code paths." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are different failure classes." + "reason": "Custom model initialization breakage vs FSDP loading regression; not the same issue." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are distinct model-specific issues." + "reason": "RoPE layer drop bug vs missing text encoder weights; distinct model-specific problems." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer behavior regressions, but clean_up_tokenization_spaces changes and CodeLlama leading-space loss are different underlying bugs." + "reason": "clean_up_tokenization_spaces v5 behavior change vs CodeLlama leading-space round-trip regression; related area but not the same underlying bug." } ] }, @@ -7981,7 +7958,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:32090", "issue:33666", @@ -8032,245 +8009,245 @@ "issue:47013" ], "soft_pairs": [ - "issue:43452|issue:43577", "issue:44464|issue:44743", + "issue:43452|issue:43577", "issue:44843|issue:44991", "issue:43761|issue:47013", "issue:43653|issue:43927", "issue:44479|issue:44625", - "issue:45491|issue:46002", "issue:44821|issue:46821", "issue:33666|issue:36010", "issue:44484|issue:44704", - "issue:32090|issue:33666", "issue:44466|issue:46050", + "issue:32090|issue:33666", "issue:43688|issue:45440", + "issue:45491|issue:46002", "issue:44734|issue:46612", "issue:44977|issue:46693", "issue:41720|issue:44464", "issue:44464|issue:44977", "issue:43504|issue:43550", - "issue:43504|issue:43720", "issue:43278|issue:43688", - "issue:33666|issue:36331", + "issue:43504|issue:43720", "issue:43782|issue:46693", + "issue:33666|issue:36331", "issue:43611|issue:46846", - "issue:43577|issue:44554", "issue:43262|issue:43295", + "issue:43577|issue:44554", "issue:43720|issue:43927", "issue:43606|issue:43927", - "issue:43504|issue:44610", "issue:44514|issue:45290", + "issue:43504|issue:44610", "issue:43643|issue:44561" ], - "prepared_review_unit_hash": "dd76c128125f5b46cef57544c94d6f94476fdda50aca550c0ad7409be13c0590", + "prepared_review_unit_hash": "cec5df568abc45c3380ce1650a39c52441797ceeedb6331c16879d34195d7345", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36455, - "estimated_input_tokens": 9114, - "estimated_eval_tokens": 18484 + "serialized_chars": 36461, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers bug reports across training, generation, loading, processors, and model-specific regressions. None of the suggested soft pairs look like the same underlying fix.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out: the items are heterogeneous and do not collapse into one duplicate report.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports across loading, generation, training, vision, audio, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate: the items are heterogeneous and span different subsystems, models, and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest standalone report in the set: it is detailed, active, has inbound references, and describes a broad regression with clear impact.", + "best_issue_reason": "issue:44704 is the best broad representative because it targets a core `from_pretrained` loading path that could plausibly sit near several loader-related reports, but it still does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Both are loading-related, but one is about gguf_file breaking tokenizer/model loading and the other is a BLIP2 dtype propagation bug; different model families and code paths." + "reason": "Both concern generation/cache behavior, but one is about compiled forward producing inconsistent chunked generation and the other about recurrent states resetting in xLSTM; different code paths and bugs." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Both involve generation/cache behavior, but one is a chunked-generation inconsistency with compiled forward and the other is recurrent states resetting in modular_qwen3_5; distinct mechanisms." + "reason": "One is a `gguf_file` loading regression for tokenizer/model creation; the other is a dtype mismatch in BLIP2. Same broad loading area, but not the same bug." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but one is an offline model_info call in _patch_mistral_regex and the other is a specific tokenizer regression for EMBEDDIA/est-roberta." + "reason": "Both are tokenizer-loading failures, but one is an offline `model_info()` call in `_patch_mistral_regex` and the other is an `est-roberta` tokenizer regression in v5; distinct causes." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Both are shape/return-value bugs, but CLIPVision hidden_states=None and xLSTM unpacking a bare tensor are unrelated model-specific issues." + "reason": "Both mention state/return values, but one is CLIPVision hidden states and the other is xLSTM train-mode unpacking; unrelated model internals." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "One is a BigBird tokenizer special-token registration bug; the other is DiaConfig losing custom token IDs after save/load. Same general area, different bug." + "reason": "One is a tokenizer special-token registration bug; the other is config persistence losing custom token IDs. Related area, different underlying defect." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Both touch Qwen3.5, but one is a video-input regression across several variants and the other is num_labels propagation to text config; not the same fix." - }, - { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "Both mention NaNs, but one is a GPU sliding-window attention issue in Gemma3 and the other is NaNs in classification heads on checkout/init; different causes and scope." + "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is `num_labels` propagation into text config; not the same change." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated API failures." + "reason": "One is AutoImageProcessor URL loading; the other is a TimesFM `window_size` attribute error. No shared bug path." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and an ImportError for GenerationMixin are completely different issues." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import failure are completely different issues." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size behavior and AutoProcessor not forwarding kwargs to cached_file are unrelated utility problems." + "reason": "One questions the default shard size in `save_pretrained`; the other is `AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`. Different API surfaces and failures." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Qwen2-VL multi-GPU training are different failures despite both involving distributed training." + "reason": "Both affect save/load behavior, but one is tied-weight serialization varying by device and the other is sinq quantization persistence. Not the same bug." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Both are serialization/loading bugs, but one is lm_head.weight serialization depending on device and the other is sinq quantization restore failure." + "reason": "Both touch distributed training, but one is a NoneType broadcast error in Trainer and the other is Qwen2-VL multi-GPU training setup. Different root causes." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT Oss and DeepSeekV3MoE divergence from remote implementation are not the same bug." + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a native-vs-remote DeepSeekV3MoE divergence. Not mergeable as one fix." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both report NaNs, but one is Gemma3 sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init. Different triggers and code paths." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both involve generation caches, but KV-cache continuation tensor indexing and skipped beam-search cache reorder are distinct code paths." + "reason": "Both involve generation cache handling, but one is KV-cache continuation tensor indexing in serve and the other is beam-search cache reorder being skipped for specific model families. Distinct bugs." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "One is a Qwen3.5 correctness regression with flash-attention; the other is a broad performance regression with FA2 and long-context generation." + "reason": "Both mention flash attention / long-context generation, but one is a Qwen3.5 correctness regression and the other is a performance regression after 5.2.0. Not the same underlying issue." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device mapping on A800 and chunked generation with compiled forward are unrelated." + "reason": "One is an auto-device-mapping CUDA assert for Qwen3; the other is compiled-forward chunked generation inconsistency. No direct overlap." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked-generation inconsistency under compilation and a flash-attention regression in Qwen3.5 are different problems." + "reason": "One is about compiled-forward inconsistency in chunked generation; the other is a flash-attention generation regression in Qwen3.5. Different failure modes." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA failure have different roots and model paths." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "BEiT pretrained preset loading and BitNet packed-weight unpacking during accelerate loading are separate load-time bugs." + "reason": "A legacy-field load failure for Beit segmentation and a torch.compile SDPA issue in Bamba-9B-v2 are unrelated." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift between train/eval and auxiliary-loss normalization are unrelated numerical issues." + "reason": "Both touch dtype/loss behavior, but one is embedding dtype drifting from BF16 to FP32 and the other is auxiliary-loss normalization in MoE models. Different bugs." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss() signature breakage are different trainer-level problems." + "reason": "Beit preset loading with a legacy field and BitNet packed-weight unpacking during accelerate loading are separate model-loading failures." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are unrelated." + "reason": "Qwen3VL `weight_only=True` load errors and an FA2 long-context performance regression are different problems." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "base_model_prefix loading breakage in Transformers 5.0 and Qwen3.5 TP-plan omissions are different compatibility issues." + "reason": "Multi-GPU training on Qwen2-VL and a `compute_loss` signature change in CustomTrainer are unrelated trainer issues." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "BLIP2 dtype propagation and the MPS attention correctness issue are unrelated model/backend bugs." + "reason": "One is a base-model-prefix loading regression in v5.0; the other is missing `linear_attn` tensor-parallel plan entries for Qwen3.5. Different code paths." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-input regression affect different processor APIs." + "reason": "One is an audio processor sampling-rate default bug; the other is a processor/tokenizer regression in v4.57.5. No shared defect." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype handling and an MPS attention correctness issue are unrelated." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig custom token-ID loss are unrelated save/load bugs." + "reason": "BitNet packed-weight loading and DiaConfig custom token ID persistence are different persistence/config bugs." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in Bark and DiaConfig token-ID persistence are different issues." + "reason": "CPU offload device mismatch in bark-small and DiaConfig token ID loss after save/load do not share a code path." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "BEiT legacy-field loading and OmDet-Turbo processor/model input-size mismatch are separate vision-model issues." + "reason": "Both are `apply_chat_template` crashes, but one is batched input with `padding=False` and the other is assistant tool-call messages without content; too different to treat as the same bug." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Both are apply_chat_template crashes, but one is batched input with padding=False and the other is assistant tool-call messages with no content; not the same bug." + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model input-size mismatch are unrelated vision-model issues." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and removal of is_torch_fx_available breaking trust_remote_code models are different regressions." + "reason": "Both involve `trust_remote_code`, but one is missing config fields from `AutoConfig.from_pretrained` and the other is v5 removal of `is_torch_fx_available`. Different regressions." } ] }, @@ -8292,7 +8269,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:28218", "issue:33357", @@ -8303,11 +8280,9 @@ "issue:43295", "issue:43452", "issue:43493", - "issue:43504", "issue:43525", "issue:43572", "issue:43575", - "issue:43606", "issue:43646", "issue:43701", "issue:43720", @@ -8329,6 +8304,7 @@ "issue:44849", "issue:44964", "issue:44977", + "issue:45245", "issue:45357", "issue:45405", "issue:45584", @@ -8344,13 +8320,13 @@ "issue:46832" ], "soft_pairs": [ + "issue:43525|issue:43572", "issue:44964|issue:45405", - "issue:43493|issue:43825", "issue:43720|issue:44361", - "issue:43525|issue:43572", + "issue:43493|issue:43825", "issue:44625|issue:45584", - "issue:44554|issue:46365", "issue:44977|issue:46209", + "issue:44554|issue:46365", "issue:45823|issue:46050", "issue:28218|issue:33357", "issue:43452|issue:44451", @@ -8360,8 +8336,8 @@ "issue:39692|issue:43295", "issue:43278|issue:43844", "issue:46209|issue:46710", - "issue:44568|issue:46489", "issue:43646|issue:44466", + "issue:44568|issue:46489", "issue:44849|issue:46209", "issue:43278|issue:43701", "issue:33357|issue:33666", @@ -8369,220 +8345,220 @@ "issue:44792|issue:45405", "issue:43927|issue:44361", "issue:44488|issue:44843", - "issue:43824|issue:44589", "issue:43575|issue:45405", "issue:44849|issue:45357", - "issue:43504|issue:43606", - "issue:46821|issue:46832" + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:45245|issue:46710" ], - "prepared_review_unit_hash": "a352fd7edf6a7322811dea86c1af912330423ea20add23e947e7ac9496fd1e49", + "prepared_review_unit_hash": "01623108cdafca42d705b14fc6031ba389d2578bf6f2fce1c669dfc4135e7ee5", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36728, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and heterogeneous: it mixes unrelated tokenizer regressions, model-loading failures, config mismatches, runtime/device issues, and documentation/test problems. None of the soft edges look like the same underlying bug, so I reject them all.", - "confidence": 0.89, - "canonical_issue_reason": "If a representative is needed, issue 45812 is the broadest tokenizer regression (silent v4\u2192v5 token-ID corruption across Granite models), but the cluster is too heterogeneous to treat it as a true duplicate anchor.", + "summary": "This cluster is highly heterogeneous and does not look like a true duplicate set. Most items are unrelated model/config/loading regressions; the closest common thread is tokenizer-related bugs, with issue 45812 the best representative if one must be chosen.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 45812 is the strongest representative: a concrete, high-impact tokenizer regression with broad scope. The cluster itself is heterogeneous, so there is no true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best single issue candidate because it captures a broad, concrete tokenizer regression with cross-model impact; the rest of the cluster does not converge on the same bug.", + "best_issue_reason": "45812 is the best standalone issue to keep because it is specific, reproducible, and broadly relevant; most other items are unrelated model/config/loading bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Phi-4 multimodal load failure vs an unreleased PEFT-version dependency issue; unrelated." + "reason": "Both are config attribute errors after v5, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`) with no shared code path." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline translation warning; different bugs." + "reason": "One is a model-loading failure for Phi-4 multimodal, the other is a dependency version bump for PEFT; different problems and fixes." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different AttributeErrors in different models/code paths; not the same defect." + "reason": "BitNet packed-weight loading with accelerate and MLukeTokenizer task-attribute errors are unrelated failures." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Both mention missing pad token fields, but the configs and missing attributes differ (pad_token_id vs pad_token_idx); not one bug." + "reason": "SigLIP2 output mismatch and a pipeline translation-task error message are unrelated bugs." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation bug vs Whisper empty-transcription generation failure; unrelated." + "reason": "Qwen3.5 label propagation and Whisper empty-transcription handling after special-token alignment are different code paths." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "MPS attention correctness issue vs Trainer import conflict with datasets; unrelated." + "reason": "Flash-attention generation for Qwen3.5 and FP8 inference on B200 are distinct runtime issues." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; distinct runtime problems." + "reason": "MPS attention correctness and Trainer import failing because of datasets are unrelated." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device_map mismatch vs quantized-model save/load breakage; different code paths." + "reason": "Gemma4 device-map mismatch and sinq save/load breakage are different bugs in different flows." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer extra-space regression vs Mac bus error on CLIP; unrelated." + "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are not the same underlying issue." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading issue vs ScandiBERT load failure; different defects." + "reason": "Both mention model loading, but one is a `gguf_file` path bug in `from_pretrained` and the other is a specific model repo load failure." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs return_tensors being ignored when text_kwargs is passed; unrelated." + "reason": "SigLIP2 nonsensical outputs and `return_tensors` being ignored when `text_kwargs` is passed are unrelated." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling bug vs Qwen3.5 flash-attention generation issue; unrelated." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are separate problems." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 JAX-vs-HF discrepancy vs gradient explosion under ZeRO-3; unrelated." + "reason": "A SigLIP2 implementation discrepancy and a DeepSpeed gradient blow-up are not the same bug." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors vs processor/tokenizer regression; not the same bug." + "reason": "Documentation example errors and a processor/tokenizer regression in custom model code are unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype change bug vs gradient anomaly during ZeRO-3 training; unrelated." + "reason": "Embedding dtype drift and abnormal gradient growth under ZeRO-3 are different training issues." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 vs accuracy regression after upgrade; different symptoms and likely different causes." + "reason": "FP8 inference failure on B200 and a DeepSeek accuracy regression after upgrade do not describe the same defect." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and concrete tokenization behaviors; too broad to merge." + "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are different regression types." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Custom model initialization breakage vs inconsistent lm_head serialization; unrelated." + "reason": "These are both tokenizer regressions, but they affect different models and different behaviors (`add_special_tokens` vs BPE markers / token IDs)." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs FP8 inference failure on B200; unrelated." + "reason": "Qwen3.5 hidden-states behavior and FP8 inference on B200 are unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype issue vs resume_from_checkpoint key mismatch; unrelated." + "reason": "BF16-to-FP32 dtype change and resume-from-checkpoint key mismatch are different issues." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Mac bus error in CLIP vs a multi-GPU training question; unrelated." + "reason": "A MacOS bus error in CLIP and a Qwen2-VL multi-GPU training request are not the same underlying bug." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is model-specific BOS/EOS handling while the other is a broad Granite token-ID corruption; not the same concrete bug." + "reason": "Both are tokenizer-related, but one is missing BOS/EOS insertion for mdeberta while the other is wrong token IDs for Granite models; different code paths and models." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "janus image-generation test failure vs unreleased PEFT-version bump; unrelated." + "reason": "A failing janus test and a PEFT minimum-version bump are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-ID loss vs MLukeTokenizer task AttributeError; unrelated." + "reason": "DiaConfig losing custom token IDs and MLukeTokenizer task attribute errors are separate bugs." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model load failure for cjvt/sleng-bert vs offline-mode break in _patch_mistral_regex; different tokenizer/load paths." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Qwen2_5_VL import error vs Float8 storage lookup failure; unrelated." + "reason": "A specific model load failure and an offline-mode regression caused by `model_info()` in `_patch_mistral_regex` are different loading problems." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM vs unreleased PEFT-version bump; unrelated." + "reason": "Tensor-parallel OOM while loading Qwen2-57B and a PEFT version bump have no shared bug path." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-states bug vs incorrect visual-encoder keys on save_pretrained; unrelated." + "reason": "Qwen3.5 hidden-states behavior and incorrect visual-encoder keys during save are different regressions." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "BEiT legacy-field load failure vs CPU offload device mismatch; unrelated." + "reason": "Qwen2.5 VL import failure and missing Float8 storage type are unrelated errors." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError vs RT-DETR backbone/feature-level mismatch; unrelated." + "reason": "TimesFM `window_size` attribute errors and RT-DETR forward shape/type errors are separate model bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "A category-cardinality runtime error and a DeepSeek accuracy regression after upgrade are not the same issue." } ] }, @@ -8604,7 +8580,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:15354", "issue:28218", @@ -8632,6 +8608,7 @@ "issue:44291", "issue:44464", "issue:44493", + "issue:44554", "issue:44589", "issue:44869", "issue:44964", @@ -8639,7 +8616,7 @@ "issue:45084", "issue:45200", "issue:45229", - "issue:45245", + "issue:45446", "issue:45520", "issue:45588", "issue:45759", @@ -8650,22 +8627,21 @@ "issue:46399", "issue:46424", "issue:46701", - "issue:46710", "issue:46752", "issue:46832", "issue:46846" ], "soft_pairs": [ - "issue:45245|issue:46710", - "issue:43334|issue:45759", + "issue:43504|issue:43606", "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:44589|issue:45520", "issue:44493|issue:46285", "issue:43334|issue:43572", - "issue:44589|issue:45520", "issue:43257|issue:43299", + "issue:43504|issue:43653", "issue:46399|issue:46846", "issue:43606|issue:44112", - "issue:43504|issue:43653", "issue:45072|issue:46832", "issue:44464|issue:46424", "issue:43873|issue:46050", @@ -8674,164 +8650,165 @@ "issue:43937|issue:46701", "issue:44869|issue:46752", "issue:45229|issue:45823", - "issue:45200|issue:45229", "issue:45588|issue:46050", + "issue:45200|issue:45229", "issue:29159|issue:32090", "issue:29942|issue:30333", "issue:42490|issue:43696", "issue:45084|issue:45520", "issue:28218|issue:34567", "issue:43065|issue:46369", - "issue:15354|issue:38175" + "issue:15354|issue:38175", + "issue:44554|issue:45446" ], - "prepared_review_unit_hash": "b65b1c26e66c9ac14f3d103b925dafc647c5c192ec5c8a2d1f8e1d99dd6220c4", + "prepared_review_unit_hash": "196f5e2d8f93390ffce928017821f983c3ec674dcf7a33612e624c9c440eb2fc", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35866, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "soft_pair_count": 28, + "serialized_chars": 36157, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose set of unrelated Transformers issues that only share broad topical words like model loading, quantization, or generation. I would not merge any of the soft pairs; they do not look like the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43873 is the broadest and most active issue here, with the highest inbound attention and a general offloading/quantization scope that makes it the best representative of this mixed cluster.", + "summary": "This is not a true duplicate cluster: the items only share broad theme-level similarity (mostly loading/config/tokenizer/runtime regressions), but they span different models, code paths, and failure modes. None of the soft pairs should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest overall representative: it is open, discussion-heavy, and covers a user-impacting subsystem rather than a narrow model-specific failure.", + "best_issue_reason": "issue:44291 is the clearest, most self-contained load-time regression in the set (init_empty_weights / transformers>=5.0.0rc0) and is the best representative of the loading-compatibility subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Both are load-time bugs, but one is a legacy-field model load failure and the other is a CPU-offload device mismatch; different code paths and fixes." + }, + { + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Different problems: a category-cardinality runtime error vs an accuracy regression after upgrading Transformers." + "reason": "Both involve loading failures after a version change, but the missing pad_token_idx issue and the unexpected _is_hf_initialized argument are distinct incompatibilities." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal loading, but one is a missing config attribute and the other is an AutoModel unwrapping bug; not the same concrete code path." + "reason": "Both touch Qwen multimodal config loading, but one is a missing pad_token_id attribute and the other is an AutoModel.from_config text_config unwrapping bug." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Unrelated compatibility failures: missing StableLm config field vs an unexpected init_empty_weights argument." + "reason": "Different failures: one is a missing Float8 storage object, the other is a flash_attn import KeyError on Python 3.13." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "One is a generic unexpected-position-id issue; the other is a CLIP class structure regression. Different bugs." + "reason": "Both mention structural/key regressions, but the unexpected position-id keys and the CLIP text model structure change are unrelated bugs." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are config/load regressions, but they affect different models and different missing fields." + "reason": "Both are config-attribute loading problems, but they affect different fields, models, and failure modes." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Different subsystems: storage deserialization for float8 vs flash_attn import handling on Python 3.13." + "reason": "Both are Qwen3 MOE-loading regressions, but one is accelerate+deepspeed weight conversion and the other is a transformers dev-version attribute breakage." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Both mention Qwen MoE, but one is accelerate/deepspeed conversion and the other is a dev-version loading regression for Qwen3VL; not the same bug." + "reason": "One is a BEiT legacy-field load bug; the other is a tokenizer special-token registration problem. Same broad area, different underlying issue." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Different failures: kernel registration/decorator error vs tensor-parallel plan missing linear_attn entries." + "reason": "Both involve Qwen3.5 attention/kernel plumbing, but one is a missing decorator on kernel registration and the other is a missing TP-plan entry causing OOM/shape errors." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch and a stale CI test in GraniteSpeech are not the same issue." - }, - { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "Different model/tokenizer bugs: legacy field handling for BEiT vs BigBird special-token registration." + "reason": "The first is a real device mismatch during CPU offload; the second is a stale CI test failure, not the same bug." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different runtime mismatches in different models: dtype issues in inference vs feature-level count mismatch in RT-DETR." + "reason": "Different model/runtime failures: dtype mismatch in bfloat16 inference versus RT-DETR feature-level shape/type handling." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "One is inconsistent generation under compiled forward; the other is cache-length config being ignored outside quantized cache." + "reason": "Both relate to generation/cache behavior, but compiled-forward inconsistency and max_cache_length handling for quantized cache are distinct problems." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior vs save/load breakage after sinq quantization are related only broadly, not the same concrete failure." + "reason": "One is offloading not working with quantization; the other is quantized save/load breakage after from_pretrained. Related area, not same fix." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Training instability under ZeRO-3 and a Phi-4 multimodal loading error are unrelated." + "reason": "ZeRO-3 gradient growth and a model-load failure are different classes of bugs." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and code paths: nonsensical SigLIP2 outputs vs unexpected state-dict key with position id." + "reason": "Different symptoms and code paths: nonsensical SigLIP2 outputs versus unexpected position-id keys." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "A GenerationConfig validation error is not the same as an image-text-to-text pipeline output/type issue." + "reason": "A GenerationConfig validation error is unrelated to the DiffusionGemma image-text pipeline failure." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash and empty-chat-template IndexError are unrelated." + "reason": "Both are edge-case decode crashes, but one is Whisper trailing replacement-character handling and the other is apply_chat_template on an empty list." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is CUDA OOM in multi-GPU inference and the other is a device-map mismatch during forward." + "reason": "Both concern Gemma4 runtime problems, but OOM in multi-GPU inference and device mismatch in forward are not the same bug." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Different Gemma4 issues: missing mm_token_type_ids defaults vs inference OOM." + "reason": "Flash-attention s_aux=None crash and sinq save/load breakage are unrelated issues." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Flash-attention s_aux handling and sinq save/load regression are distinct bugs." + "reason": "One is a missing default for mm_token_type_ids; the other is a multi-GPU OOM. Different root causes." }, { "left": "issue:29159", @@ -8843,37 +8820,43 @@ "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 CI failures and MLflow job reporting on failure are different subsystems." + "reason": "Flash Attention 2 CI failures and MLflow reporting on failed jobs are different subsystems and bugs." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A path-trailing-slash import warning does not match a GPT-oss CUDA OOM." + "reason": "A trailing-slash import warning is not the same as a CUDA OOM." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compilation of non-template nodes and flash_attn import key lookup are unrelated." + "reason": "Compiler/template-node failure and flash_attn import KeyError are separate code paths." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added token vs TrainerState input-token counting are different behaviors." + "reason": "Tokenizer added-space behavior and TrainerState token-count updates are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same Sam3 area, but a dummy Conv2d in PixelDecoder is not the same concrete bug as a memory overflow when calling sam3-litetext." + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3-litetext memory overflow are not the same bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." + "reason": "GeneratorExp torch.jit.script export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check import bug do not share the same underlying defect." } ] }, @@ -8895,7 +8878,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:29870", "issue:29942", @@ -8918,6 +8901,7 @@ "issue:43957", "issue:44186", "issue:44423", + "issue:44466", "issue:44521", "issue:44554", "issue:44610", @@ -8926,13 +8910,13 @@ "issue:44977", "issue:44987", "issue:45072", + "issue:45127", "issue:45198", "issue:45200", "issue:45290", "issue:45356", "issue:45381", "issue:45406", - "issue:45446", "issue:45520", "issue:45588", "issue:45759", @@ -8946,14 +8930,13 @@ "issue:46821" ], "soft_pairs": [ - "issue:44554|issue:45446", "issue:44977|issue:46701", - "issue:44423|issue:44734", "issue:41720|issue:46710", "issue:43493|issue:43701", + "issue:44423|issue:44734", "issue:44977|issue:46710", - "issue:45406|issue:46121", "issue:37428|issue:43957", + "issue:45406|issue:46121", "issue:43295|issue:43450", "issue:45072|issue:45198", "issue:45588|issue:45759", @@ -8966,8 +8949,8 @@ "issue:43550|issue:43844", "issue:45200|issue:45823", "issue:43450|issue:43575", - "issue:29870|issue:29942", "issue:45520|issue:46178", + "issue:29870|issue:29942", "issue:43572|issue:44987", "issue:37428|issue:43824", "issue:43232|issue:44849", @@ -8976,222 +8959,217 @@ "issue:44554|issue:45356", "issue:44521|issue:45290", "issue:43295|issue:43493", - "issue:45381|issue:46209" + "issue:45381|issue:46209", + "issue:44466|issue:45127" ], - "prepared_review_unit_hash": "d78d05d141478973dc8484f15095ea1aa6497c2fa59199f4d5463b32a89c9ac4", + "prepared_review_unit_hash": "a6633b9f664a8180486027ca7d63953241781d3066df33f30bbb222ecaeaff69", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36632, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "serialized_chars": 37335, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft links are mostly broad text-similarity matches across unrelated bugs. I would not merge any of the candidate pairs; they span different models, APIs, and failure modes.", - "confidence": 0.72, - "canonical_issue_reason": "No single duplicate stands out; if one issue must anchor the cluster, 44521 is the broadest open, well-referenced multimodal chat-template regression.", + "summary": "This cluster is not a tight duplicate set: the items span many unrelated Transformers bugs across generation, multimodal processors, tokenization, serving, and loading. I found no soft-edge pair that looks like the same underlying bug or fix.", + "confidence": 0.73, + "canonical_issue_reason": "There is no clearly canonical duplicate here because the cluster is heterogeneous. If one issue must anchor the cluster, #44521 is the strongest representative: it is open, has multiple inbound refs, and concerns a broad multimodal chat-template failure.", "canonical_pr_reason": null, - "best_issue_reason": "44521 is the best issue to keep as the cluster anchor because it is open, actively discussed, and a reusable API regression rather than a model-specific edge case.", + "best_issue_reason": "#44521 is the best single issue to represent the cluster because it is user-facing, actively discussed, and likely to affect multiple multimodal workflows.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "Different bugs: MPS attention/value-head shape issue vs a flex_attention import version check." - }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Different subsystems/models: Qwen3.5 flash-attn generation vs DiffusionGemma pipeline output." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both crash in serve, but one is a `str.to()` multimodal batching bug and the other is KV-cache indexing." + "reason": "Different models and failures: Qwen3.5 flash-attn generation vs DiffusionGemma image-text-to-text pipeline." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "One is a device-mapping assert on Qwen3; the other is an accuracy regression after upgrade." + "reason": "Unrelated symptoms and code paths: A800 device-mapping cuda assert vs DeepSeek accuracy regression." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "Unrelated: SigLIP2 implementation mismatch vs checkpoint-resume key mismatch." + "reason": "SigLIP2 implementation mismatch is unrelated to a resume_from_checkpoint key mismatch." }, { - "left": "issue:44977", - "right": "issue:46710", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Different Qwen3.5 generation regression vs DeepSeek accuracy drift." + "reason": "Both are serve crashes, but the concrete bugs differ: string .to() crash vs KV-cache tensor indexing." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:44977", + "right": "issue:46710", "accept": false, - "reason": "Gemma4 processor `_tokenizer` crash is unrelated to rope-validation list handling." + "reason": "Different model families and different failure classes: flash-attention generation bug vs accuracy regression." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import error and `torch.device(\"meta\")` loading failure are different code paths." + "reason": "ImportError for a flash-attn helper is not the same as meta-device loading breakage." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope validation type handling." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression vs video batch-shape bug." + "reason": "Both are multimodal-processing issues, but one is a processor/tokenizer regression and the other is batched video shape handling." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different models and failures: dtype mismatch in inference vs Wav2Vec2 save/tokenization." + "reason": "Different subsystems and failures: dtype mismatches in inference vs save_pretrained/tokenization failure." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less model crash vs Qwen config unwrapping issue." + "reason": "Flash-attention sink handling is unrelated to AutoModelForCausalLM config unwrapping." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing failure vs Gemma4 text-only `mm_token_type_ids` default." + "reason": "Video-input processing error in Qwen3OmniMoe is not the same as missing default mm_token_type_ids in Gemma 4." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor.tokenizer regression vs quantization offloading behavior." + "reason": "Processor/tokenizer regression and quantized offloading behavior are different bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "NER/batched padding tokenizer crash vs `return_tensors` argument handling." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to return_tensors being ignored with text_kwargs." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLm config missing `pad_token_idx` vs TimesFM `window_size` attribute error." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as TimesFM window_size AttributeError." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch vs `return_tensors` being ignored." + "reason": "Gemma4 device-mapping forward mismatch is unrelated to return_tensors precedence." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression vs video input sizing bug." + "reason": "Different processors and different model expectations; these are not the same bug." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs DeepSpeed ZeRO-3 gradient issue." + "reason": "torch.compile+SDPA failure on Bamba is unrelated to ZeRO-3 gradient inflation." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 text-only fine-tuning default issue vs device-mapping forward mismatch." + "reason": "Defaulting multimodal token IDs and Gemma4 PLE device placement are distinct issues." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batch-shape bug vs Qwen2 large-model OOM." + "reason": "Batched video shape handling is unrelated to tensor-parallel OOM while loading a large model." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Bart generate mask bug and Flash Attention 2 test failures are not the same defect." + "reason": "Different import/backend lookup failures: flash_attn key error vs tensorflow_text backend mapping error." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Two different import-utils backend errors (`flash_attn` vs `tensorflow_text`)." + "reason": "BART generate() UnboundLocalError is not the same as failing Flash Attention 2 tests." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm config issue vs failure loading a specific model under 5.1." + "reason": "StableLmConfig pad token regression and loading physical-intelligence/fast are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different missing symbols from `transformers` modules." + "reason": "Two import errors, but for different symbols and models; not the same underlying bug." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generic generation sync_gpus bug vs Qwen3.5 hidden-states regression." + "reason": "sync_gpus generation kwarg handling and Qwen3.5 output_hidden_states behavior are different generation paths." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs/example problems vs `return_tensors` kwarg handling." + "reason": "SigLIP2 docs/model-processor mismatch and return_tensors precedence are unrelated." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path warning issue is unrelated to SigLIP2 math discrepancy." + "reason": "Trailing-slash local-path warning is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness bug vs Kimi tokenizer codec regression." + "reason": "MPS attention correctness issue has no clear relation to Kimi-K2.5 tokenizer regression." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch `apply_chat_template`, but one is wrong assistant masks and the other is a tool-call crash." + "reason": "Both involve apply_chat_template, but one is wrong assistant masks and the other is a tool-call/no-content crash." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "SigLIP2 discrepancy vs processor kwarg handling are unrelated." + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Qwen2.5-VL video position bug vs FP8/B200 inference failure." + "reason": "lm_head.weight serialization inconsistency is a different problem from LoRA merge collapse with extended vocab." } ] }, @@ -9213,7 +9191,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:28218", "issue:35141", @@ -9240,34 +9218,33 @@ "issue:43975", "issue:44112", "issue:44442", - "issue:44466", "issue:44561", "issue:44610", "issue:44737", "issue:44792", "issue:44857", "issue:44898", + "issue:44995", "issue:45083", - "issue:45127", "issue:45198", "issue:45200", "issue:45325", "issue:45412", "issue:45563", + "issue:45593", "issue:46192", "issue:46209", "issue:46234", "issue:46285", "issue:46512", - "issue:46821", + "issue:46858", "issue:46894", "issue:46899", "issue:46932" ], "soft_pairs": [ - "issue:44466|issue:45127", - "issue:28218|issue:35141", "issue:42915|issue:43824", + "issue:28218|issue:35141", "issue:44737|issue:46894", "issue:43278|issue:43856", "issue:43824|issue:43975", @@ -9280,8 +9257,8 @@ "issue:44442|issue:45198", "issue:45200|issue:46932", "issue:44898|issue:45412", - "issue:44792|issue:45563", "issue:43526|issue:46192", + "issue:44792|issue:45563", "issue:45200|issue:45325", "issue:43819|issue:44112", "issue:43335|issue:43550", @@ -9291,205 +9268,206 @@ "issue:43819|issue:45083", "issue:44610|issue:44857", "issue:43388|issue:43526", - "issue:46512|issue:46821", - "issue:43606|issue:45083" + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:44995|issue:46858" ], - "prepared_review_unit_hash": "07a9982c20153108325c507f98b85d5338e73c6b542a29ca5cbb5a5ef3392e74", + "prepared_review_unit_hash": "63090011b872bf900326e0bd576a174674979d1117f1032997d3c9fd4bb4a2f8", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36522, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "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 vocabulary or subsystem names, but they do not look like the same underlying bug/change. I would not merge any of the proposed pairs.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43950 is the strongest anchor here: it is a concrete core-framework regression in `from_pretrained()` with broad applicability and a clear reproduction path, unlike many model-specific or peripheral reports in the cluster.", + "summary": "This cluster is highly heterogeneous: almost all soft edges connect unrelated bugs across different models, processors, caches, docs, and hardware paths. I would not merge any of the candidate pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster; the linked items are mostly unrelated false-positive similarities rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best single representative because it is a high-signal, user-facing loading regression with a well-scoped fix surface and broader reuse potential than the other items.", + "best_issue_reason": "No issue is a good cluster representative because the soft links do not converge on one underlying bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Weight-tying/serialization vs LoRA+extended-vocab collapse: related area, different failure mode." + "reason": "Different failures in different model families: Qwen3MoE FP8 config vs Qwen2.5-VL import error." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token vs embedding reinit after resize: separate bugs." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FP8 failure vs Qwen2.5-VL import error: different code paths and symptoms." + "reason": "Tokenizer spacing bug vs embedding resize/post-init reinitialization; unrelated code paths." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU arange bug vs CohereASR double-shift loss bug: unrelated internals." + "reason": "XLNet device placement bug vs CohereASR training-loss shift bug; unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift vs MoE memory inefficiency: different symptom and fix surface." + "reason": "Dtype drift in evaluate vs memory usage in Qwen3 MoE training; not the same bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError on Qwen2_5_VL vs DeepSeek detokenization regression: not the same bug." + "reason": "Import failure for Qwen2.5-VL vs incorrect detokenization for DeepSeek Coder; different subsystems." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration vs CI stale device-override test: unrelated." + "reason": "Tokenizer special-token registration vs a GraniteSpeech CI test/device override issue; unrelated." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "`gguf_file` loading breakage vs stale `config.dtype`: different stages of model loading." + "reason": "gguf_file loading regression vs from_config dtype/config staleness; different lifecycle stages and bugs." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sample-rate default vs batched video shape bug: different processors." + "reason": "Audio chat-template sampling-rate default vs batched video shape handling; unrelated processor bugs." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "`from_pretrained` buffer corruption vs CLIP model structure mismatch: unrelated regressions." + "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP text-model structure inconsistency; different issues." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention `pad_token_id`, but they affect different model configs and are likely separate omissions." + "reason": "Both mention missing pad_token_id, but they are separate model configs and not one concrete shared bug." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 token-type defaults vs quantized multimodal embedder casting: different bugs." + "reason": "Gemma4 text-only mm_token_type_ids defaulting vs unsafe dtype casting in quantized multimodal embedders; distinct failures." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer load failure vs save/tokenization failure: different model paths and symptoms." + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer vs Wav2Vec2 save/tokenization regression; unrelated." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Same model family, but token-type defaults and dtype-casting regressions are distinct issues." + "reason": "Different Gemma4 multimodal bugs: missing default token type IDs vs quantized embedder dtype casting." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution failure vs RT-DETR memory release: unrelated." + "reason": "Perceiver non-default resolution failure vs RT-DETR memory release issue; no shared code path." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Janus image-generation test failure vs paged-generate warning: not the same bug." + "reason": "BeitImageProcessorFast label reduction bug vs return_tensors being ignored with text_kwargs; unrelated." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Beit label reduction vs `return_tensors` ignored: unrelated input-processing bugs." + "reason": "Janus image-generation test failure vs paged generate warning regression; not the same bug." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Text-only token-type default vs still-image rope scaling: different multimodal paths." + "reason": "Gemma4 text-only token-type defaults vs Qwen2.5-VL temporal position_id scaling; unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch vs GraniteSpeech CI test: unrelated." + "reason": "DAC latent reconstruction mismatch vs GraniteSpeech CI device override test; unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer creation vs Bamba SDPA compile failure: different construction/runtime bugs." + "reason": "SwitchTransformers sparse-layer config bug vs Bamba SDPA torch.compile failure; different model/runtime problems." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are hardware-related, but one is an auto-device-map assert and the other is an FP8 inference failure." + "reason": "Qwen3 auto-device-map CUDA assert vs FP8 inference failure on B200; different hardware/model bugs." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "`trust_remote_code` breakage from removed helper vs missing Falcon-Mamba import util: unrelated API surfaces." + "reason": "Removal of one import-utils helper breaking trust_remote_code vs a missing different import-utils symbol; unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-facing, but they cover different deprecated pipeline APIs." + "reason": "Both are docs regressions, but they concern different pipeline docs and different outdated parameters." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC mismatch vs `_get_feat_extract_output_lengths` behavior: unrelated internals." + "reason": "Different cache/feature bugs: DAC from_latents mismatch vs qwen3_omni_moe length helper behavior." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet image-size mismatch vs LwDetr AMP crash: preprocessing bug vs numeric stability bug." + "reason": "OmDet processor/model size mismatch vs LwDetrImageLoss AMP crash; unrelated vision issues." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Label dropping in gather vs Beit label reduction: similar wording, different layers and logic." + "reason": "Trainer gather_for_metrics label truncation vs image-processor reduce_labels behavior; different layers and failures." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Stale `config.dtype` vs TimesFM `window_size` AttributeError: unrelated config bugs." + "reason": "CPU offload device mismatch in Bark-small vs qwen3_omni_moe feature-length helper; unrelated." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss vs D-FINE auxiliary-loss logic when denoising is off; different bugs." + }, + { + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "CPU offload device mismatch vs feature-length helper behavior: no shared code path." + "reason": "GlmMoeDsa stale indexer cache on second forward vs static-cache seq_length tensor arithmetic on non-CUDA backends; not the same underlying issue." } ] }, @@ -9511,7 +9489,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:28282", "issue:29127", @@ -9532,7 +9510,6 @@ "issue:43550", "issue:43611", "issue:43653", - "issue:43720", "issue:43819", "issue:43825", "issue:43854", @@ -9546,7 +9523,6 @@ "issue:44521", "issue:44743", "issue:44855", - "issue:44857", "issue:45083", "issue:45290", "issue:45412", @@ -9560,29 +9536,31 @@ "issue:46285", "issue:46326", "issue:46424", + "issue:46512", + "issue:46821", "issue:46858" ], "soft_pairs": [ - "issue:44857|issue:45593", - "issue:45759|issue:46285", "issue:44206|issue:45584", + "issue:46512|issue:46821", + "issue:45759|issue:46285", "issue:38175|issue:45412", "issue:46424|issue:46858", "issue:43335|issue:43653", "issue:37428|issue:43425", "issue:28282|issue:33357", "issue:29942|issue:32090", - "issue:43550|issue:44112", "issue:43611|issue:44466", "issue:43335|issue:43504", - "issue:45520|issue:46170", + "issue:43550|issue:44112", "issue:44855|issue:45083", + "issue:45520|issue:46170", "issue:44448|issue:44743", "issue:43335|issue:45083", "issue:45290|issue:46326", "issue:37428|issue:44351", - "issue:43335|issue:45593", "issue:44514|issue:44521", + "issue:43335|issue:45593", "issue:43335|issue:44112", "issue:43278|issue:43825", "issue:29127|issue:32090", @@ -9590,211 +9568,204 @@ "issue:42490|issue:43854", "issue:34689|issue:35141", "issue:43819|issue:44493", - "issue:39692|issue:43526", - "issue:43720|issue:44112" + "issue:39692|issue:43526" ], - "prepared_review_unit_hash": "9468b9a1ba806edad200cd1cf70292cdfaf6c42c577c1226f3f77548f3c9286b", + "prepared_review_unit_hash": "a6d071150639c4fc4c9c28892520e6b793f233d914611d9457dc1029cb6b12cd", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36822, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "soft_pair_count": 28, + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab bag of unrelated Transformers bugs: import/runtime failures, chat-template edge cases, cache behavior, model-loading regressions, and model-specific issues. None of the soft pairs appears to be the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster looks like a noisy similarity bucket of mostly unrelated Transformers bug reports. None of the soft pairs appear to be the same underlying bug/change, so all are rejected. If forced to pick a canonical issue anchor, issue 43335 is the least-bad choice because it is the most centrally connected item in the cluster, but the overall cohesion is weak.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43335 is the most central node in this noisy cluster and participates in several soft-similarity links, so it is the best available anchor despite the lack of a true common bug theme.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43335 has the highest apparent connectivity and is a concrete reproducible bug report, making it the most plausible representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Different models and failure modes: LwDetr AMP/CUDA crash vs D-FINE auxiliary-loss behavior." + "reason": "Different failures: unsupported `center` arg in LasrFeatureExtractor vs Whisper empty-transcription generation after special-token alignment." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Both involve model structure, but one is AutoModelForCausalLM config unwrapping for Qwen multimodal configs and the other is CLIP text-model API inconsistency." + "reason": "Related to model/cache configuration, but one is stale `config.dtype` after `from_config`, the other is `window_size` causing an AttributeError in TimesFM 2.5." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Unrelated bugs: feature extractor center-arg regression vs Whisper empty-transcription generation failure." + "reason": "Both involve model config structure, but one is `from_config` unwrapping `text_config` and the other is inconsistent CLIP text model class structure." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different subsystems entirely: SigLIP2 probabilities vs RT-DETR memory cleanup." + "reason": "Unrelated bugs: zero probabilities in SigLIP2 vs RT-DETR models not releasing memory on deletion." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is max_cache_length handling and the other is seq_length/device-tensor arithmetic in static cache under torch.compile." + "reason": "Both touch cache logic, but one is about `max_cache_length` only applying to quantized cache while the other is a static-cache slice arithmetic bug under `torch.compile`." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer config bug vs tokenizer special-token registration bug; no shared code path." + "reason": "Different subsystems: sparse-layer creation in SwitchTransformers config vs BigBird tokenizer special-token registration." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Different compatibility problems: missing internal flash-attention symbol vs Torch 2.10 incompatibility." + "reason": "Both are version/import issues, but one is a missing flash-attn helper import and the other is torch 2.10 incompatibility." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing import error is unrelated to a MacOS bus error when loading a CLIP model." + "reason": "Same broad area of model loading/runtime, but one is missing PyTorch in the environment and the other is a Mac bus error with a community CLIP model." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "FlashAttention test failures and Trainer GPU broadcast TypeError are different failures." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "Bamba torch.compile/SDPA bug is unrelated to a GraniteSpeech CI stale-device test." + "reason": "Flash Attention 2 test failures are unrelated to the Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is serialization of lm_head.weight tied weights." + "reason": "Both concern model loading/serialization behavior, but one is `base_model_prefix` loading and the other is tied `lm_head.weight` serialization depending on device." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Beit legacy-field loading bug." + "reason": "One is a SwitchTransformers sparse-layer config bug; the other is a Beit preset load failure from a legacy field." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Both are import/platform issues, but one is flash_attn lookup on Python 3.13 and the other is Windows ROCm/torch.distributed handling." + "reason": "Different concrete bugs: Bamba torch.compile + SDPA failure vs GraniteSpeech stale device override CI failure." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 JIT parse failure in DebertaV2Model is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "One is a Python 3.13 `@torch.jit.script` parsing problem; the other is a helper-function output-length behavior bug in qwen3_omni_moe." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/runtime issues, but one is a Python 3.13 flash_attn key error and the other is a Windows ROCm torch.distributed dependency problem." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different regressions: Pegasus output mismatch across versions vs recurrent-state reset in modular_qwen3_5 cache handling." + "reason": "Different bugs: output drift between Transformers v4/v5 for Pegasus vs recurrent states resetting in modular_qwen3_5 cache handling." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "No overlap: SwitchTransformers config creation vs qwen3_omni_moe output-length helper." + "reason": "Different model families and failure modes; SwitchTransformers sparse-layer config is unrelated to qwen3_omni_moe helper length behavior." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat-template/tokenization, but one crashes on tool-call assistant messages and the other is a mistral_common continue_final_message bug." + "reason": "Both are chat-template related, but one crashes on assistant messages with tool calls and no content, while the other concerns `continue_final_message` for mistral_common tokenizers." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and modules." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss omission are unrelated model bugs." + "reason": "Different import errors: missing flash-attn helper name vs missing `HybridCache` symbol." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are apply_chat_template issues, but one is a batched padding=False crash and the other is incorrect all-zero assistant masks for multimodal inputs." + "reason": "Same API family, but different symptoms and triggers: batched `apply_chat_template(..., padding=False)` crash vs all-zero assistant masks for multimodal inputs." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config bug is unrelated to the GraniteSpeech CI device-override failure." + "reason": "Sparse-layer config creation in SwitchTransformers is unrelated to D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: SwitchTransformers sparse layer creation vs stale device override test failure in GraniteSpeech." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to the pipeline translation-task error message." + "reason": "Both involve regressions, but one is embedding dtype drifting from BF16 to FP32 and the other is a pipeline error message wrongly implying translation is supported in v5." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error messaging and Trainer _gpu_broadcast_one TypeError are different issues." + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention integration crash on s_aux=None is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." + "reason": "Different code paths: flash_attention integration crashing on `s_aux=None` vs Qwen3_5Moe rotary embedding not handling CPU offload." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash test loading failure are different bugs." + "reason": "One is a local-path trailing-slash import warning; the other is a unit-test failure loading `zai-org/GLM-4.7-Flash`." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 vision model loading regression and post_init reinitializing untied embeddings are separate model-loading issues." + "reason": "Both are model-behavior regressions, but one is Llama 3.2 Vision model loading and the other is token-embedding resizing reinitializing output embeddings." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents mismatch and unexpected position-id keys are unrelated model/runtime bugs." + "reason": "DAC latent conversion mismatch is unrelated to unexpected `position id` key warnings during model loading." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug do not share the same underlying cause." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "BitNet packed-weight loading under accelerate and GraniteSpeech CI stale-device failure are unrelated." + "reason": "Documentation example errors for SigLIP2 are unrelated to BeitImageProcessorFast `reduce_labels` returning only one label." } ] }, @@ -9816,7 +9787,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:10000", "issue:15354", @@ -9839,13 +9810,14 @@ "issue:43575", "issue:43606", "issue:43701", + "issue:43720", + "issue:44112", "issue:44206", - "issue:44360", "issue:44448", "issue:44493", - "issue:44561", "issue:44617", "issue:44779", + "issue:44855", "issue:44857", "issue:44977", "issue:45083", @@ -9858,9 +9830,8 @@ "issue:45478", "issue:45593", "issue:45823", - "issue:45920", - "issue:46192", "issue:46234", + "issue:46399", "issue:46431", "issue:46566", "issue:46655", @@ -9869,17 +9840,18 @@ ], "soft_pairs": [ "issue:46431|issue:46566", + "issue:43720|issue:44112", "issue:43606|issue:44857", "issue:45310|issue:45478", + "issue:44448|issue:44779", "issue:39692|issue:44493", "issue:28218|issue:32090", - "issue:44448|issue:44779", "issue:26413|issue:31501", "issue:45127|issue:45245", + "issue:44206|issue:45823", "issue:45459|issue:46234", - "issue:44617|issue:46697", "issue:43701|issue:45083", - "issue:44206|issue:45823", + "issue:44617|issue:46697", "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:45593|issue:47000", @@ -9887,211 +9859,210 @@ "issue:38175|issue:44493", "issue:27957|issue:34689", "issue:29942|issue:35141", - "issue:29870|issue:32090", "issue:45290|issue:45381", + "issue:29870|issue:32090", "issue:43278|issue:43329", "issue:10000|issue:15354", "issue:44448|issue:44977", - "issue:45920|issue:46192", "issue:45290|issue:46655", - "issue:44360|issue:44561" + "issue:44855|issue:46399" ], - "prepared_review_unit_hash": "786fd1025be3021a50dd56732253ebc89473e229571055b9b4946c3a2016c9e0", + "prepared_review_unit_hash": "60416543dd3f2945535fdb280927e35c874f5a3801cb975a3d6d0f77860843d0", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35806, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "serialized_chars": 35894, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous. Only the two Qwen3.5 MoE `from_pretrained` reports look like true duplicates; the rest are separate bugs in different code paths, models, or subsystems.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45920 is the broadest, clearest regression report here, affecting multiple tokenizers/models with a concrete v5 breakage and strong duplicate value.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports across different models and subsystems. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (45310/45478).", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier, fuller report for the same Qwen3.5 MoE from_pretrained failure and has inbound discussion/references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest representative issue because it has the widest scope and the clearest cross-model tokenizer regression.", + "best_issue_reason": "issue:45310 is the strongest cluster anchor: it describes a concrete reproducible bug and is the exact duplicate target of 45478. The rest of the cluster is unrelated noise.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Different failures: missing chat template in a processor vs device placement bug with DiffusionGemma weights. Not the same bug." + "reason": "Different subsystems and failures: missing chat template vs device_map='auto' meta-device loading bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: packed-weight loading in BitNet vs a stale device-override CI failure in GraniteSpeech." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Unrelated code paths and symptoms: CPU offload device mismatch vs float16 AMP crash in a loss function." + "reason": "Different code paths and symptoms: CPU offload device mismatch vs AMP/CUDA crash in a loss function." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title, same model family, same `transformers>=5.4.0` `from_pretrained` failure. These look like the same underlying regression." + "reason": "Same underlying bug: identical Qwen3.5 MoE from_pretrained regression report, with 45478 clearly duplicating 45310." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and regressions: Pegasus v4/v5 output drift vs Deepseek tokenizer correctness in v5." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/model-processor mismatch and quantization failure are unrelated to a position-id key warning across many models." + "reason": "Different failures: SigLIP2 doc/example mismatch and quantization issue vs unexpected position-id keys across many models." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added token is a different bug from a trainer `_gpu_broadcast_one` NoneType error." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Both are v5 regressions, but one is Pegasus generation drift and the other is DeepSeek tokenizer corruption. Different underlying issues." + "reason": "Tokenizer spacing bug vs trainer GPU broadcast NoneType error; not the same bug." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Resume/checkpoint iterator handling is unrelated to training not starting on FineWeb SLM." + "reason": "Both are training-related, but one is resume_from_checkpoint/epoch_iterator and the other is FineWeb startup; different root causes." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA vocabulary merge collapse and category-count overflow are separate bugs with no shared concrete code path." + "reason": "Unrelated: LoRA/extended-vocab collapse vs a categories cardinality runtime limit." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer/protobuf error handling vs missing import utility symbol are different import/runtime problems." + "reason": "Different models and failures: unsupported center argument in LasrFeatureExtractor vs Gemma4 PLE device mismatch." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same as over-padding in Swin2SR image preprocessing." + "reason": "Different import-utils/tokenizer behaviors: protobuf error masking vs missing availability helper symbol." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and feat-length helper behavior in qwen3_omni_moe are unrelated." + "reason": "Different bugs: resume_from_checkpoint key mismatch vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Unsupported `center` argument in an extractor and Gemma4 device-mismatch during forward are different defects." + "reason": "OOM in Sam3Video is unrelated to Swin2SR image over-padding." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast `NoneType` error and MacOS bus error on CLIP loading are unrelated." + "reason": "Different runtime failures: NoneType broadcast error vs MacOS bus error on a CLIP model." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning and tensor-parallel OOM on Qwen2-57B are different load-time issues." + "reason": "Local-path import warning is unrelated to Qwen2 tp OOM." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Both touch detection training, but one is missing auxiliary losses and the other is an infeasible cost matrix crash." + "reason": "Different detection losses and failure modes: missing auxiliary losses vs infeasible cost matrix." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper bug." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper issue." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different model behaviors and code paths." + "reason": "SigLIP2 zero probabilities is not the same as unexpected position-id keys." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading breakage are not the same bug." + "reason": "Flash Attention 2 issue for XLMRoberta is unrelated to Llama 3.2 Vision model loading regression." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are distinct issues." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are different bugs." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "BART `generate()` decoder mask initialization and trainer broadcast errors are unrelated." + "reason": "Chat template/tool-call crash vs qwen2.5-vl video position-id bug; different code paths." }, { - "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 issues." + "reason": "BART generate decoder_attention_mask bug is unrelated to the trainer broadcast NoneType error." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Dtype change in evaluation and undefined video-token helper variables are different bugs." + "reason": "Eval dtype drift is unrelated to undefined video-token helper variables in multimodal token counting." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBERT issue and torch.jit GeneratorExp export failure on ViT are unrelated." + "reason": "German DistilBertModel issue and ViT torch.jit.script generator-expression failure are unrelated." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failure are not the same underlying problem." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Both involve tokenizers, but one is a broad wrong-token-ID regression and the other is `return_tensors` being ignored with `text_kwargs`." + "reason": "Pegasus output drift across versions is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat-template/tool-call crash and Swin2SR video padding miscalculation are separate preprocessing bugs." + "reason": "Assistant tool-call chat template crash is unrelated to SmolVLM video padding logic." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to the removal of `is_torch_fx_available` breaking trust-remote-code models." + "reason": "Python 3.13 IndentationError in DebertaV2 import is a different bug from Qwen3.5 kernel registration missing decorator." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: issue 45920 is indeed the broadest cross-model tokenizer regression, and the only clearly duplicate-looking pair in the soft edges is the Qwen3.5 MoE from_pretrained duplicate (45310/45478). The other verdicts stay conservative and are supported by the titles/body themes; no pair is overstated as the same bug when the evidence points to different code paths or subsystems." + "feedback": "The assessment is grounded in the packet and stays conservative: the one accepted pair (45310/45478) is strongly supported by the identical Qwen3.5 MoE from_pretrained titles and the inbound reference, while the rest of the soft-edge links are reasonably marked false as cross-model or cross-subsystem mismatches. The canonical issue choice and summary are also supported by the packet." }, "evaluator_used": true, "retried": false, @@ -10110,7 +10081,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:25251", "issue:29127", @@ -10131,20 +10102,18 @@ "issue:43526", "issue:43575", "issue:43611", - "issue:43653", "issue:43701", "issue:43873", "issue:43927", "issue:43976", "issue:44186", + "issue:44360", "issue:44361", "issue:44448", "issue:44466", "issue:44561", "issue:44568", - "issue:44743", "issue:44779", - "issue:44855", "issue:44871", "issue:44977", "issue:45198", @@ -10156,31 +10125,33 @@ "issue:45698", "issue:45803", "issue:45823", + "issue:45920", "issue:46121", - "issue:46399", + "issue:46192", "issue:46421", "issue:46858" ], "soft_pairs": [ - "issue:44855|issue:46399", + "issue:45920|issue:46192", + "issue:44360|issue:44561", "issue:29870|issue:33290", - "issue:44977|issue:45229", + "issue:37428|issue:42175", "issue:40444|issue:43526", "issue:43278|issue:43381", - "issue:37428|issue:42175", + "issue:44977|issue:45229", "issue:43927|issue:45698", "issue:32090|issue:33290", "issue:46421|issue:46858", "issue:43873|issue:45229", "issue:42490|issue:43873", "issue:43976|issue:45440", - "issue:25251|issue:32090", "issue:44448|issue:44466", - "issue:44568|issue:45491", + "issue:25251|issue:32090", "issue:29127|issue:34567", "issue:44871|issue:44977", - "issue:44561|issue:44779", + "issue:44568|issue:45491", "issue:43381|issue:43701", + "issue:44561|issue:44779", "issue:33357|issue:39692", "issue:45198|issue:45803", "issue:45588|issue:45823", @@ -10190,217 +10161,216 @@ "issue:44186|issue:45198", "issue:44361|issue:45198", "issue:43611|issue:46121", - "issue:29870|issue:34689", - "issue:43653|issue:44743" + "issue:29870|issue:34689" ], - "prepared_review_unit_hash": "78c3e13a88ccb7bf84408c4edb3686e7446a1fb0ee92957c606060bad2298187", + "prepared_review_unit_hash": "c3f0c773819f19f6c7e874a474005f34e9b57246b4dd1eac166a34c9dbd07a95", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 37058, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "serialized_chars": 36372, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "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; the matches are mostly broad subsystem or model-family similarities only. I\u2019d keep all artifacts separate, with issue 43873 as the strongest standalone representative of a concrete, well-documented bug report.", - "confidence": 0.94, + "summary": "This cluster is heterogeneous: the items are separate Transformers bugs/regressions across tokenization, trainers, model loading, cache, and docs. None of the soft pairs look like the same underlying change, so all soft edges should be rejected.", + "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most representative standalone issue here: it describes a concrete failure mode, has substantial discussion/references, and is broader than the model-specific regressions without being vague.", + "best_issue_reason": "issue:45920 is the broadest, most representative report in the set (a multi-model tokenizer regression), but the cluster is too mixed for it to serve as a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both are tokenizer API regressions, but one is wrong token IDs across multiple models while the other is `return_tensors`/`text_kwargs` handling." + }, + { + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Different models and different failures: Python 3.13 import/torch.jit parsing vs Qwen3.5 kernel registration error." + "reason": "Different problems: DSA indexer ReLU discussion vs removal of `is_torch_fx_available` breaking `trust_remote_code` models." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Unrelated problems: BART generate-time UnboundLocalError vs DeepSpeed+Adafactor OOM." + "reason": "`generate()` decoder mask bug and DeepSpeed/Adafactor OOM are unrelated failure modes." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Both are inference issues, but one is flash-attention generation behavior and the other is multi-GPU CUDA OOM on a different model." + "reason": "Import error for a flash-attention helper is unrelated to TensorFlow missing from the `.[torch]` extra." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Both involve vision data processing, but one is multi-image IterableDataset finetuning and the other is BeitImageProcessorFast label reduction." + "reason": "Qwen2.5-VL multi-image finetuning failure and BeitImageProcessorFast `reduce_labels` bug are different code paths." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode related, but one is dtype drift in evaluation and the other is gradient checkpointing being disallowed in eval." + "reason": "Embedding dtype drift in eval and gradient checkpointing being disallowed in eval are distinct issues." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Completely different areas: flash-attention import failure vs backend dependency packaging." + "reason": "Flash-attention generation failure for Qwen3.5 and Gemma4 multi-GPU CUDA OOM are not the same bug." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both concern save/load behavior, but one is custom token IDs in config and the other is wrong custom module resolution after save_pretrained." + "reason": "Both involve loading/saving, but one loses custom token IDs and the other loads the wrong custom module after save." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Different Trainer/DeepSpeed symptoms: NoneType broadcast error vs optimizer-related OOM." + "reason": "Trainer `_gpu_broadcast_one` NoneType error is unrelated to optimizer memory blow-up in DeepSpeed." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/compile internals, but one is spurious recompilation from lazy init and the other is a device-tensor seq-length arithmetic bug." + "reason": "Both mention cache behavior, but one is spurious recompilation from lazy init while the other is device-tensor arithmetic in `_prefill`." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both are memory-related, but one is quantization/offloading behavior and the other is a model-specific multi-GPU OOM." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different problems." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path warning on trailing slash is unrelated to quantization/offloading behavior." + "reason": "Trailing-slash import warning and quantization offloading failure are unrelated." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility regression vs divergence from remote DeepSeekV3 implementation; no shared bug." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer distributed broadcast errors." + "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are separate issues." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one changes generated output and the other is device-dependent serialization of lm_head weights." + "reason": "Both are v5 regressions, but one is output mismatch for Pegasus and the other is serialization of tied weights." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer add_special_tokens behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Pipeline `top_k` nesting and Trainer GPU broadcast errors are unrelated." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." + "reason": "LayoutLMv3 error messaging and `num_input_tokens_seen` not updating are different Trainer/model concerns." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is a different bug from Qwen3.5 flash-attention generation failures." + "reason": "Gemma eos-token config mismatch and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "API removal breaking trust_remote_code models is not the same as Deepseek tokenizer output corruption." + "reason": "Tokenizer special-token omission and Gemma3 NaN embeddings have different symptoms and code paths." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + "reason": "One is a restriction on gradient checkpointing in eval; the other is a checkpoint key mismatch." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Helper removal breaking `trust_remote_code` and DeepSeek tokenizer regression are separate compatibility bugs." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Both are vision-related, but one is a macOS bus error with a community CLIP model and the other is a docs example/model-processor mismatch plus quantization failure." + "reason": "MacOS bus error in model loading and SigLIP2 doc-example errors are not the same underlying issue." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except error handling." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare `except:` bug are unrelated." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention AttributeError on sink-less models is a different code path from Gemma4 PLE device mismatch with auto device mapping." + "reason": "Flash-attention crash on `s_aux=None` and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is unrelated to tensor-parallel OOM on Qwen2-57B." + "reason": "Eval dtype change and tensor-parallel OOM are not the same bug." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are multi-device inference issues, but cudaErrorAssert on A800 is not the same as CUDA OOM." + "reason": "Qwen3 auto device-map assertion and Gemma4 OOM are distinct model/runtime problems." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and stale num_return_sequences warning are different generate() issues." + "reason": "Flash-attention generation bug and stale warning for `num_return_sequences` are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model failures with no shared bug mechanism." + "reason": "Different tokenizer/model families and different failure modes; not a duplicate." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "MLukeTokenizer task error and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Model loading breakage from base_model_prefix removal is unrelated to rope-validation JSON list handling." + "reason": "Base-model-prefix loading break and rope-validation type error are different code paths." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate UnboundLocalError and Llama Vision model loading regression are separate failures." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset in cache mode." + "reason": "BART generation mask bug and Llama 3.2 Vision loading regression are unrelated." } ] }, @@ -10422,13 +10392,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ - "issue:27957", "issue:29127", "issue:29942", "issue:30064", - "issue:33290", "issue:33357", "issue:35141", "issue:42490", @@ -10454,6 +10422,7 @@ "issue:44462", "issue:44464", "issue:44479", + "issue:44743", "issue:45072", "issue:45198", "issue:45245", @@ -10474,266 +10443,259 @@ "issue:46701" ], "soft_pairs": [ + "issue:43653|issue:44743", "issue:44206|issue:44479", "issue:29942|issue:30064", "issue:43756|issue:45440", "issue:42915|issue:42994", - "issue:45372|issue:45588", "issue:43653|issue:44442", + "issue:45372|issue:45588", "issue:43065|issue:43994", - "issue:45459|issue:45712", - "issue:43412|issue:45588", "issue:44265|issue:45198", - "issue:45491|issue:46693", + "issue:43412|issue:45588", "issue:43065|issue:45412", + "issue:45491|issue:46693", + "issue:45459|issue:45712", "issue:29127|issue:33357", "issue:43575|issue:43701", "issue:45245|issue:45563", - "issue:45372|issue:45406", "issue:42490|issue:43381", "issue:29127|issue:35141", "issue:45440|issue:45593", + "issue:45372|issue:45406", "issue:43994|issue:45412", + "issue:43421|issue:45491", "issue:45406|issue:46701", "issue:45372|issue:45459", - "issue:43421|issue:45491", "issue:45412|issue:46369", "issue:43066|issue:44462", "issue:43575|issue:44387", "issue:44442|issue:45072", - "issue:43526|issue:45834", "issue:44464|issue:45584", + "issue:43526|issue:45834", "issue:43824|issue:44279", - "issue:43526|issue:46693", - "issue:27957|issue:33290", - "issue:27957|issue:29127" + "issue:43526|issue:46693" ], - "prepared_review_unit_hash": "6f1f7fd383aaae5d963557794977be68a506aa5868694ce5cd9e367de4efff74", + "prepared_review_unit_hash": "69cffdb22fd019af4559da3a4b643c9802d390cb244334f29be3ad6f73747a1d", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37445, - "estimated_input_tokens": 9362, - "estimated_eval_tokens": 18980 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36674, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a tight duplicate set; it\u2019s a heterogeneous mix of unrelated Transformers bugs and regressions, with only weak thematic overlap around tokenizers, multimodal models, and generation/attention issues. I would not merge any of the soft pairs.", - "confidence": 0.29, - "canonical_issue_reason": "Issue #44462 is the most broadly user-facing and representative of the cluster\u2019s recurring tokenizer/loading theme, with inbound references and a clear reproducible failure mode.", + "summary": "No true duplicates stand out in this set; the soft-similarity pairs mostly share a subsystem or model family but describe different concrete failures. I would not merge any of the proposed soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "The collection is heterogeneous, so there is no clear duplicate cluster. If one issue must serve as the representative, issue 45406 is the most concrete and actionable runtime crash report with a specific failing code path (`Gemma4Processor` / missing `_tokenizer`).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #44462 is the best single issue to anchor the cluster because it is concrete, widely understandable, and sits near the most general subsystem represented here (tokenizer/model loading).", + "best_issue_reason": "Issue 45406 is the strongest single representative: it is specific, reproducible, and tied to a clear crash surface, whereas most others are broader or less directly actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failures: BigBirdTokenizer decode/special-token handling vs Qwen3_5 recurrent-state reset." + }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Different regressions: one is a feature-extractor argument crash, the other is a video-input regression in Qwen VL models." + "reason": "Unrelated regressions: unsupported `center` arg in LASR feature extraction vs Qwen VL video-input behavior." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention test failures and void-segmentation-map processing are unrelated bugs." + "reason": "FlashAttention test failures and void-segmentation-map processing are different bugs." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "One is about Smollm3 RoPE layer selection; the other is a DeepSeekV3MoE implementation divergence." + "reason": "Different model-implementation correctness issues with no shared code-path or symptom." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different code paths." + "reason": "One is a FineGrainedFP8 load failure; the other is quantized saving failure." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Gemma 4 processor import dependency failure is not the same as a Flash Attention crash on sink-less models." + "reason": "BigBird tokenizer decode issue is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "BigBird tokenizer special-token registration and FastSpeech2Conformer tokenizer loading are distinct tokenizer bugs." + "reason": "Gemma4 import/dependency failure vs flash-attention crash on `s_aux=None`; different failures." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing bad outputs." + "reason": "Dummy SAM3 pixel decoder class and SigLIP2 bad outputs are unrelated." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Tokenizer protobuf error handling and leftover dummy PT classes are unrelated maintenance issues." + "reason": "Export failure from `torch_compilable_check` is not the same as Wav2Vec2 save/tokenization failure." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export for Gemma3n and Flash Attention sink handling are different failures." + "reason": "Gemma3n export guards/`erfinv` support and flash-attention sinkless crash are different bugs." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failures do not share the same bug." + "reason": "Dummy Conv2d placeholder issue is unrelated to RT-DETR memory not being released." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both mention FA2/generation, but one is a NaN correctness bug and the other is a performance regression." + "reason": "Both mention FA2, but one is NaN embeddings in Gemma3 and the other is a performance regression; not the same bug." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR memory release behavior are unrelated." + "reason": "Tokenizer error masking vs leftover dummy classes are separate cleanup/behavior issues." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box validation messaging and a CLIP bus error on macOS are different issues." + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B is not the same as resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM for Qwen2-57B and resume checkpoint key mismatch are different code paths." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count overflow and a stale warning in paged generation are unrelated." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Gemma 4 processor import dependency failure and missing _tokenizer in serve are different bugs." + "reason": "Category-cardinality runtime error and stale paged-generate warning are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path slash import warning and gradient checkpointing eval-mode behavior are unrelated." + "reason": "Trailing-slash local-model warning is not the same as gradient-checkpointing eval-mode incompatibility." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error clarity and token-embedding reinitialization are separate problems." + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to token-embedding reinitialization after resize." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss omission are different model bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import-time dependency problem and the other is a serve-time missing-attribute crash." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory release are not the same underlying problem." + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory retention are unrelated symptoms." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates and Gemma3 NaN embeddings are different bug classes." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to DiffusionGemmaGenerationOutput pipeline behavior." + "reason": "Gemma4 processor attribute crash is not the same as DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "An ImportError for ReasoningEffort is not the same as protobuf error masking in tokenizer exceptions." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings do not share a code path." + "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are unrelated." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR model cleanup/memory release and Sam3-LiteText memory overflow are different memory problems." + "reason": "Both mention memory, but RT-DETR object cleanup and sam3-litetext overflow are distinct problems." }, { "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 defect." + "reason": "Tokenizer decoder-type mismatch and ignoring `tokenizer.json` are different loading bugs." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Tensor-parallel load OOM and int4 quantization reserved-memory regression are different OOM causes." + "reason": "Qwen2-57B tensor-parallel OOM is unrelated to the int4 quantization memory regression." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and bfloat16 dtype mismatches are unrelated." + "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatches are unrelated." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Beit reduce_labels bug and Kosmos2.5 long-OCR index error are different preprocessing failures." + "reason": "Compiled-forward chunked generation inconsistency is not the same as Whisper empty-transcription failure after special-token alignment." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are separate generation bugs." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index error are different bugs." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2_5_VL class import and a generic dependency issue are not the same concrete bug." + "reason": "Specific Qwen2_5_VL import error and a generic dependency issue are not the same underlying problem." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:33290", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in DeepSpeed are different training/runtime issues." - }, - { - "left": "issue:27957", - "right": "issue:29127", - "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 box-error messaging are unrelated." + "reason": "Beit label handling and FA2 long-context performance regression are unrelated." } ] }, @@ -10755,9 +10717,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:27957", + "issue:29127", "issue:29870", "issue:33290", "issue:34689", @@ -10806,17 +10769,19 @@ "issue:46821" ], "soft_pairs": [ - "issue:42915|issue:43931", + "issue:27957|issue:33290", + "issue:27957|issue:29127", "issue:43994|issue:46369", + "issue:42915|issue:43931", "issue:44857|issue:45588", - "issue:33290|issue:34689", "issue:33290|issue:35141", + "issue:33290|issue:34689", "issue:43526|issue:44186", "issue:43334|issue:43531", "issue:45250|issue:46640", "issue:46121|issue:46399", - "issue:45588|issue:46821", "issue:43381|issue:43873", + "issue:45588|issue:46821", "issue:44514|issue:45381", "issue:43646|issue:44077", "issue:43761|issue:45859", @@ -10826,207 +10791,204 @@ "issue:44442|issue:44898", "issue:42490|issue:44743", "issue:42175|issue:46234", - "issue:45003|issue:45440", "issue:43720|issue:44442", + "issue:45003|issue:45440", "issue:27957|issue:29870", "issue:44077|issue:44479", "issue:43493|issue:43827", "issue:43316|issue:43525" ], - "prepared_review_unit_hash": "55c99a8496d4177b39e1360d12976ce6ac8f8e5b65dd9135932ffc61f0c285d7", + "prepared_review_unit_hash": "a449e883f8872733adcfcd63147a5376b77f81b5a703f54a3864d5123b078737", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34832, - "estimated_input_tokens": 8708, - "estimated_eval_tokens": 17672 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36017, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only the two Flash Attention 2 reports look like the same underlying topic. All other pairs appear to be different bugs/features in different model families or subsystems.", - "confidence": 0.46, - "canonical_issue_reason": "issue:46640 is the clearest current Flash Attention 2 report: it is open, directly names the subsystem, and is the best representative of the only plausible duplicate pair in this cluster.", + "summary": "No true duplicates are evident in this set. The soft pairs mostly share broad subsystem keywords (Qwen, Flash Attention, tokenizer/loading, vision/audio) but describe different models, code paths, or failure modes.", + "confidence": 0.92, + "canonical_issue_reason": "There is no clear canonical duplicate issue here because the candidate pairs are heterogeneous and do not describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46640 is the best single issue to represent the flash-attention duplicate pair; the rest of the cluster is too mixed to serve as a meaningful canonical bug tracker.", + "best_issue_reason": "Issue 43873 is the most active open issue in the set and is broad enough to be a representative tracking item, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Different problems: XLM-RoBERTa Flash Attention support vs DeepSpeed/Adafactor OOM." + }, + { + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Different models and failure modes: FineGrainedFP8Config vs. weight-shape mismatch on Qwen3-VL loading." + "reason": "Unrelated models and failures; Flash Attention support vs LayoutLMv3 box validation messaging." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Both mention bad outputs/memory issues, but they are different models and symptoms; no clear shared code path." + "reason": "Different model families and symptoms: SigLIP2 bad outputs vs SAM3-LiteText memory overflow." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related, but one is FineGrainedFP8Config failure and the other is a Qwen3-VL weight-shape mismatch." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "One is an AMP/CUDA loss crash, the other is a flash-attention sinkless-model AttributeError." + "reason": "Different code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py s_aux handling." }, { "left": "issue:33290", - "right": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Unrelated problems: DeepSpeed/Adafactor OOM versus Llama 3.2 Vision model loading regression." + "reason": "OOM in DeepSpeed/Adafactor is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:34689", "accept": false, - "reason": "No overlap beyond general training/runtime issues; optimizer OOM and embedding reinit are different bugs." + "reason": "Different bugs: optimizer memory usage vs Llama 3.2 Vision model loading regression." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different processors and different failures: label reduction bug versus tokenizer crash on NER/padding." + "reason": "Different components and failures: BeitImageProcessorFast label reduction vs LayoutLMv2Tokenizer NER/padding crash." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen-family issues, but one is a missing config attribute and the other is a sliding-window behavior bug." + "reason": "Both mention Qwen, but one is missing pad_token_id and the other is a sliding_window bug." }, { "left": "issue:45250", "right": "issue:46640", - "accept": true, - "reason": "Both are generic Flash Attention 2 issue reports with the same subsystem and no evidence of distinct code paths; they look like the same underlying tracker." + "accept": false, + "reason": "Same broad Flash Attention 2 theme, but too generic and not the same concrete bug." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Different bugs: rope-validation input typing versus a Qwen3.5 kernel registration failure." + "reason": "Different failures: rope validation TypeError vs Qwen3.5 use_kernels registration/decorator crash." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Flash-attention AttributeError and TimesFM window_size AttributeError are unrelated." + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "Checkpointing in eval mode and quantization offloading are separate behaviors with different failure points." + "reason": "Different issues: flash_attention.py s_aux=None crash vs TimesFM window_size AttributeError." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is batching/padding in apply_chat_template and the other is wrong video position IDs." + "reason": "Related Qwen2.5-VL area, but batched chat-template padding crash is not the same as incorrect vision_position_ids in video input." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General custom initialization breakage and a specific patchtsmixer post_init restriction are not the same bug." + "reason": "Custom model initialization breakage is unrelated to patchtsmixer post_init policy." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Completely different models and errors: CLIP hidden states regression versus Qwen rotary embedding CPU offload incompatibility." + "reason": "Different models and code paths: CLIPVisionModel hidden_states regression vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and a categorical-cardinality runtime error are unrelated." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the categories > 2^24 runtime limit." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different APIs and symptoms: recurrent-state reset in modular Qwen3.5 versus Whisper batch_decode token skipping." + "reason": "Different areas: Qwen3_5 recurrent-state caching vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio-related, but one is chat-template sample-rate defaulting and the other is an unsupported feature-extractor argument." + "reason": "Audio chat-template sampling-rate default is unrelated to LasrFeatureExtractor center-arg support." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver resolution handling are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:44743", - "accept": false, - "reason": "Local-path import warning and Qwen3.5 cache/recurrent-state behavior are unrelated." + "reason": "Different subsystems: tokenizer loading vs Perceiver image-resolution handling." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Packaging/backend install issue versus a missing import_utils helper; no shared bug." + "reason": "BitNet packed-weights loading failure is unrelated to FastSpeech2Conformer tokenizer loading." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different code paths and failure modes." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2ConformerTokenizer loading are unrelated." + "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask handling are different bugs." + "reason": "Different models and failures: XLM-RoBERTa Flash Attention support vs BART generate decoder_attention_mask bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTST mixer post_init policy and Qwen video-input regression are unrelated." + "reason": "PatchTSMixer post_init policy is unrelated to the Qwen video-input regression." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and v5 docs still mentioning pipeline() are unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to documentation still referencing pipeline()." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Different config classes and different missing attributes; not the same defect." + "reason": "Gemma3TextConfig API discrepancy is different from Llama4Config missing pad_token_id." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is largely heterogeneous, and the only accepted soft pair (Flash Attention 2 / Flash Attention 2.0) is at least plausibly the same subsystem. The false pair verdicts are generally conservative and align with the issue titles." - }, - "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 }, @@ -11041,7 +11003,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:16998", "issue:22355", @@ -11093,21 +11055,21 @@ "issue:46932" ], "soft_pairs": [ - "issue:45325|issue:46697", "issue:43873|issue:44871", "issue:44062|issue:45907", + "issue:45325|issue:46697", "issue:44855|issue:45137", "issue:43643|issue:44913", - "issue:43749|issue:43931", "issue:43316|issue:45759", - "issue:44442|issue:45803", + "issue:43749|issue:43931", "issue:44987|issue:46178", + "issue:44442|issue:45803", "issue:44190|issue:44496", "issue:43232|issue:43388", "issue:43931|issue:45216", "issue:43761|issue:44079", - "issue:43701|issue:46506", "issue:43761|issue:44188", + "issue:43701|issue:46506", "issue:42617|issue:43575", "issue:46829|issue:46932", "issue:43550|issue:43701", @@ -11122,14 +11084,14 @@ "issue:44871|issue:45584", "issue:46234|issue:46291" ], - "prepared_review_unit_hash": "dc047309a29c704ee35cabd99ed7d93b7b51e99dafd49272c7c92bafb835e152", + "prepared_review_unit_hash": "c6e0c9dd3063296063b0f874476f8784c2b31d6e5e15aff26d0ffc4494564811", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, @@ -11144,180 +11106,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers issues; the proposed soft edges are topical similarities rather than true duplicates, so they should all be rejected. The broadest and most connected report is the quantization/offloading regression, which is the best representative of the set.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43873 is the broadest, most connected report here (highest discussion/inbound refs) and best represents the cluster\u2019s overall offloading/quantization theme.", + "summary": "All proposed soft links look like false positives: the items span unrelated bugs across loading, generation, config, preprocessing, distributed training, and tooling. No true duplicate cluster is evident.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable stand-in because it is an active, high-engagement bug report with the broadest subsystem scope among these mostly unrelated issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45325", - "right": "issue:46697", - "accept": false, - "reason": "Different models and different bugs: Qwen2.5-VL rope/position-id scaling vs Swin2SR image padding behavior." - }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Broad offloading/quantization regression vs Gemma-3 EOS token config mismatch; not the same code-path." + "reason": "Both concern model behavior, but one is about quantization/offloading and the other is a Gemma-3 EOS token config mismatch; different bugs and code paths." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken keyword conflict vs list_repo_files revision forwarding; unrelated subsystems." + "reason": "One is a tokenizer construction error, the other is a hub API regression around forwarding `revision`; unrelated failure modes." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both touch image/video preprocessing, but one is rope/position-id scaling in Qwen2.5-VL and the other is over-padding in Swin2SR; not the same bug." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 deque IndexError; unrelated failures." + "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config/load bugs, but they affect different APIs and models and do not appear to share one underlying defect." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; different loading problems." + "reason": "`trust_remote_code` missing-fields behavior in config loading is different from `rotary_pct` being lost on reload." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Similar multimodal config area, but one is a Gemma3TextConfig API discrepancy and the other is unwrapping text_config for Qwen 3.5/3.6; not the same bug." + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is `from_config` unwrapping for composite Qwen multimodal configs; not the same concrete defect." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "AutoTokenizer loading failure vs bare except in FuyuBatchFeature tensor conversion; unrelated code paths." + "reason": "FSDP CPU RAM efficient loading and a Qwen3-VL weight-shape mismatch are separate loading issues with different root causes." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model loading regression for physical-intelligence/fast vs backend mapping error for tensorflow_text; unrelated." + "reason": "A model-loading failure for a specific repo is unrelated to a missing backend registration for `tensorflow_text`." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failing on FastSpeech2ConformerTokenizer is not the same as Fuyu's broad exception swallowing in tensor conversion." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading failure vs unrecognized model config.json error; different issues." + "reason": "A local dataset script issue and an unrecognized model config error are different subsystems and bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation sync_gpus kwarg update bug vs gather_for_metrics dropping labels in last batch; different training utilities." + "reason": "Generation kwarg syncing after `sync_gpus` is unrelated to `gather_for_metrics` dropping tuple labels." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Different Qwen3-family issues: one is a loading shape mismatch, the other a save_pretrained checkpoint regression." + "reason": "Both concern Qwen models, but one is a load-time shape mismatch and the other is incorrect `save_pretrained` serialization; different defects." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is a CLIPVisionModel regression, the other is generic ModelOutput key assignment behavior; not the same underlying bug." + "reason": "A CLIPVisionModel regression returning `hidden_states=None` is not the same as generic `ModelOutput` key assignment logic." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Checkpoint key mismatch vs CPU/CUDA result divergence; unrelated." + "reason": "Hidden-states regression in a vision model and divergent attention kernels under `torch.compile` are unrelated." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Vision model hidden_states regression vs attention-kernel divergence under torch.compile; unrelated." + "reason": "Checkpoint resume key mismatch does not match a CPU/CUDA output divergence bug." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure vs tensor-parallel OOM on Qwen2-57B; different problems." + "reason": "Running `3d_parallel.py` and tensor-parallel OOM while loading a Qwen model are different distributed-training problems." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output field bug vs Gemma4 quantized embedder dtype casting; unrelated model-specific issues." + "reason": "Misassigned `hidden_states` in VideoPrism output is unrelated to Gemma4 dtype casting for quantized embedders." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure vs resume_from_checkpoint key mismatch; unrelated." + "reason": "`torch.compile` + SDPA failure in Bamba-9B-v2 is unrelated to a resume-from-checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel load vs key error loading MobileLLM-125M; different load failures." + "reason": "Tensor-parallel OOM on a large Qwen model and a key error loading MobileLLM are separate load failures." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention support issue for XLMRoberta vs Trainer NoneType broadcast error; unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; different subsystems." + "reason": "CPU offload device mismatch is a different issue from resume-from-checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output nesting bug vs missing PyTorch import error; unrelated." + "reason": "Pipeline `top_k` changing output shape and missing PyTorch for AutoModel are unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Quantized model save failure vs wrong custom module loaded after save_pretrained; both involve serialization but not the same defect." + "reason": "Both touch save/load behavior, but one is about saving dequantized models and the other about loading the wrong custom module after `save_pretrained`; different causes." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa model_max_length question vs missing transformers.onnx module import; unrelated." + "reason": "A DeBERTa-V3 `model_max_length` question is unrelated to a missing `transformers.onnx` module import error." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "processor/tokenizer regression with images vs pipeline translation error-message regression; different user-facing bugs." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Custom processor/tokenizer regression vs Gemma-3 eos_token_id config inconsistency; unrelated." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma-3 EOS config mismatch vs Whisper empty-transcription generation failure; different edge cases." - }, - { - "left": "issue:46234", - "right": "issue:46291", - "accept": false, - "reason": "Missing import_utils helper vs kernels dependency/version validation failure in pipelines; unrelated." + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to a v5 pipeline translation-task error message." } ] }, @@ -11339,7 +11283,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:43065", "issue:43316", @@ -11404,9 +11348,9 @@ "issue:44242|issue:46894", "issue:45632|issue:46424", "issue:44610|issue:46369", - "issue:45803|issue:46170", "issue:43540|issue:44514", "issue:43065|issue:44617", + "issue:45803|issue:46170", "issue:43650|issue:46202", "issue:45542|issue:46234", "issue:43572|issue:46178", @@ -11415,187 +11359,193 @@ "issue:44792|issue:44977", "issue:45127|issue:45200", "issue:43352|issue:46640", - "issue:43388|issue:43688", - "issue:43673|issue:44743" + "issue:43673|issue:44743", + "issue:43388|issue:43688" ], - "prepared_review_unit_hash": "1e3fbc22c21534bd4830a3a00ab6af8add2d68cb61ac83e3a1c9aac99854358b", + "prepared_review_unit_hash": "d9d34813850be10f9574c1a9404f2ff6a5d6c3e178835efb713a0c6e80d3271b", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35316, - "estimated_input_tokens": 8829, - "estimated_eval_tokens": 17914 + "serialized_chars": 35323, + "estimated_input_tokens": 8831, + "estimated_eval_tokens": 17918 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the set is a mix of unrelated model-specific regressions, config/load-save issues, cache/generation bugs, and environment/import problems. I would keep the cluster split and, if forced to pick an umbrella issue, use the broad Transformers v5 regression item.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broadest umbrella in the set: it describes a general Transformers 5.0.0 breakage affecting custom model initialization, which best represents the cluster\u2019s common migration/regression theme.", + "summary": "The cluster is heterogeneous: the soft-similarity links mostly connect unrelated bug reports that share only broad themes like loading, cache, or attention. I found no convincing duplicate pairs, and there are no PRs in this set.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 45698 is the strongest representative: it has high discussion/inbound references and a concrete, reproducible save_pretrained/from_pretrained regression affecting custom modules.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most reusable representative for this cluster because it is the highest-level, cross-cutting regression; the other issues are narrower, model-specific failures.", + "best_issue_reason": "Issue 45698 is the best standalone issue here because it is specific, well-documented, and broad enough to matter beyond one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both touch chunked generation/cache behavior, but one is inconsistent outputs with compiled forward and the other is spurious recompilation from lazy cache init; different bugs and fixes." + "reason": "Both are cache/generation-adjacent, but one is inconsistent compiled generation output and the other is spurious recompilation from lazy cache init; different bugs." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "These are separate Transformers v5 regressions: one changes patchtsmixer post_init handling, the other concerns non-persistent buffers being filled with junk." + "reason": "PatchTSMixer post_init API behavior and non-persistent buffer junk are unrelated regressions." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Different models and failures: Gemma3TextConfig API mismatch versus Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are distinct issues." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Unrelated issues: Gemma3TextConfig API discrepancy versus TimesFM window_size raising AttributeError." + "reason": "A config API mismatch is not the same bug as a TimesFM window_size AttributeError." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both are config/regression bugs, but one is broad custom initialization breakage while the other is a specific rotary_pct persistence/reload issue." + "reason": "Both involve config/reload behavior, but custom model initialization breakage and GPTNeoX rotary_pct persistence are different root causes." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Both involve model round-tripping, but they affect different models and different failure modes, so they are not the same underlying bug." + "reason": "Gemma EOS token config mismatch and sinq quantization roundtrip failure are separate loading/config bugs." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are loading failures, but gguf_file handling and missing model_type in config.json are distinct code paths." + "reason": "gguf_file handling and missing model_type in config.json are both loading failures, but not the same code-path problem." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion and Trainer import failure on uninstalling datasets are unrelated problems." + "reason": "Bare except in Fuyu tensor conversion and Trainer import issues from datasets are unrelated." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are different models and different symptoms." + "reason": "ESM2 runtime breakage and a janus image-generation test failure do not describe the same bug." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Same model family, but one is a weight-tying bug and the other is a FlashAttention support/runtime issue; not the same fix." + "reason": "lm_head weight tying and FlashAttention-2 support errors are different Mistral/Ministral problems." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both are loss-related, but they involve different models and different loss computations; too broad to merge." + "reason": "Both mention loss terms, but load-balancing loss omission and ASR double-shift training loss are different defects." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache-related, but one is a local-path collision in trust_remote_code and the other is max_cache_length semantics for quantized cache." + "reason": "Cache path collision for local models and max_cache_length only applying to Quantized Cache are unrelated cache semantics bugs." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor size mismatch versus Sam3LiteText memory overflow are different bugs with different root causes." - }, - { - "left": "issue:45803", - "right": "issue:46170", - "accept": false, - "reason": "A tensor conversion exception-handling bug and a Windows ROCm import/dependency issue are unrelated." + "reason": "Processor image-size mismatch and sam3-litetext memory overflow are not the same failure mode." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both involve Qwen multimodal processing, but video input validation and batched chat-template padding failure are separate code paths." + "reason": "Qwen3OmniMoe video-input validation and Qwen2_5_VL batched chat-template padding crash affect different preprocessing paths." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Same Sam3 area, but dummy Conv2d in the pixel decoder is not the same problem as a Sam3Video CUDA OOM." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A swallowed KeyboardInterrupt in Fuyu conversion is unrelated to Windows/ROCm import dependency errors." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "These are unrelated: a placeholder data issue versus a Gemma pipeline tokenization/roundtrip failure." + "reason": "The noisy 'ADD THE DATA' issue and the Gemma pipeline roundtrip bug are not duplicates." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection and a missing import_utils symbol are separate import/backend issues." + "reason": "TensorBoard-without-TensorFlow backend handling and a missing import_utils symbol are separate packaging/import issues." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig pad_token_idx migration and tensorflow_text backend mapping are unrelated." + "reason": "StableLm pad_token_idx regression and tensorflow_text backend mapping errors are unrelated." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both are loading/saving regressions, but one is a legacy-field preset issue and the other is choosing the wrong custom module after save_pretrained." + "reason": "Legacy preset-field loading for BEiT and wrong custom module selection after save/load are different model-loading bugs." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and removed Sam3LiteText auto_mapping references are unrelated." + "reason": "Janus image-generation test failure and stale Sam3LiteText auto-mappings are unrelated." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: janus test failure versus Qwen3.5 flash-attention generation issues." + "reason": "Janus generation-image test breakage and Qwen3.5 flash-attention generation issues are different model paths." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge with extended vocab and Gemma 4 mm_token_type_ids defaulting are separate model-configuration bugs." + "reason": "LoRA merge collapse with extended vocab and Gemma4 mm_token_type_ids defaults are different configuration/weighting problems." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Not the same concrete bug: one explicitly says NemotronHForCausalLM lacks FA2 support, while the other is a broad Flash Attention 2 issue with no confirmed shared code path." + "reason": "A specific NemotronHForCausalLM FlashAttention-2 failure is not the same as a generic flash-attention issue." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache lazy-init and recurrent-state reset with cache are both cache-related but describe different mechanisms." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Gather-for-metrics label truncation and auxiliary-loss normalization are different training bugs." + "reason": "Metric gathering dropping tuple labels and auxiliary loss normalization are unrelated training/evaluation bugs." } ] }, @@ -11617,7 +11567,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:25251", "issue:27957", @@ -11681,15 +11631,15 @@ "issue:45245|issue:46858", "issue:45632|issue:46617", "issue:43827|issue:43994", - "issue:46082|issue:46697", "issue:43673|issue:46421", + "issue:46082|issue:46697", "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:43931|issue:44060", - "issue:44242|issue:46897", "issue:43644|issue:44913", - "issue:25251|issue:27957", "issue:43335|issue:44855", + "issue:44242|issue:46897", + "issue:25251|issue:27957", "issue:44933|issue:45362", "issue:44077|issue:44877", "issue:45563|issue:45584", @@ -11697,203 +11647,206 @@ "issue:43550|issue:44190", "issue:41720|issue:45245" ], - "prepared_review_unit_hash": "d65b83663d9fc20ad72b5daa58652d1d00003c1b150f8a82d1aa943ab4cdca5a", + "prepared_review_unit_hash": "1d11f96ace997f696bc085e22ee48717ebb4623f37f9ffcf76b9eb12646b35c9", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35867, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "serialized_chars": 35871, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same underlying bug or change; the set is a loose collection of unrelated issues across pipelines, configs, cache handling, generation, and model-specific regressions.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45632 is the most concrete, narrowly-scoped framework bug in the set, with a clear cache-path collision repro and an obvious code-path to fix.", + "summary": "Most candidate pairs are false positives: they share only broad Transformer-related themes, not the same underlying bug. The only plausible duplicate is the trust_remote_code cache-loading pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45632 is the best issue candidate because it states the likely root cause most clearly (cache-path collision for local models sharing a leaf directory), which also explains the downstream cache-loading failure reported in issue:46617.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45632 is the strongest representative issue: specific, reproducible, and actionable, without being overly model-specific or vague.", + "best_issue_reason": "issue:45632 is the strongest representative issue in this set: specific, actionable, and closest to a concrete root cause rather than a symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different code paths: pipeline processor lookup vs a SAM3 vision encoder attribute error; not the same bug." + "reason": "Different features and failures: video-classification processor lookup vs SAM3 vision encoder attribute access." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "One is a missing config attribute (`pad_token_id`), the other is a `sliding_window` issue in Qwen3-MoE; unrelated failures." + "reason": "Unrelated model/config bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Both involve config/state persistence, but one is a v5 buffer-initialization regression and the other is `rotary_pct` not surviving reload; distinct bugs." + "reason": "Different config/runtime problems: non-persistent buffers junk vs GPTNeoXConfig reload losing rotary_pct." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading script failure vs multimodal model loading failure; not the same underlying problem." + "reason": "Different loading paths and error classes: local dataset script failure vs model loading for Phi-4 multimodal." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize vs import warning on trailing-slash local paths; different behaviors and fixes." + "reason": "No shared bug: embedding reinit on resize vs import warning from trailing slash in local path." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing crash vs missing `_tokenizer` on `Gemma4Processor`; unrelated serve bugs." + "reason": "Serve KV-cache indexing crash is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python import/parsing failure in DebertaV2 vs flash-attention `s_aux=None` handling; different subsystems and causes." + "reason": "Python 3.13 torch.jit parsing issue is unrelated to flash_attention s_aux=None crash." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both are dtype-related, but they affect different models/components and have different concrete failure modes." + "reason": "Not the same concrete issue; 45072 is a bfloat16 dtype mismatch, while 46932 is a Gemma4 quantized embedder fix referencing another issue." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding crash vs RT-DETR feature-level mismatch; unrelated model-specific bugs." + "reason": "Whisper timestamp decoding and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-cardinality overflow vs device-tensor slice arithmetic in static cache; not the same issue." + "reason": "Different bugs: category cardinality limit vs cache.get_seq_length returning a device tensor." }, { "left": "issue:45632", "right": "issue:46617", - "accept": false, - "reason": "Both touch trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a FileNotFoundError from cache loading; not clearly the same code-path bug." + "accept": true, + "reason": "Both point to trust_remote_code cache-loading failures; 45632 describes the underlying path-collision mechanism, and 46617 appears to be the resulting FileNotFoundError." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing removed pipeline APIs vs incorrect outputs from AutoModel/pipeline usage; one is documentation drift, the other is runtime inference behavior." + "reason": "Docs referencing pipeline() and SigLIP2 nonsensical results with pipeline are not the same bug." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Llama config validation for `head_dim` vs Swin2SR image over-padding; no shared underlying bug." + "reason": "Both mention chunked prefill/cache, but one is missing cache in v5.0.0 and the other is lazy init causing recompilation; different failure modes." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache in v5 and the other is lazy cache init causing recompilation; too different to merge." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "`decoder_attention_mask` initialization bug in BART generation vs output-embedding reinit on resize; different modules and symptoms." + "reason": "Bart generate() decoder_attention_mask bug is unrelated to embedding resize reinitialization." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription crash; unrelated failures." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation crash." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Weight-shape mismatch on model load vs tied-weights warning incorrectly linking tensors; different Qwen issues." + "reason": "Weight shape mismatch for Qwen3-VL is unrelated to a tied-weights warning in Qwen3-Next." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Missing load-balancing loss vs double-shift training-loss bug; both are loss-related but not the same concrete bug." + "reason": "Non-persistent buffers junk and config reload dropping rotary_pct are distinct issues." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Non-persistent buffer junk in v5 vs `rotary_pct` not persisting on reload; both serialization-ish but distinct issues." + "reason": "SwitchTransformers sparse-layer construction and DebertaV2 import parsing are unrelated." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Pipeline output nesting change vs Flash Attention 2 support issue for XLMRoberta; unrelated." + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different MoE/training bugs." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Sparse-layer construction bug vs Python 3.13 import parsing error; unrelated." + "reason": "Pipeline top_k nesting bug is unrelated to XLMRoberta with Flash Attention 2." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from `image_utils` vs Qwen3.5 chat crash; different problems." + "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "`post_init` policy issue in patchtsmixer vs strict-config rejection for granite_speech; not the same underlying bug." + "reason": "Optional post_init restriction and strict config loading for granite_speech are not the same failure." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning for `num_return_sequences` vs Whisper crash on empty transcription; different generation bugs." + "reason": "Paged generate warning behavior is unrelated to Whisper empty transcription crash." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Wrong `vision_position_ids` for Qwen2.5-VL video input vs memory overflow in sam3-litetext; not the same issue." + "reason": "Qwen2.5-VL vision_position_ids bug and SAM3-litetext memory overflow are unrelated." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "`torch.compile`/SDPA crash in Bamba-9B-v2 vs local dataset loading failure; unrelated." + "reason": "torch.compile/SDPA failure for Bamba is unrelated to local dataset loading in a training script." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping vs category-count overflow; completely different failures." + "reason": "Qwen3 device-mapping cudaErrorAssert is unrelated to the categories cardinality runtime error." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and stay conservative. The only accepted soft-edge pair, issue:45632 and issue:46617, is well-supported by their titles and the stated cache-path / cache-loading linkage. The false-pair rejections are also appropriately cautious and avoid overclaiming duplicates from broad thematic similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11908,7 +11861,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:25251", "issue:29870", @@ -11964,18 +11917,18 @@ "issue:43335|issue:44190", "issue:45588|issue:47013", "issue:43854|issue:44792", - "issue:39692|issue:44190", "issue:44617|issue:46369", + "issue:39692|issue:44190", "issue:45381|issue:46655", - "issue:45127|issue:45357", "issue:44464|issue:45563", + "issue:45127|issue:45357", "issue:43295|issue:45276", - "issue:44779|issue:46489", - "issue:44112|issue:45600", "issue:43540|issue:44734", + "issue:44779|issue:46489", "issue:45290|issue:46752", - "issue:45276|issue:45584", "issue:44521|issue:45381", + "issue:44112|issue:45600", + "issue:45276|issue:45584", "issue:43526|issue:46697", "issue:44737|issue:45803", "issue:25251|issue:29870", @@ -11987,20 +11940,20 @@ "issue:44246|issue:45003", "issue:44964|issue:45600" ], - "prepared_review_unit_hash": "52ecb01d227acc36aa247b7c607acab539bef4afb1f801befbca9708f07aafb6", + "prepared_review_unit_hash": "557a67bdaf25ff9a202b1271af8e5ed6c0af0e9298e31a39ade621f5f1260d4c", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35520, + "serialized_chars": 35519, "estimated_input_tokens": 8880, "estimated_eval_tokens": 18016 }, @@ -12009,174 +11962,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct bug reports across different models, processors, and code paths. None of the soft pairs are strong enough to merge as duplicates, so I\u2019d keep them separate and use the most broadly representative active issue as the canonical anchor.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44521 is the most active and broadly relevant report here, with the highest inbound references and discussion, and it captures a clear user-facing multimodal bug.", + "summary": "This cluster is a loose collection of mostly unrelated issue reports. The soft-similarity pairs share broad themes like generation, multimodal processing, or tokenizer behavior, but they describe different concrete failures and code paths, so none should be deduplicated together.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best issue candidate overall because it is well-scoped, currently open, and has the strongest evidence of being a central tracker for a real bug.", + "best_issue_reason": "issue:44521 is the strongest representative for triage: it is open, has inbound references, and describes a concrete, user-visible multimodal masking bug with clear reproduction impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both involve generation/video-adjacent behavior, but they describe different failures in different subsystems: video-input regression vs KV-cache continuation indexing." + "reason": "Both involve generation/video-related regressions, but one is about video input handling in Qwen VL models and the other is a KV-cache continuation tensor indexing crash; different bugs and fix paths." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "One is about a dummy Conv2d in Sam3PixelDecoder, the other about processor/model input-size mismatch for OmDet-Turbo; these are separate bugs." + "reason": "Different components and failures: a dummy Conv2d in Sam3PixelDecoder versus a processor/model input-size mismatch in OmDet-Turbo." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and local dataset loading in an example script are unrelated issues." + "reason": "SwitchTransformers sparse-layer construction and local dataset loading in an example script are unrelated." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Both are runtime crashes, but they come from different code paths and models: flash_attention sink handling vs xLSTM return_last_states unpacking." + "reason": "Flash-attention handling of s_aux=None is a separate code-path bug from xLSTM train-mode return shape unpacking." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "These are different model-loading/test failures for different models; no clear shared underlying bug." + "reason": "Different models and failures: GLM-4.7 load issues in unit tests versus a janus image-generation test failure." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Doc-example errors for SigLIP2 are unrelated to a local dataset loading failure in an image-classification script." + "reason": "Both mention memory problems in SAM3-family models, but one is CUDA OOM in Sam3Video and the other is memory overflow in sam3-litetext; insufficient evidence of the same bug." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Both mention memory issues in SAM3-family models, but they affect different model variants and are not clearly the same code-path problem." + "reason": "SigLIP2 documentation errors and a local dataset loading issue are unrelated." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both concern video preprocessing, but the titles point to different bugs: incorrect position ids vs incorrect padding calculation." + "reason": "Both are video-processing bugs, but they affect different models and different calculations: vision_position_ids versus padding." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Model collapse after LoRA merge and incorrect visual encoder keys on save_pretrained are different failures in different workflows." + "reason": "Chunked generation inconsistency with compiled forward is a different problem from a stale warning about num_return_sequences." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Chunked-generation output inconsistency and a stale warning for num_return_sequences are not the same bug." + "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys during save_pretrained are distinct regression paths." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings not updating related Gemma4 weights are distinct issues." + "reason": "Processor/tokenizer access regression and Gemma4 embedding resize propagation are not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing are different failures." }, { "left": "issue:44779", "right": "issue:46489", "accept": false, - "reason": "Both are DeepSeek tokenizer regressions, but the titles describe different affected families and one is tied to a specific fix gap; not enough to treat as one bug." + "reason": "Both concern DeepSeek tokenizers on v5+, but one is a broad tokenizer regression and the other is a specific DeepSeek-Coder v1 gap; not enough evidence they share the exact same code-path bug." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "A stale CI device-override test failure and a broken auto_mappings reference are unrelated CI problems." + "reason": "Assistant messages with tool calls/no content and an empty chat list trigger different input-shape edge cases." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe and serve-time KV-cache continuation crash are separate failures." + "reason": "apply_chat_template assistant-mask logic and Qwen video vision_position_ids are separate multimodal issues." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both hit apply_chat_template, but one is about tool-call assistant messages and the other is an empty-list IndexError; different edge cases." + "reason": "A stale CI test on GraniteSpeech and broken auto_mappings references for Sam3LiteText are unrelated." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation are unrelated model-specific bugs." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both involve multimodal/chat-template behavior, but one is assistant mask generation and the other is video position ids for Qwen VL." + "reason": "Gemma4 embedding resize behavior and Whisper empty transcription handling are different feature areas and failures." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BEiT Fast labels reduction and Swin2SR over-padding are different image-processor bugs." + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are distinct image-processor bugs." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU tensor allocation and a bare-except swallowing errors in Fuyu batch conversion are unrelated implementation issues." + "reason": "XLNet device placement in positional encoding and a bare-except swallowing KeyboardInterrupt in FuyuBatchFeature are unrelated." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting and Bart generate() decoder_attention_mask UnboundLocalError are different bugs in different parts of generation." + "reason": "Pipeline top_k nesting behavior and Bart generate decoder_attention_mask initialization are different generation bugs." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository/loader behaviors." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated repository/API bugs." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and undefined tf backend due to tensorboard-only install are unrelated environment/setup issues." + "reason": "Python 3.14 import failure and missing TensorFlow backend detection are different environment/configuration issues." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is a missing GenerationMixin cache in chunked_prefill and the other is a device-tensor seq-length issue in static cache arithmetic." + "reason": "Both touch generation cache internals, but one is missing cache in chunked_prefill while the other is a device-tensor arithmetic issue in static cache with torch.compile." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Two different model-loading failures for different checkpoints; no evidence they share the same root cause." + "reason": "Different model-loading failures for different models; no evidence of a shared root cause." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code and an unrecognized model_type in config.json are separate config-loading problems." + "reason": "Missing fields with trust_remote_code and missing model_type in config.json are separate config-loading failures." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import and unsafe sys.modules access are not the same bug, even if both touch import-time code." + "reason": "Import slowness and unsafe sys.modules access are different issues, even if both affect import-time behavior." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading failure and broken Sam3LiteText auto-mapping references are unrelated." + "reason": "Phi-4 multimodal loading and stale Sam3LiteText config references are unrelated." } ] }, @@ -12198,7 +12151,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:27957", "issue:32090", @@ -12250,29 +12203,29 @@ "issue:46932" ], "soft_pairs": [ - "issue:45632|issue:46234", - "issue:42175|issue:44279", "issue:27957|issue:35141", + "issue:45632|issue:46234", "issue:44112|issue:44964", "issue:42796|issue:44521", + "issue:42175|issue:44279", "issue:36246|issue:41628", "issue:32090|issue:35141", "issue:43404|issue:45216", "issue:36246|issue:38617", "issue:46082|issue:46121", "issue:43531|issue:45600", - "issue:44295|issue:46506", "issue:41950|issue:44016", + "issue:44295|issue:46506", "issue:43673|issue:46424", "issue:43650|issue:44220", - "issue:43582|issue:46932", "issue:43295|issue:45335", - "issue:43976|issue:44987", + "issue:43582|issue:46932", "issue:45083|issue:46506", + "issue:43976|issue:44987", "issue:44016|issue:44220", - "issue:43526|issue:43901", - "issue:44496|issue:45042", "issue:43673|issue:44336", + "issue:44496|issue:45042", + "issue:43526|issue:43901", "issue:43901|issue:44496", "issue:44683|issue:45446", "issue:42907|issue:43441", @@ -12281,214 +12234,214 @@ "issue:43976|issue:44279", "issue:44792|issue:46424" ], - "prepared_review_unit_hash": "c884700ff578b33233a17fdb87ea9a50d36778eea182646e539639a1f940d7d6", + "prepared_review_unit_hash": "93b6aad5fcf09149ba7cabaecd0f8a4d5732dd59a550d849af51f9ebe914ed88", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36691, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "serialized_chars": 36693, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous; the soft-edge pairs mostly share only broad subsystem keywords, not the same concrete bug. No pair is safe to merge as duplicates on the available evidence.", - "confidence": 0.12, - "canonical_issue_reason": "issue:44521 is the strongest standalone issue here: it is open, has multiple inbound references, and describes a concrete reproducible bug with multimodal assistant masks.", + "summary": "These items are mostly unrelated Transformers bugs, regressions, and docs issues. None of the soft-similarity pairs look like the same underlying change or bug, so I would not merge any pair.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #44521 is the strongest representative bug report in this set: it is a concrete, user-facing multimodal regression with active references and enough detail to be actionable.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue because it is active, well-discussed, and narrowly describes a specific failure mode that could be actioned directly.", + "best_issue_reason": "Issue #44521 is the best issue to keep as the representative one because it is specific, reproducible, and currently relevant to users.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "Both are import/cache-related in name only; one is a trust_remote_code cache-path collision, the other is a missing utility export. Different bug and fix." - }, - { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "One is about TensorFlow not being included in the torch extra, the other is a generic dependency issue. Not the same underlying problem." + "reason": "Different problems: FlashAttention 2 support for XLMRoberta vs token embedding resize reinitialization when weights are untied." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Flash Attention support for XLMRoberta and embedding reinitialization after resize are unrelated code paths." + "reason": "One is a local-model cache path collision; the other is a missing import_utils availability symbol." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A stale CI test in GraniteSpeech is unrelated to a model loading failure for Phi-4 multimodal." + "reason": "CI device-override test failure in GraniteSpeech is unrelated to a model-loading failure for Phi-4 multimodal." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenizer/multimodal behavior, but one is a BPE-marker tokenizer bug and the other is assistant mask generation in apply_chat_template." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different code paths and different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in the torch extra is a packaging/extra-deps issue, not the same as a general dependency problem." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are ImportErrors, but they concern different symbols and different modules; no shared fix is evident." + "reason": "Both are import errors, but for different public symbols and different modules; not the same fix." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast of NoneType is unrelated to token embedding resizing/post-init reinitialization." + "reason": "Trainer broadcast NoneType failure is unrelated to embedding reinitialization after resize." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration is a different bug from incorrect checkpoint saving in Qwen3.5." + "reason": "Weight tying in Mistral3ForConditionalGeneration is a different defect from incorrect checkpoint saving for Qwen3.5." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; same symptom class, but not the same bug." + "reason": "Different missing imports from different modules; no shared underlying bug is evident." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter list conversion are separate configuration-validation issues." + "reason": "Head-dim validation logic and rope-parameter JSON/list conversion are separate validation paths." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding window behavior and auto_mappings referencing removed configs are unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to stale auto_mappings references breaking CI." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "A buffer/position_ids read error is not the same as CPU/CUDA output divergence." + "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "A pipeline looking for image processors is unrelated to a notebook syntax error." + "reason": "Registering position_ids as a buffer causing read errors is not the same as CPU/CUDA output divergence." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is a max_cache_length policy bug for quantized cache." + "reason": "Generation cache missing during chunked prefill is distinct from max_cache_length being honored only for quantized cache." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder issue text and a _torch_extract_fbank_features bug are clearly unrelated." - }, - { - "left": "issue:43582", - "right": "issue:46932", - "accept": false, - "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedders dtype casting are different failures and fixes." + "reason": "The first issue is placeholder/low-signal, while the second is a specific fbank feature extraction bug." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are separate model/API bugs." + "reason": "Processor.tokenizer regression with image inputs is unrelated to resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "Python version compatibility and a model-loading failure for a specific repo are unrelated." + "reason": "Apple Silicon warmup TypeError is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "A helper returning unexpected feature lengths is not the same as CPU/CUDA numerical divergence." + "reason": "Qwen3-Omni-MoE feature-length helper behavior is a different bug from CPU/CUDA numerical differences." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility failure is not the same as a specific model-loading failure in transformers>=5.1.0." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug do not share a concrete code-path failure." + "reason": "Notebook syntax error and audio feature helper failure are unrelated." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "BEiT image processor label reduction and pipeline docs mismatch are unrelated." + "reason": "Generation cache behavior and ANSI output in loading_report are unrelated subsystems." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL backend torchvision dependency are different load-time issues." + "reason": "Unrecognized model/config loading is unrelated to PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Generation cache behavior and ANSI codes in loading_report are unrelated." + "reason": "BEiT image processor label reduction bug is not the same as a documentation mismatch for text classification pipelines." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mentioning return_all_scores and model config recognition are not the same bug." + "reason": "Docs wording mismatch and an unrecognized-model error are different issues." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both are in flex_attention, but one is a compiled flex_attention failure on torch >=2.9 and the other is a version-check/import bug for AuxRequest; not enough to merge." + "reason": "Compiled flex_attention failing on torch>=2.9 is not the same as an incorrect version check for AuxRequest import." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures in Ministral are different underlying problems." + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures in Ministral-3 are separate concrete bugs." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated behaviors." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and AutoModelForCausalLM.from_config unwrapping text_config are distinct model-loading/configuration issues." + "reason": "Missing model_type in config and failure to unwrap text_config in composite multimodal configs are different loading issues." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support regression and a dependency issue are too broad and do not point to the same bug." + "reason": "Python version support regression does not match a generic dependency issue." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A failed janus image generation test is unrelated to cache max length semantics." + "reason": "Janus image-generation test failure is unrelated to cache max length semantics." } ] }, @@ -12510,7 +12463,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:39692", "issue:41950", @@ -12579,216 +12532,213 @@ "issue:44075|issue:44368", "issue:43577|issue:45216", "issue:44351|issue:45278", - "issue:43976|issue:45405", "issue:41950|issue:45020", - "issue:46082|issue:46512", - "issue:43299|issue:45357", + "issue:43976|issue:45405", "issue:44779|issue:45812", + "issue:46082|issue:46512", "issue:44466|issue:45276", + "issue:43299|issue:45357", "issue:43381|issue:47000", "issue:43653|issue:45593", "issue:43650|issue:46209" ], - "prepared_review_unit_hash": "eb6f8c4d9fbb45fcfc8e83044aa205a1448f3a0953f5d8c2135f81fb27cb088c", + "prepared_review_unit_hash": "cc04ec44296f7524711dff0d7ee25741cc77ed4a5b9622916f0f953fb7f211d1", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35236, - "estimated_input_tokens": 8809, - "estimated_eval_tokens": 17874 + "serialized_chars": 35242, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a false-positive cluster: the items span unrelated tokenizer, config, pipeline, documentation, and regression bugs. Only the HybridCache import failure looks plausibly like a duplicate of the broader post-upgrade import-breakage report.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45278 is the closest umbrella here: a broad post-upgrade import-regression report that can absorb specific missing-export complaints such as HybridCache. The other issues are mostly narrower or unrelated bugs.", + "summary": "The items are mostly unrelated standalone issues. None of the soft pairs look like the same underlying bug or change, so all proposed duplicate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue for this cluster because it is the broadest and most reusable duplicate target; the rest are either different subsystems or model-specific failures.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash-attention, but the reported failures differ: one is a Ministral-3 model-specific RC regression, the other is an AttributeError on sink-less models in flash_attention.py." + "reason": "Both involve FlashAttention crashes, but they affect different code paths and failure modes: Ministral-3 model support vs sink-less `integrations/flash_attention.py` handling." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Unrelated bugs: one is a notebook syntax error, the other is a tokenizer AddedToken keyword-argument error." + "reason": "A notebook syntax error and an `AddedToken(..., special=...)` constructor regression are unrelated bugs." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they target different symbols/modules and don\u2019t read like the same underlying breakage." + "reason": "Both are import-related, but one is a missing Qwen2.5-VL model class export and the other is a bad `image_utils` import; different symbols and likely different fixes." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Different problems: multimodal chat-template masks vs a long-context FA2 performance regression." + "reason": "Multimodal `apply_chat_template` assistant-mask generation and a long-context FA2 performance regression are different problems." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Only loosely both dependency-related; one is a package dependency issue, the other is a torch compatibility problem." + "reason": "A generic dependency issue and a specific torch 2.4.1 incompatibility are not the same underlying bug." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but they affect different model families and different config fields/initialization bugs." + "reason": "Both concern multimodal configs, but one is default-init behavior for `None` and the other is a missing vision field dropped by strict serialization." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different code paths: embedding resize propagation for t5gemma vs Whisper generation failing after align_special_tokens." + "reason": "`resize_token_embeddings` not updating embeddings and Whisper empty-transcription failure after token alignment are unrelated code paths." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Pipeline batching logic bug vs model memory overflow; no shared underlying defect." + "reason": "A batching logic bug in `MaskGenerationPipeline` is unrelated to SAM3 LiteText memory overflow." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Both are edge-case crashes, but in different pipelines and with different failure modes (top-k bounds vs empty list handling)." + "reason": "A QA span-selection `top_k` bounds error and `apply_chat_template` failing on an empty list are different crashes in different APIs." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Same model family, but one is a loading regression and the other is an incorrect save_pretrained checkpoint layout; not the same bug." + "reason": "Qwen3VL MoE model loading and Qwen3.5 checkpoint serialization are separate regression surfaces." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Different dependency concerns: a general transformers dependency issue vs an unreleased MIN_PEFT_VERSION bump." + "reason": "A dependency problem and a version bump to an unreleased PEFT minimum are not the same issue." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer/image-input API break and the other is Deepseek tokenization corruption." + "reason": "Both are tokenizer regressions, but one is a processor/tokenizer API break for multimodal custom code and the other is incorrect Deepseek tokenization output." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but they are unrelated documentation problems with different APIs and symptoms." + "reason": "Both are documentation issues, but they target different docs and behaviors: SigLIP2 example errors vs `TextClassificationPipeline` deprecation mismatch." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Clearly unrelated: a Ministral tokenizer BPE-marker bug vs a vague non-technical issue asking for data." + "reason": "A tokenizer BPE-marker bug and a placeholder issue titled \"ADD THE DATA\" are clearly unrelated." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Different model/config bugs: LlamaConfig head_dim validation vs a Qwen3.5 kernel registration error." + "reason": "Llama config validation and a missing decorator for `apply_rotary_pos_emb` registration are different model-initialization bugs." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "No meaningful overlap: SGD optimizer arguments vs a tied-embeddings warning in Qwen fine-tuning." + "reason": "Unused SGD optimizer args and a tied-embeddings warning in Qwen3.5 fine-tuning are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different regressions: dtype propagation in Blip2 loading vs incorrect Qwen3.5 checkpoint saving." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are different regression classes." }, { "left": "issue:44351", "right": "issue:45278", - "accept": true, - "reason": "This looks like the same post-upgrade import/export regression: 44351 is a specific missing import (HybridCache), while 45278 is the broader report of many import errors after upgrading." - }, - { - "left": "issue:43976", - "right": "issue:45405", "accept": false, - "reason": "Python version compatibility issue vs an unreleased dependency version bump; not the same defect." + "reason": "A specific `HybridCache` import failure is not the same as a broad set of import errors after upgrading versions." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Different failures in different areas: video-classification processor selection vs remote_code breakage in recent versions." + "reason": "Video-classification processor resolution and remote_code compatibility breaks are different issues." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "These are not duplicates: one is a config constructor validation issue, the other is stale model.config.dtype after from_config(dtype=...)." + "reason": "Python version compatibility and an unreleased PEFT minimum are unrelated dependency/versioning problems." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Same general Qwen3.5 area, but different operations and symptoms: loading failure vs incorrect save_pretrained visual-encoder keys." + "reason": "Both are tokenizer regressions, but they affect different model families and different incorrect outputs; not the same concrete bug." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different tokenization code paths." + "reason": "Config validation for `head_dim` and stale `model.config.dtype` after `from_config(dtype=...)` are distinct configuration bugs." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Related only at a high level (weights/embeddings), but one is serialization tied-weight inconsistency and the other is resize_token_embeddings not propagating in gemma4." + "reason": "Serialization of tied weights and `resize_token_embeddings` not updating nested embeddings are different weight-management problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 MoE loading and incorrect visual encoder keys in `save_pretrained` are separate Qwen regressions." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Completely different bugs: gradient checkpointing in eval mode vs RTDetrLoss infeasible cost matrix." + "reason": "Gradient checkpointing in eval mode and RTDetr loss infeasible-cost-matrix crashes are unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss behavior; no shared underlying issue." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Non-comparable issues: a placeholder/misfiled report vs an FP8 inference failure on B200." + "reason": "A placeholder issue and an FP8 inference failure on B200 are clearly unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The cluster summary matches the packet: most pairs are clearly different bugs, and the single accepted pair (44351 \u2194 45278) is a plausible broad-import-regression duplicate. No soft-edge verdict appears 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 }, @@ -12803,7 +12753,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:33290", "issue:41950", @@ -12817,7 +12767,6 @@ "issue:43673", "issue:43723", "issue:43761", - "issue:43824", "issue:43854", "issue:43881", "issue:43901", @@ -12825,6 +12774,7 @@ "issue:44016", "issue:44162", "issue:44186", + "issue:44188", "issue:44242", "issue:44246", "issue:44261", @@ -12860,44 +12810,44 @@ "issue:43299|issue:43854", "issue:44462|issue:45081", "issue:44016|issue:44291", - "issue:45588|issue:47000", "issue:44683|issue:45542", + "issue:45588|issue:47000", "issue:33290|issue:45656", "issue:43479|issue:43525", - "issue:43441|issue:45834", "issue:45081|issue:45907", + "issue:43441|issue:45834", "issue:44336|issue:46851", "issue:42994|issue:43317", "issue:45103|issue:45372", - "issue:44623|issue:44749", "issue:45859|issue:46851", + "issue:44623|issue:44749", "issue:44261|issue:44263", "issue:42175|issue:43976", - "issue:45600|issue:45712", "issue:44623|issue:45397", + "issue:45600|issue:45712", "issue:43901|issue:44246", "issue:44671|issue:44779", "issue:43673|issue:43761", "issue:43525|issue:43881", "issue:43723|issue:44162", - "issue:44186|issue:47000", - "issue:43824|issue:43976", - "issue:44016|issue:45823" + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:44186|issue:47000" ], - "prepared_review_unit_hash": "df2d934519a6978d5183188e2d1293754a9e845a2f902311c130de8ddb8f1775", + "prepared_review_unit_hash": "7663ad0f4d0cc70b9d3f85787fb26df08f4442af1f86f3e5b52e428c5f1ff158", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36053, + "serialized_chars": 36054, "estimated_input_tokens": 9014, "estimated_eval_tokens": 18284 }, @@ -12906,180 +12856,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: these are mostly unrelated Transformers v5 regression reports across loading, tokenizers, configs, attention, and docs. None of the soft edges look like true duplicates, so I would not merge any pair.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical duplicate target stands out; the items span distinct bug classes and model families, so collapsing the cluster would be unsafe.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions and model-specific loading/behavior bugs. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44623 is the broadest and most infrastructure-oriented bug here (processor.save_pretrained missing files), making it a reasonable representative for the cluster's save/load regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best representative anchor: it is a concrete, user-facing v5 model import/load failure with notable discussion and inbound references, making it the clearest core regression among the set.", + "best_issue_reason": "issue:44623 is the most generally actionable issue in the set and sits closer to reusable library behavior than the many model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Different bugs: router-load balancing loss omission vs Gemma 4 multimodal text-only token IDs defaulting." + "reason": "Both involve MoE/training-related losses, but one is router loss gating and the other is Gemma 4 text-only fine-tuning inputs; different bugs." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different subsystems and failures: video pipeline processor lookup vs Gemma4 PLE device mismatch in forward." + "reason": "Video pipeline processor selection and Gemma4 device placement are unrelated code paths." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and root causes (Qwen3VL MoE loading vs GLM-4.7 test loading)." + "reason": "Both are model-loading reports, but they target different models and failure modes." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the Mistral regex patch crash." + "reason": "Tokenizer repository resolution vs a Mistral regex patch crash are distinct tokenizer bugs." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error is unrelated to the init_empty_weights TypeError during model loading." + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Different concrete failures: flash_attention sinkless-model AttributeError vs RTDetrLoss infeasible cost matrix." + "reason": "FlexAttention/torch.compile failure and missing TensorFlow backend wiring are unrelated." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Torch 2.9 flex_attention compilation failure is unrelated to the missing TensorFlow/backend dependency issue." + "reason": "Flash attention s_aux handling and RTDetr loss infeasibility are different subsystems and symptoms." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed/optimizer behavior, but one is Adafactor OOM and the other is a double-step bug; not the same bug." + "reason": "Both mention DeepSpeed optimizer behavior, but OOM with Adafactor is not the same as a double optimizer.step bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig None-default initialization and Llama4Config missing pad_token_id are distinct config bugs." + "reason": "Different config classes and different attribute/default initialization failures." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated." + "reason": "Tokenizer regex patching and repo file listing revision forwarding are unrelated." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding; completely different code paths." + "reason": "Different models, different inputs, and different crash conditions." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI output issue in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "ANSI output formatting and variable-length position_ids behavior do not share a code path." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized-model offload loading failure are different problems." + "reason": "Both are quantization/load issues, but saving failure and GPU+CPU dequantized load/offload are different bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotations crash is unrelated to the ReasoningEffort import error in gemma processor loading." + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Processor save_pretrained missing files and Chinese text-filter slowdown are unrelated bugs." + "reason": "Same model family, but CPU offload incompatibility is not the same as variable-length position_ids handling." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding is not the same as variable-length position_ids regression." + "reason": "Processor save_pretrained file loss and a Chinese performance regression are unrelated." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "These touch GLM/MoE areas but the failures differ: missing rms_norm_eps precision issue vs torch.split return-value handling." + "reason": "Different GLM/MoE code paths: rms_norm_eps precision mismatch vs torch.split return handling." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow not installed in the torch extra and Python 3.9+/3.10+ compatibility are separate packaging/runtime issues." + "reason": "Backend packaging omission and Python version compatibility are distinct environment issues." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Stale auto_mappings references and leftover dummy_pt_objects classes are different maintenance failures." + "reason": "Processor file saving and Gemma-4 zero3 from_pretrained loading are different bugs." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained behavior." + "reason": "Auto-mapping stale config references and dummy class cleanup are separate maintenance issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch about return_all_scores is unrelated to intermittent import slowness." + "reason": "Docs mismatch for return_all_scores and slow import time are unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer output regression are different model-specific issues." + "reason": "Both are v5 regressions, but one affects CamemBERT MLM predictions and the other DeepSeek tokenizer output." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked-prefill cache issue and CLIPVisionModel hidden_states regression affect different APIs and code paths." + "reason": "Chunked prefill cache handling and CLIP vision hidden_states regression are unrelated model behaviors." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config pad_token_id absence and glm-4v-9b loading failure are not the same bug." + "reason": "Different loading failures on different configs/models; no shared underlying bug is evident." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading issue and ESM2 breakage are unrelated model/support regressions." + "reason": "AutoTokenizer loading and ESM2 model breakage are separate issues." }, { - "left": "issue:44186", - "right": "issue:47000", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "LayoutLMv2Tokenizer crash and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Torch.compile attention branching and ANSI code emission have nothing in common." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Qwen2_5_VL import failure is unrelated to Python version support drift." + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "Notebook syntax error and Gemma4 device_map forward mismatch are different classes of failures." + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are different subsystems." } ] }, @@ -13101,7 +13051,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:41628", "issue:42491", @@ -13115,8 +13065,8 @@ "issue:43540", "issue:43643", "issue:43784", + "issue:43824", "issue:43976", - "issue:44188", "issue:44242", "issue:44246", "issue:44295", @@ -13153,233 +13103,227 @@ "issue:46851" ], "soft_pairs": [ + "issue:43824|issue:43976", "issue:42796|issue:43441", - "issue:44188|issue:44336", "issue:44987|issue:45542", "issue:43525|issue:43643", - "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:45325|issue:46851", + "issue:44589|issue:45362", "issue:46655|issue:46726", "issue:46291|issue:46399", "issue:44246|issue:44496", - "issue:41628|issue:43976", "issue:45083|issue:46851", - "issue:43784|issue:45542", "issue:44297|issue:45397", + "issue:41628|issue:43976", + "issue:43784|issue:45542", "issue:46399|issue:46851", "issue:45561|issue:45563", "issue:43526|issue:45003", "issue:45103|issue:46399", "issue:43540|issue:46752", "issue:45072|issue:46829", - "issue:43531|issue:45362", "issue:45588|issue:46851", + "issue:43531|issue:45362", "issue:44246|issue:44871", - "issue:46614|issue:46665", "issue:44295|issue:45397", + "issue:46614|issue:46665", "issue:42491|issue:43299", - "issue:44242|issue:45593", "issue:44336|issue:44485", "issue:45003|issue:46821", + "issue:44242|issue:45593", "issue:42886|issue:46132" ], - "prepared_review_unit_hash": "37c246e9e1cb496c165f367a3c61820279887f527053c5e18a769136722dd9ac", + "prepared_review_unit_hash": "b5ae24dd661848ac06706c24c5ad4673c7546d34743138517feaf4623d33389c", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36738, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "serialized_chars": 36733, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are only loosely text-similar; they span unrelated models, subsystems, and failure modes, so none of the soft edges looks like a true duplicate.", - "confidence": 0.94, - "canonical_issue_reason": "No pair is a strong duplicate, so if one issue must represent the set, 45561 is the best stand-in because it is open, discussion-rich, and describes a concrete reproducible infrastructure bug.", + "summary": "This is a loose similarity cluster, not a true duplicate set: most items are distinct Transformers regressions spanning different models, backends, and utilities. I rejected every soft edge because the paired artifacts do not describe the same concrete bug/change. The best representative issue is the Qwen3VL MoE loading regression, since it is a concrete version-breakage and sits near the center of the cluster\u2019s main theme.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43299 is the most representative anchor: it is a concrete, reproducible Transformers v5 loading regression on a Qwen3 MoE path, which matches the cluster\u2019s dominant pattern of version-specific model breakages.", "canonical_pr_reason": null, - "best_issue_reason": "45561 is the most actionable standalone issue in the set: it is open, has the most active discussion, and presents a clear bug report with cross-references.", + "best_issue_reason": "43299 is the strongest global representative because it is specific enough to triage, clearly regression-oriented, and closer to the cluster\u2019s main model-loading theme than the more one-off tokenizer/import/docstring bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Tokenizer BPE-marker handling and a Ministral FlashAttention crash are different code paths and different symptoms." + "reason": "Different failure classes: missing Qwen2.5-VL class export vs Python version compatibility. No shared code-path or fix." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." + "reason": "Both are Ministral-related, but one is tokenizer BPE-marker handling and the other is FlashAttention inference failure. Distinct bugs." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 and missing TensorFlow backend handling are unrelated bugs." + "reason": "Unrelated subsystems: model loading on transformers>=5.1.0 vs missing TensorFlow backend when only tensorboard is installed." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is a different issue from trust_remote_code returning incomplete AutoConfig objects." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Missing Float8 storage support and Qwen3.5 chat crashes do not share the same underlying failure." + "reason": "Both involve config fields, but one is a missing pad_token_id on Llama4Config and the other is trust_remote_code dropping fields in AutoConfig. Different root causes." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal-color output in loading_report and a wrong docstring are not the same bug." + "reason": "Loading-report ANSI output and a position_ids docstring typo are unrelated." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention position_ids, but they affect different Qwen models and different logic (video rope indexing vs variable-length chat inputs)." + "reason": "Both mention position_ids in Qwen vision/text models, but one is a rope-index scaling bug for Qwen2.5-VL and the other is variable-length input handling in Qwen3.5. Not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization and Qwen3.5 chat crashes are different code paths and different symptoms." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Incorrect video padding in SmolVLM and AutoProcessor backend-missing errors are different processor failures." + "reason": "Both are vision-related, but one is video padding math in SmolVLM and the other is AutoProcessor missing backend handling. Not mergeable as one fix." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "kernels package import/version requirements and a missing decorator in Qwen3.5 kernel registration are separate problems." + "reason": "Kernels import/version enforcement and Qwen3.5 apply_rotary_pos_emb registration are separate failures." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "A missing MoE load-balancing loss and an unrecognized model/config error are unrelated." + "reason": "Import performance issue vs unrecognized-model/config parsing error; no common bug." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "AutoImageProcessor import failure and Python version incompatibility are different issues." + "reason": "Both involve Qwen and sequence math, but one is a helper-function length bug in qwen3_omni_moe and the other is variable-length position_ids behavior in Qwen3.5. Different concrete issues." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "A Qwen3 Omni MoE feature helper bug is not the same as Qwen3.5 position_ids handling." + "reason": "Tokenizer save metadata mismatch and Gemma-4 zero3 from_pretrained are unrelated." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "A NameError on importing sentence-transformers and a TensorFlow backend installation error are unrelated." + "reason": "Missing AutoImageProcessor export and Python 3.9/3.10 support are unrelated." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer config class mismatch and gemma-4 Zero3 from_pretrained failure are different bugs." + "reason": "sentence-transformers import NameError from latest transformers is unrelated to missing TensorFlow backend handling." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5-related, but one is kernel registration/decorator failure and the other is variable-length position_ids handling." + "reason": "Same model family, but different bugs: decorator/registration failure for kernels vs variable-length position_ids handling." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist race in testing utils is unrelated to a stale num_return_sequences warning in paged generate()." + "reason": "pytest-xdist race on captured_info.txt and a stale warning in generate() are unrelated test/runtime issues." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior and sys.modules access in modeling_utils are unrelated." + "reason": "BEiT image-processor label reduction and unsafe sys.modules access in modeling_utils are not the same underlying bug." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel registration failure share no concrete code path." + "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration failure." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty chat-template list IndexError are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat-template IndexError are different call sites and fixes." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel and VideoPrism hidden_states misassignment are different issues." - }, - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are not the same bug." + "reason": "Dtype mismatch in SwitchTransformers/TimmWrapperModel and VideoPrism output-field confusion are unrelated." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "FlashAttention s_aux=None handling and Qwen3.5 variable-length position_ids do not share the same failure mode." + "reason": "FlashAttention s_aux=None crash and Qwen3.5 variable-length position_ids are different failures." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "MoE load-balancing loss omission and Gemma eos_token_id inconsistency are unrelated." + "reason": "Qwen3-MoE sliding_window issue and Qwen3.5 chat crash are distinct problems." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "A stale phonemizer backend after language switches and inconsistent from_pretrained behavior inside Python classes are different issues." + "reason": "Import latency and Gemma-3 eos_token_id inconsistency do not share a concrete fix." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access and gemma-4 Zero3 loading are unrelated bugs." + "reason": "position_ids buffer access error and Gemma-4 zero3 loading issue are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Both involve Qwen MoE loading regressions, but they target different models and different version-compatibility failures." + "reason": "Stale phonemizer language backend and from_pretrained behavior inside Python classes are different bugs." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Missing load-balancing loss and D-FINE auxiliary-loss omission are different model-specific training bugs." + "reason": "Both are Qwen MoE-related regressions, but one is LoRA compatibility across HF4/HF5 and the other is base-model loading on Qwen3VL MoE. Similar theme, not the same concrete bug." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation discussion are unrelated." }, { "left": "issue:45003", @@ -13387,11 +13331,17 @@ "accept": false, "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are different code paths." }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss suppression are separate model-training issues." + }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are not the same bug." } ] }, @@ -13413,7 +13363,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:36246", "issue:41950", @@ -13470,45 +13420,45 @@ "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:43901|issue:45003", - "issue:44451|issue:46752", "issue:43257|issue:45137", "issue:41950|issue:44220", + "issue:44451|issue:46752", "issue:43540|issue:46655", "issue:44496|issue:45003", - "issue:45003|issue:45561", "issue:43262|issue:44246", "issue:45375|issue:45759", "issue:44479|issue:46655", + "issue:45003|issue:45561", "issue:44162|issue:45200", "issue:44295|issue:44749", - "issue:45292|issue:47000", "issue:45859|issue:46399", + "issue:45292|issue:47000", "issue:45137|issue:45600", "issue:43475|issue:46369", "issue:43295|issue:45292", "issue:36246|issue:43596", "issue:44466|issue:45335", - "issue:44242|issue:44857", "issue:44623|issue:46726", + "issue:44242|issue:44857", "issue:44877|issue:45375", "issue:43526|issue:46897", "issue:44038|issue:46506", "issue:44987|issue:45459" ], - "prepared_review_unit_hash": "98589978ce3482963cdef4de299489dc1607040bbfc7ca8c54290dd7f228c3fc", + "prepared_review_unit_hash": "defc2b3b74b518ac92158b877b9dbbae2e3f485e47a7e2cde09f957c68aa8195", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36449, + "serialized_chars": 36450, "estimated_input_tokens": 9113, "estimated_eval_tokens": 18482 }, @@ -13517,186 +13467,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous collection of Transformers issues; the apparent similarities are usually just shared subsystems (Qwen, video, configs, deepspeed, processors) rather than the same underlying bug. I would not merge any soft-edge pair.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44479 is the broadest, most representative concrete regression here: a video-input failure spanning several Qwen multimodal variants, which matches the cluster's strongest recurring theme better than the narrower, model-specific reports.", + "summary": "The set is heterogeneous: most items are unrelated import, config, model, or processor regressions. None of the soft pairs look like true duplicates; several are only superficially similar because they involve Qwen, video, or strict-config handling. If a single anchor is needed, issue 44479 is the best representative because it is the broadest concrete multimodal/video regression in the group.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 44479 is the broadest concrete regression here, spanning multiple Qwen video-input variants with a clear shared code-path, while the rest are mostly isolated bugs in different subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best single issue to keep as the representative because it is specific enough to be actionable yet broad enough to cover the main video/Qwen regression pattern in this set.", + "best_issue_reason": "Issue 44479 is the strongest representative issue: it is user-facing, specific, and broad enough to anchor the multimodal/video subgroup better than the narrower one-off reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Different models, different failure modes, and different code paths (torch.compile+SDPA vs CPU/CUDA output divergence)." + "reason": "Different bugs: one is a torch.compile/SDPA failure in Bamba-9B-v2, the other is a CPU/CUDA output mismatch in PPDocLayoutV3." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression and embedding-resize propagation are unrelated bugs." + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated issues." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated dependencies." + "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to missing huggingface_hub.is_offline_mode." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are missing imports, but they concern different exported objects and likely different packaging issues." + "reason": "Both are import errors, but for different symbols and different packages: Qwen2_5_VLImageProcessor vs HybridCache." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs/behavior mismatch in a pipeline is not the same bug as unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:44451", - "right": "issue:46752", - "accept": false, - "reason": "Model loading failure and empty-list chat template crash are unrelated." + "reason": "Docs/behavior mismatch for return_all_scores is a different problem from unsafe sys.modules access in modeling_utils." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention distributed loading, but one is about Qwen3 MOE weight conversion and the other is a ZeRO3 deque/indexing crash." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is not the same as the DeepSpeed ZeRO3 empty-deque crash." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor selection and fbank feature extraction are different audio/vision pipeline problems." + "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features() are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both involve video inputs, but the affected models and specific bugs differ; not the same underlying fix." + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding miscalculation are distinct model-specific bugs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Model loading/config resolution issue versus unsafe module lookup in modeling_utils." - }, - { - "left": "issue:45003", - "right": "issue:45561", - "accept": false, - "reason": "A sys.modules access bug is unrelated to the xdist captured file race." + "reason": "Unrecognized-model loading failure and sys.modules access are unrelated failures." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to import latency." + "reason": "Audio chat-template sample-rate defaulting is unrelated to slow imports in transformers." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is a missing field dropped by strict handling and the other is text_config unwrapping in from_config; different fixes." + "reason": "Missing deepstack_visual_indexes under strict config and failing to unwrap text_config are separate composite-config issues." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Similar video domain, but different models and different root causes; too broad to treat as one bug." + "reason": "Both mention video, but 44479 is a Qwen multimodal regression and 46655 is a SmolVLM padding bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "One is a position_ids buffer access error; the other is a performance regression report." + "reason": "Reading position_ids after buffer registration is unrelated to the transformers data-filtering slowdown." }, { - "left": "issue:45292", - "right": "issue:47000", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Embedding resize behavior and RTDetr loss infeasibility are unrelated." + "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as the apply_rotary_pos_emb registration/decorator crash." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:45292", + "right": "issue:47000", "accept": false, - "reason": "Both concern Qwen3.5 internals, but CPU-offload incompatibility and missing decorator registration are distinct defects." + "reason": "resize_token_embeddings output embedding bug and RTDetrLoss infeasible cost matrix are different failure modes." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 runtime failure and stale auto_mappings references are unrelated." + "reason": "ZeRO3 deque failure and Sam3LiteText auto_mappings cleanup are unrelated." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 video encoder attribute loss and SAM3-lite text memory overflow are different bugs." + "reason": "SAM 3 video encoder missing attribute and sam3-litetext memory overflow are different bugs." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to token embedding resize propagation." + "reason": "Processor.tokenizer/image-passing regression is unrelated to resize_token_embeddings not affecting output embeddings." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Importing a specific image processor and a ZeRO3/BertModel index error do not share the same code-path bug." + "reason": "Qwen2_5_VLImageProcessor import error and DeepSpeed ZeRO3 BertModel IndexError are unrelated." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embeddings, but one is serialization of tied weights and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Device-dependent lm_head serialization and t5gemma decoder.embed_tokens resize behavior are different weight-tying issues." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Mixture-of-experts router-loss handling and AMP/CUDA loss crash are unrelated." + "reason": "Missing processor.save_pretrained files and AutoProcessor missing vision backend are different processor issues." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Missing save_pretrained files and unrecognized image processor due to backend absence are different processor lifecycle issues." + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are unrelated training failures." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention strict config, but one is a load-blocking config compatibility issue and the other is a silently dropped field; not the same bug." + "reason": "Strict config blocking granite_speech and strict dropping deepstack_visual_indexes are separate config bugs." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Florence2 training-loss double-shift are unrelated." + "reason": "BeitImageProcessorFast reduce_labels truncation and Florence2 double-shift training loss are different bugs." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe loading in v5.0 and CPU/CUDA divergence in PPDocLayoutV3 are different problems." + "reason": "Qwen3-VL-Moe loading regression and PPDocLayoutV3 CPU/CUDA differences are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a specific model failing and protobuf-error handling masking tokenizer errors are not the same issue." + "reason": "Physical-intelligence/fast loading failure and tokenizer protobuf error masking are different loading/tokenizer-path bugs." } ] }, @@ -13718,7 +13668,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:29870", "issue:30333", @@ -13773,235 +13723,235 @@ "issue:29870|issue:30333", "issue:42199|issue:46851", "issue:43526|issue:46894", + "issue:43352|issue:45250", "issue:44060|issue:44077", "issue:44479|issue:46170", - "issue:43352|issue:45250", - "issue:45412|issue:46123", "issue:43653|issue:44162", "issue:44368|issue:44977", - "issue:42886|issue:45229", + "issue:45412|issue:46123", "issue:45397|issue:45656", + "issue:42886|issue:45229", "issue:43065|issue:43408", "issue:43475|issue:43540", "issue:44877|issue:46170", - "issue:46170|issue:46832", "issue:43723|issue:46710", + "issue:46170|issue:46832", "issue:44368|issue:45563", "issue:43931|issue:44368", "issue:44188|issue:46202", "issue:44995|issue:45200", "issue:44483|issue:46202", "issue:43906|issue:46202", - "issue:45987|issue:46082", "issue:44188|issue:46421", + "issue:45987|issue:46082", "issue:44995|issue:45588", "issue:45685|issue:46431", "issue:45103|issue:46858", "issue:44361|issue:44749", "issue:43065|issue:46123" ], - "prepared_review_unit_hash": "274d063cb0a321deee09ebd4d5a08e4832c1feb7d180cb33881f4a66bd3a0805", + "prepared_review_unit_hash": "5dd7a5dc621c579cc73f2b8217b244c0b4f4b7f7d0bad00a76314b7a25a9a174", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36609, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "serialized_chars": 36605, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are largely cross-cutting but unrelated regressions across tokenizers, vision, generation, caching, and runtime backends. None look like the same underlying bug, so all soft edges should be rejected. The most representative issue is the cache/torch.compile regression in issue:46858.", - "confidence": 0.96, - "canonical_issue_reason": "issue:46858 is the most concrete, self-contained bug report here: it pinpoints a specific cache.get_seq_length()/static-cache/torch.compile failure mode on non-CUDA backends.", + "summary": "This cluster is mostly heterogeneous regression reports across unrelated models/subsystems. None of the provided soft pairs are true duplicates, so all soft edges should be rejected. The only coherent underlying theme is the cache/get_seq_length contract bug family, with issue 45987 as the best representative.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45987 is the clearest root-cause-style report in the set: `StaticCache.get_seq_length()` returning a tensor instead of an `int`. It best captures the actionable bug shape among these mostly unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "It has the clearest code path, precise reproduction context, and narrow scope, making it the best representative issue among otherwise unrelated reports.", + "best_issue_reason": "Issue 45987 is the most representative issue to anchor this cluster because it states the underlying contract violation directly and broadly, rather than a downstream symptom or model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Different subsystems and failures: BART generation mask bug vs MLflow job-status reporting." + "reason": "Unrelated failures: BART generation mask error vs MLflow job-status reporting after training failure." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "Different models and symptoms: DETR cardinality error vs Qwen3.5 variable-length position_ids issue." + "reason": "Different model families and bugs: DETR cardinality handling vs Qwen3.5 variable-length position_ids." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Different preprocessing/training bugs in different model families; not the same code path." + "reason": "BeitImageProcessorFast label reduction bug vs CohereASR training-loss double-shift; not the same code path." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic Flash Attention topic overlap only; one is Nemotron Flash-Attn2 support, the other is just a broad Flash Attention issue." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "One is a Qwen3-Next tied-weights warning, the other a patchtsmixer post_init policy issue; unrelated." + "reason": "Different subsystems entirely: Qwen3-Next tied-weights warning vs patchtsmixer post_init behavior." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen VL models vs Windows/ROCm import dependency failure; no shared underlying bug." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "One is a specific model not supporting Flash Attention 2.0 yet; the other is a generic FA2 topic, not the same concrete failure." - }, - { - "left": "issue:45412", - "right": "issue:46123", - "accept": false, - "reason": "RT-DETR memory cleanup vs MaskGenerationPipeline partial-batch handling; different behaviors and code paths." + "reason": "Video-input regression in Qwen models vs Windows/ROCm torch.distributed import problem; no shared bug." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs ESM2 breakage; unrelated tokenizer/model issues." + "reason": "BigBirdTokenizer special-token decode bug vs ESM2 being broken; only broad tokenizer/model scope overlaps." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Tie-word-embeddings warning in Qwen3.5 LoRA fine-tuning vs flash-attention generation failure; not the same issue." + "reason": "Both mention Qwen3.5, but one is a LoRA tie_word_embeddings warning and the other is a flash-attention generation failure." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Offline tokenizer cache loading bug vs Gemma4 multi-GPU CUDA OOM; completely different failures." + "reason": "RT-DETR memory-leak deletion issue vs MaskGenerationPipeline partial-batch dropping; unrelated behavior." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma4 ZeRO3 from_pretrained loading vs deepspeed optimizer stepping twice; different stages of training/runtime." + "reason": "Gemma-4 zero3 loading vs deepspeed optimizer-step double call; different failures and code paths." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; unrelated symptoms and fixes." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d implementation detail in Sam3PixelDecoder vs model-type mismatch warning for sam3_video/sam3_tracker." + "reason": "Both are SAM3-related, but one is a dummy Conv2d concern and the other is a config/type mismatch warning." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 video encoder attribute error vs Qwen3OmniMoe video input ValueError; unrelated model paths." + "reason": "SAM3 Video attribute error vs Qwen3OmniMoe video ValueError; no shared underlying bug." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech vs Windows ROCm distributed import problem; not the same bug." + "reason": "Strict config loading problem vs Windows ROCm import dependency issue; different layers." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Both mention runtime/backends, but one is an import/dependency issue and the other is an RT-DETR forward shape/type error." + "reason": "Tokenizer loading in v5 vs accuracy regression after version upgrade; too broad to be the same bug." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Tokenizer loading in v5 vs accuracy regression after version upgrade; different symptoms and causes." + "reason": "Platform import/dependency failure vs RTDetrModel forward shape issue; unrelated." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "LoRA tie-word-embeddings warning vs stale num_return_sequences warning in paged generate(); unrelated warnings." + "reason": "A warning about tie_word_embeddings vs stale num_return_sequences warning in paged generate(); different generated-output issues." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 embedding-tying warning; different model-loading problems." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; not the same defect." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip token issue; no shared failure path." + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip token issue; different mechanisms." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa second-forward stale indexer cache vs Gemma4 mm_token_type_ids defaulting; unrelated bugs." + "reason": "GlmMoeDsa stale indexer cache vs Gemma4 mm_token_type_ids defaulting; unrelated bugs." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat completions API rejection vs Gemma tokenizer roundtrip issue; different layers of the stack." + "reason": "Chat/completions API request rejection vs Gemma pipeline token roundtrip failure; not duplicates." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "A reproduction of another prior issue is too vague and does not match the Gemma roundtrip failure shown here." + "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure; reproduction target differs from the underlying bug." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; unrelated." + "reason": "Different cache/compile symptoms: attention-kernel divergence vs cache lazy-init recompilation." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Both mention cache/compile, but one is attention-kernel divergence and the other lazy cache init causing recompilation; different underlying bugs." + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; only both involve configuration/runtime semantics." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward pass vs flash_attention.py crash on sink-less models; unrelated." + "reason": "Stale indexer cache in GlmMoeDsa vs flash_attention.py crash on s_aux=None; unrelated code paths." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram/int limitation in MoE vs missing chat template in processor; no overlap in code path." + "reason": "MPS histogram int error in moe vs missing chat template processor error; no common underlying change." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Auto-docstring annotation handling vs cache.get_seq_length static-cache arithmetic; different components." + "reason": "auto_docstring annotations crash vs cache.get_seq_length device-tensor arithmetic bug; unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError vs performance regression after upgrade; unrelated." + "reason": "MLukeTokenizer AttributeError on tasks vs performance regression after upgrading Transformers; different bug classes." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder Conv2d placeholder vs MaskGenerationPipeline batching bug; different subsystems and failures." + "reason": "SAM3 PixelDecoder Conv2d issue vs MaskGenerationPipeline partial-batch dropping; not the same change." } ] }, @@ -14023,7 +13973,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:28282", "issue:30990", @@ -14082,42 +14032,42 @@ "issue:43646|issue:44162", "issue:44623|issue:45656", "issue:44871|issue:46132", - "issue:43475|issue:43643", "issue:45375|issue:45478", - "issue:43475|issue:46821", "issue:42994|issue:43482", "issue:44964|issue:45137", + "issue:43475|issue:43643", "issue:44188|issue:46851", - "issue:28282|issue:30990", - "issue:39692|issue:46726", + "issue:43475|issue:46821", "issue:43232|issue:43673", + "issue:39692|issue:46726", + "issue:28282|issue:30990", "issue:43986|issue:46726", - "issue:41628|issue:44933", - "issue:45310|issue:45375", "issue:45230|issue:45397", - "issue:46877|issue:47000", "issue:44373|issue:46851", + "issue:45310|issue:45375", + "issue:41628|issue:44933", + "issue:46877|issue:47000", + "issue:44038|issue:44623", "issue:46463|issue:46877", "issue:44869|issue:45356", - "issue:44038|issue:44623", "issue:42994|issue:43525", "issue:43723|issue:46326", "issue:42371|issue:45092" ], - "prepared_review_unit_hash": "6578ed8b07adc85da6c351549113086d85e35b6c1abddb27fb89bb132ff4220d", + "prepared_review_unit_hash": "0f8bf1ae6f48e88dba787eddabd724c320532c75f02563019440d99d503582d1", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35525, + "serialized_chars": 35527, "estimated_input_tokens": 8882, "estimated_eval_tokens": 18020 }, @@ -14126,186 +14076,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster of mostly unrelated Transformers issues. The pairs share broad themes like loading/config regressions, but they do not look like true duplicates or the same concrete code-path failure.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43646 is the clearest representative of the cluster\u2019s general theme: a core v5 config/loading regression with missing fields, described more generally than the model-specific reports.", + "summary": "Mostly a heterogeneous mix of Transformers regressions and model-specific breakages. There isn\u2019t enough evidence to treat any soft pair as the same underlying bug; the closest-to-canonical issue is the broad v5 regression report in 43646, but it\u2019s only a representative, not a true duplicate target.", + "confidence": 0.74, + "canonical_issue_reason": "43646 is the broadest, most central regression report in the set (Transformers v5 breaking model initialization) and best represents the cluster theme if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best global anchor because it is a broad, central loading/config bug rather than a narrow model-specific symptom, so it best fits the cluster\u2019s apparent common thread.", + "best_issue_reason": "43646 is the most generally applicable issue among mostly narrower model/config/loading failures; it best summarizes the cluster\u2019s v5 breakage theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained metadata/output, but one is tokenizer_class mismatch and the other is processor files missing; different artifacts and code paths." + "reason": "Both are save_pretrained serialization complaints, but one is tokenizer_class metadata and the other is missing processor files; different code paths and failure modes." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "One reports bad outputs from AutoModel/pipeline on SigLIP2; the other is a missing-vision-backend error from AutoProcessor. Different failure modes." + "reason": "Both mention processor/model loading, but 43994 is incorrect outputs from AutoModel/pipeline for SigLIP2, while 46726 is a missing-vision-backend error message for AutoProcessor." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Upgrade-related slowdown vs DeepSpeed double optimizer step; unrelated symptoms and no shared concrete bug." + "reason": "A performance regression after upgrading transformers is not the same bug as DeepSpeed causing optimizer.step() to run twice." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and data-filtering slowdown are separate issues with no common code-path failure." + "reason": "Checkpoint key mismatches and a 10x slowdown after upgrade are unrelated symptoms and do not indicate the same underlying defect." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat-template input crash vs XLMRobertaTokenizer/Unigram constructor type error; different components and failures." + "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram init type mismatch are distinct tokenizer bugs." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "AutoConfig field-loss under trust_remote_code is a config-loading bug; ESM2 broken is a model-specific regression with a different path." + "reason": "Both are broad breakage reports, but one is custom model initialization in v5 and the other is ESM2-specific model failure; too different to merge." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files and optimizer step being called twice are unrelated subsystems." + "reason": "Processor save_pretrained file emission and a double optimizer step under DeepSpeed are unrelated." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency is a config mismatch; AttentionInterface.register behavior change is a separate API behavior issue." - }, - { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "SAM3 missing attribute and AutoConfig missing fields are both field/access problems, but they hit different model/config paths and are not the same bug." + "reason": "Gemma eos_token_id configuration inconsistency and AttentionInterface.register behavior changes are separate API bugs." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a missing config field dropped by @strict and the other is a broader from_pretrained failure; not enough evidence of one underlying bug." - }, - { - "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "SAM3 encoder attribute error and TimesFM window_size AttributeError affect different model families and code paths." + "reason": "Both are Qwen3.5-Moe related, but one is a missing config field silently dropped by @strict and the other is a generic from_pretrained error; not enough to prove the same fix." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations with different root causes." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions of the model lifecycle and different code paths." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model load failure for Phi-4 multimodal and DeepSpeed ZeRO3 deque error are unrelated runtime failures." + "reason": "Phi-4 multimodal loading and a DeepSpeed ZeRO3 deque pop error are unrelated issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing attribute on Sam3VisionEncoderOutput is not the same as AutoConfig(trust_remote_code=True) dropping fields." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence is a low-level kernel bug; Qwen3.5 variable-length position_ids is a model input-handling bug." + "reason": "Torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids failure are different model/runtime bugs." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM 3 video encoder attribute loss and TimesFM window_size AttributeError are unrelated model-specific failures." + }, + { + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are different startup failures." + "reason": "Both touch generation internals, but one is a kwargs update after sync_gpus and the other is missing cache state in chunked_prefill; not the same bug." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 docs/model mismatch and missing torchvision backend error are separate issues; one is documentation/example quality, the other is backend availability." + "reason": "Documentation example errors for SigLIP2 and missing vision-backend behavior in AutoProcessor are unrelated." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are different generation regressions." + "reason": "A missing PyTorch ImportError and Sentence Transformers hanging on load are different installation/runtime problems." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both touch AutoProcessor/vision, but one is a confusing backend-missing crash while the other is an unrecognized image processor report; different concrete failures." + "reason": "Both involve AutoProcessor and vision dependencies, but one is a video-model crash without torchvision and the other is an unrecognized image processor error; different concrete failures." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a gemma-4 zero3 from_pretrained issue do not describe the same underlying defect." + }, + { + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Cannot import AutoImageProcessor and nonexistent import from image_utils are separate import-surface issues with different symbols." + "reason": "Wrong docstring text for position_ids and a runtime failure on variable-length Qwen3.5 inputs are not the same issue." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes field overlap in model family, but the reported failures are not the same concrete bug." + "reason": "Qwen3.5-Moe from_pretrained errors and a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig are related only at the family level, not enough to merge." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "The first is an unspecified bug report; the second is a specific gemma-4 Zero3 loading issue. No evidence they are duplicates." + "reason": "Cannot import AutoImageProcessor and a non-existent image_utils import are different import surface bugs." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "auto_docstring import-time lint output and RTDetrLoss infeasible cost matrix are unrelated issues." + "reason": "Import-time docstring lint output and RTDetrLoss cost-matrix infeasibility are unrelated." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Wrong docstring for position_ids is documentation-only; Qwen3.5 position_ids failure is a runtime behavior bug." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are distinct problems." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 decoder-input error text and doc-lint output at import time are unrelated concerns." + "reason": "T5 decoder-input validation messaging and auto_docstring stdout noise are unrelated." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are both tokenization-adjacent, but they affect different pipelines and failure modes." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained missing files are different features with no shared code-path evidence." + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are separate tokenizer/model bugs." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are distinct configuration/save issues." + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different tokenizer regressions." + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different tokenizer pathways." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated issues." + "reason": "TF32 behavior settings and InternVL2 meta-initialization compatibility are unrelated." } ] }, @@ -14327,7 +14277,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:30333", "issue:30990", @@ -14342,7 +14292,6 @@ "issue:42994", "issue:43232", "issue:43479", - "issue:43504", "issue:43704", "issue:43784", "issue:43824", @@ -14353,7 +14302,7 @@ "issue:44351", "issue:44496", "issue:44568", - "issue:44623", + "issue:44661", "issue:44792", "issue:44857", "issue:44933", @@ -14376,254 +14325,255 @@ "issue:46701", "issue:46829", "issue:46877", - "issue:47000" + "issue:47000", + "issue:47059" ], "soft_pairs": [ "issue:43873|issue:44945", + "issue:45561|issue:47059", "issue:43784|issue:46399", - "issue:45406|issue:46202", "issue:41628|issue:44351", "issue:44945|issue:45753", - "issue:36010|issue:41628", + "issue:45406|issue:46202", "issue:45137|issue:47000", + "issue:36010|issue:41628", + "issue:44661|issue:47059", "issue:44857|issue:46877", - "issue:45081|issue:45103", "issue:44038|issue:45310", + "issue:45081|issue:45103", "issue:46202|issue:46701", - "issue:45593|issue:46877", "issue:42994|issue:43824", + "issue:45593|issue:46877", "issue:44222|issue:45310", "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:45561|issue:45600", - "issue:43504|issue:45561", "issue:43976|issue:44933", - "issue:45405|issue:46877", "issue:30333|issue:33290", "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:42175|issue:45712", "issue:43479|issue:46829", - "issue:44623|issue:45310", "issue:46077|issue:46123" ], - "prepared_review_unit_hash": "a660b9252e4ef81cfdc60e1d61bdb3f93be60e8ba48638340c57ec1e21a049d2", + "prepared_review_unit_hash": "e0c3e3b2c8c37971f70838b9cf0e1a998c521b9a23f3d62c8778ac2325823e84", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36564, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "serialized_chars": 36611, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reported in 42673 and again in 43704.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 42673 is the better canonical because it is the earlier, more discussed report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak.", + "summary": "This cluster is mostly heterogeneous issue reports with no single cluster-wide duplicate theme. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest are similar at the subsystem/title level but appear to be different bugs or regressions.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact duplicate by title (issue:43704) and appears to be the more established report for the same Qwen3ForCausalLM VRAM leak problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42673 is the strongest representative: same bug as 43704, earlier filing, and more evidence/activity.", + "best_issue_reason": "issue:42673 is the strongest issue to anchor the cluster: it is concrete, has the clearest duplicate match, and is the only pair here that clearly shares the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different failure modes and code paths: quantization/offloading behavior vs pipeline-parallel output corruption." + "reason": "Related to model execution/performance, but the symptoms are different: quantization/offloading behavior vs incorrect pipeline-parallel output." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "Unrelated import-time NameError in sentence-transformers vs Qwen3.5 kernel registration crash." + "reason": "Both are test/CLI-related, but one is a pytest-xdist file race and the other is a huggingface_hub CLI attribute error." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Both mention Gemma, but one is a missing _tokenizer attribute in Gemma4Processor and the other is a tokenizer roundtrip issue." + "reason": "Both are import/runtime failures, but they involve different modules and different root causes." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports for different symbols; these are separate compatibility regressions." + "reason": "Both are import errors from transformers, but they are for different symbols and likely different missing-export regressions." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output mismatch is not the same bug as a multimodal infinite loop on a specific image." + "reason": "Pipeline-parallel output corruption is not the same bug as a Qwen3_5 image-specific infinite loop." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Both are import errors, but for different APIs and likely unrelated breakages." + "reason": "Gemma-related, but one is a processor tokenizer attribute error and the other is a pipeline roundtrip/tokenization failure." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible cost matrix are different bugs." + "reason": "Different training-time failures: DeepSpeed ZeRO3 deque error vs RTDetr cost-matrix infeasibility." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "CUDA AMP crash in a loss function is unrelated to auto_docstring stdout diagnostics." + "reason": "Both are import errors, but they affect different APIs and are not the same broken code path." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: model-registration logic vs CLI completion failure." + }, + { + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are different code paths." + "reason": "Different areas entirely: CUDA AMP crash in a loss function vs noisy docstring diagnostics at import time." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen MOE-related, but they target different model variants, versions, and failure modes." + "reason": "Same model family, but different model versions and different failure descriptions; too broad to treat as one bug." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Gemma tokenizer roundtrip failure is not the same as DiffusionGemma pipeline output/object handling." + "reason": "Tokenizer regex patch crash and auto-docstring annotation handling are unrelated code paths." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time logging are unrelated." + "reason": "Both Gemma-flavored, but one is token roundtrip failure and the other is a pipeline output/type mismatch." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and missing Qwen2.5-VL import are separate issues." + "reason": "Quantized model saving and a missing Qwen2.5-VL import are unrelated regressions." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Auxiliary-loss behavior in D-FINE is unrelated to docstring import-time logging." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained on MOE vs Qwen3.5 from_pretrained error; different concrete bugs." + "reason": "Both mention MoE/FP8-ish model support, but one is save_pretrained behavior and the other is from_pretrained loading failure." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same exact Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "reason": "Exact same reported bug and title: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image-generation test failure." + "reason": "Generation kwarg update logic and Janus image generation test failure are different problems." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained bug are different problems." + "reason": "Both touch FP8, but one is an accuracy issue and the other is a save_pretrained bug." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend dependency installation issue is unrelated to a nonexistent image_utils import." + "reason": "Backend installation/dependency issue vs a missing image_utils import; not the same bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading failure and pytest-xdist file race are different subsystems." + "reason": "Model config recognition failure and xdist file-race behavior are unrelated." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "One is a test race in patched utilities; the other is stale auto_mappings references breaking CI." + "reason": "PEFT version pinning and docstring import-time diagnostics are unrelated maintenance issues." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Legacy field handling in BeitForSemanticSegmentation is unrelated to the xdist captured_info.txt race." + "reason": "Test-worker file race vs stale auto_mappings references; different failure modes." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility problem is not the same as an import path typo/error." - }, - { - "left": "issue:45405", - "right": "issue:46877", - "accept": false, - "reason": "Dependency version pinning and auto_docstring stdout logging are unrelated." + "reason": "Python-version compatibility issue vs missing import from image_utils; not the same underlying defect." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after failed training and Adafactor OOM are distinct issues." + "reason": "MLFlow reporting after failed training and Sentence Transformers loading are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A loading hang is not the same as output embedding reinitialization after resize." + "reason": "Model loading hang and token-embedding resize reinitialization are different code paths." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior changes, but they affect different APIs and symptoms." + "reason": "Both are tokenizer behavior regressions, but the specific symptoms and APIs differ." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing TensorFlow backend and leftover dummy classes in dummy_pt_objects are unrelated." + "reason": "Dependency/backend installation and leftover dummy class cleanup are unrelated." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Multimodal config default initialization and classifier output field mix-up are different bugs." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to a Qwen3.5 from_pretrained error." + "reason": "Multimodal config initialization and classifier output field mix-up are unrelated." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Causal attention mask construction and final partial-batch bookkeeping are different code paths." + "reason": "Attention-mask construction and final-batch pipeline bookkeeping are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The canonical choice for 42673 over 43704 is supported by identical titles plus earlier creation and more discussion activity. The soft-edge verdicts are generally conservative and stay within what the packet shows; only the identical Qwen3ForCausalLM VRAM-leak pair is accepted, which is appropriate." + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly supported duplicate pair is issue:42673 / issue:43704 with identical titles, and the other soft-edge rejections do not overclaim beyond the evidence in the titles/body summaries. Canonical selection of issue:42673 is also reasonable based on earlier creation and higher discussion activity." }, "evaluator_used": true, "retried": false, @@ -14642,7 +14592,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:22355", "issue:27957", @@ -14653,7 +14603,6 @@ "issue:39692", "issue:42222", "issue:42673", - "issue:42796", "issue:42831", "issue:42898", "issue:43116", @@ -14671,7 +14620,6 @@ "issue:44222", "issue:44295", "issue:44297", - "issue:44448", "issue:44568", "issue:44623", "issue:44734", @@ -14682,18 +14630,21 @@ "issue:45103", "issue:45125", "issue:45200", - "issue:45245", + "issue:45310", "issue:45356", "issue:45405", + "issue:45600", "issue:45656", "issue:45712", "issue:45812", - "issue:46132", "issue:46231", "issue:46693", - "issue:46909" + "issue:46909", + "issue:47059" ], "soft_pairs": [ + "issue:44623|issue:45310", + "issue:45600|issue:47059", "issue:42673|issue:46693", "issue:43479|issue:44869", "issue:42898|issue:45812", @@ -14706,252 +14657,224 @@ "issue:27957|issue:30333", "issue:30333|issue:34689", "issue:42898|issue:43295", - "issue:44734|issue:45103", - "issue:42222|issue:45200", "issue:43874|issue:45092", - "issue:42898|issue:45356", + "issue:42222|issue:45200", + "issue:44734|issue:45103", "issue:44295|issue:45656", + "issue:42898|issue:45356", "issue:30333|issue:36331", "issue:22355|issue:28282", "issue:45405|issue:45712", - "issue:43116|issue:44190", - "issue:44075|issue:46231", "issue:44222|issue:44297", - "issue:44933|issue:45712", + "issue:44075|issue:46231", + "issue:43116|issue:44190", "issue:44060|issue:45125", + "issue:44933|issue:45712", "issue:42831|issue:44623", - "issue:44297|issue:45656", - "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:45245|issue:46132", - "issue:44222|issue:44623" + "issue:44297|issue:45656" ], - "prepared_review_unit_hash": "0902d443821efab2f4240c7184e22c5d7cf8a999aafcdcebd32ee5fedf1db115", + "prepared_review_unit_hash": "2d4f238b74c2e71e9442ddf80a9ec23cf08d5980391eaa110e0af32744914462", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37111, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35959, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most pairs are only loosely similar by subsystem (tokenization, docs, save_pretrained, multimodal, training) but do not describe the same underlying bug or change. I rejected all soft edges and selected the most generic tokenizer-regression issue as the best representative available.", - "confidence": 0.52, - "canonical_issue_reason": "issue:42898 is the broadest and most generic title in the set, centered on a v5 tokenizer behavior regression that overlaps with several other tokenizer-related reports more than any other item.", + "summary": "These items are mostly unrelated single issues across imports, tokenizers, multimodal configs, serving, training, docs, and optimizer behavior. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "If a single representative issue is needed, issue 45812 is the strongest candidate: it is a concrete, high-impact tokenizer regression with clear user-facing fallout and reproducible behavior across Granite models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the closest thing to a cluster anchor: it captures a general, user-facing tokenizer regression and is more representative than the narrower model-, docs-, or training-specific issues.", + "best_issue_reason": "Issue 45812 is the best overall representative of the set because it is a specific, broad-impact regression rather than a narrow documentation or environment problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file export failure and Qwen3.5 from_pretrained/model-load error are different code paths." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI/reference cleanup is unrelated to the hub CLI attribute error." + }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both are performance-related, but one is a multi-dataloader VRAM leak and the other is an FA2 long-context regression; different code paths and fixes." + "reason": "Both mention performance, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context regression." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Unrelated bugs: Phi4MultimodalConfig default handling versus Whisper timestamp decode crashing on a trailing replacement character." + "reason": "Default config initialization bug is unrelated to Whisper timestamp decode crashing on a trailing replacement character." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is clean-up-space behavior and the other is wrong Granite token IDs; not the same concrete bug." + "reason": "Tokenizer cleanup behavior change and wrong Granite token IDs are different failures with different likely fixes." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers in v5, but one is an AutoTokenizer loading issue and the other is missing BOS/EOS insertion for a specific tokenizer." + "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS behavior are distinct tokenizer issues." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error and a documentation parameter-name mismatch are separate documentation issues, not the same change." + "reason": "Notebook syntax error and documentation parameter-name mismatch are not the same bug." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Different broken docs examples for different models and failure modes; they are not the same example or fix." + "reason": "These are separate broken doc examples for different models and failure modes." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config default initialization and ModelOutput key assignment are unrelated implementation bugs." + "reason": "Multimodal config defaults do not match a ModelOutput key assignment bug." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but the reported failures differ substantially: clean-up spacing versus DeepSeek token output corruption." + "reason": "clean_up_tokenization_spaces regression is different from Deepseek tokenizer incorrect output." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Separate import failures from different packages and missing symbols; no shared code path." + "reason": "Importing sentence-transformers and missing Qwen2_5_VL export are unrelated import errors." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow reporting after failed training jobs." + "reason": "Flash Attention model support and MLflow reporting on failed training jobs are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job MLflow logging and a Llama 3.2 model-loading regression are different problems." + "reason": "A training-reporting bug is not the same as a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both mention v5 tokenizer/processor regressions, but one is about clean-up spacing while the other is about processor.tokenizer access and image passing." + "reason": "Tokenizer cleanup semantics and processor.tokenizer/image-passing regression are different code paths." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "A server KV-cache indexing crash and an auto-docstring AttributeError are entirely different subsystems." + "reason": "Missing image processor method and remote-code/meta-init incompatibility are different multimodal issues." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated multimodal issues." + "reason": "Broken VitPose models and Gemma 4 mm_token_type_ids defaults are unrelated." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Both are multimodal model-loading issues, but they affect different models and different failure points; too broad to merge." + "reason": "Serving KV-cache tensor indexing and auto_docstring future-annotations handling are unrelated." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer regressions in v5, but different models and distinct codec/regex warning behavior." + "reason": "position_ids buffer reading bug is unrelated to deepspeed causing optimizer.step to run twice." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is unrelated to DeepSpeed calling optimizer.step twice." + "reason": "Tokenizer cleanup regression and Kimi-K2.5 codec/ warning regression are different tokenizer bugs." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting after failure and CustomTrainer's compute_loss signature mismatch are different training issues." + "reason": "MLflow failed-job reporting and CustomTrainer compute_loss signature mismatch are unrelated training issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is missing PyTorch at runtime." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/dependency problems." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A version pin bump and leftover dummy class cleanup are unrelated maintenance issues." + "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Different example scripts, different tasks, and different failure modes; no shared underlying bug." + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch both involve save_pretrained, but on different objects and failures." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer SGD argument handling is not the same as a documentation parameter-name typo." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE checkpoint saving and the other is tokenizer config metadata; separate code paths." + "reason": "SGD optimizer args being ignored is not the same as a documentation parameter-name typo." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "A model output regression and an AttentionInterface.register behavior change are not the same issue." + "reason": "Empty multi-label classification results and local dataset loading failure in a different example script are unrelated." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Both are tokenizer-related, but they concern different models and distinct bugs: BPE marker handling versus tokenizer loading in v5." + "reason": "Wrong tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen3 issues." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "The categories-limit runtime error is unrelated to AttentionInterface.register behavior." + "reason": "Nonexistent image_utils import and leftover dummy classes are different cleanup/import problems." }, { - "left": "issue:44222", + "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is a FP8 MoE serialization bug and the other is missing processor files; different artifacts and fixes." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "A tied-weights warning bug and a missing _tp_plan for tensor parallelism are separate model-specific issues." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "An FP8 accuracy regression and missing processor save files are unrelated." + "reason": "FineGrainedFP8 accuracy regression and processor save_pretrained missing files are unrelated." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch and DeepSpeed double optimizer steps are unrelated." - }, - { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "Model output differences across versions do not match the behavior-change bug in AttentionInterface.register." - }, - { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "Different tokenizer regressions in different model families; not a single duplicate bug." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category cardinality overflow and attention registration behavior are unrelated." + "reason": "Tokenizer save_pretrained metadata mismatch has nothing to do with deepspeed optimizer stepping twice." } ] }, @@ -14973,47 +14896,45 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ - "issue:22355", - "issue:27957", "issue:30990", "issue:38175", "issue:41628", "issue:42757", + "issue:42796", "issue:42831", "issue:42907", "issue:43122", "issue:43232", "issue:43475", "issue:43479", + "issue:43504", "issue:43644", "issue:43723", "issue:44190", "issue:44222", "issue:44263", - "issue:44279", "issue:44295", "issue:44297", "issue:44360", "issue:44373", - "issue:44483", + "issue:44448", "issue:44484", "issue:44485", "issue:44623", "issue:44977", "issue:45071", "issue:45092", + "issue:45245", "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", @@ -15022,23 +14943,29 @@ "issue:46710", "issue:46762", "issue:46909", - "issue:46932" + "issue:46932", + "issue:47059" ], "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:44222|issue:44623", "issue:43479|issue:43644", "issue:44360|issue:46762", "issue:46132|issue:46710", - "issue:41628|issue:42757", "issue:44373|issue:44485", + "issue:41628|issue:42757", "issue:44297|issue:45310", + "issue:43504|issue:47059", "issue:43723|issue:44977", "issue:45071|issue:46082", "issue:46614|issue:46932", - "issue:44222|issue:44484", "issue:43122|issue:46209", + "issue:44222|issue:44484", + "issue:44263|issue:45092", "issue:44190|issue:46082", "issue:43232|issue:46424", - "issue:44263|issue:45092", "issue:43232|issue:45834", "issue:46209|issue:46431", "issue:44295|issue:44623", @@ -15050,213 +14977,222 @@ "issue:44263|issue:44360", "issue:42907|issue:46050", "issue:42831|issue:45310", - "issue:45092|issue:45357", - "issue:44279|issue:46328", - "issue:22355|issue:27957", - "issue:44483|issue:45406" + "issue:45092|issue:45357" ], - "prepared_review_unit_hash": "88746c3c16cd93f34b2d0a3a3744f802f808262f67c8b03d7d52292211c5d146", + "prepared_review_unit_hash": "c2313f00a974bcf63a846df5b6906afc1349faf10e927d8385ea9e52704ccaa4", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35911, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36051, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly superficial similarities rather than true duplicates; none look safe to merge. The closest themes are serialization/save_pretrained regressions, tokenizer/config issues, and generation/cache bugs, but each pair points to a different concrete code path or model family.", - "confidence": 0.74, - "canonical_issue_reason": "No single true duplicate cluster emerges from these issues; if one issue must anchor the set, #43644 is the strongest standalone core regression report with broad impact and a clear library-level failure mode.", + "summary": "This set is a heterogeneous mix of unrelated transformer bugs, import regressions, tokenizer/model issues, and docs problems. None of the soft pairs look like the same underlying defect or change, so no duplicate merges are warranted.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #44263 is the best single anchor because it is a concrete, reproducible code-path bug in a named subsystem (GlmMoeDsaIndexer) and sits in the densest related mini-cluster; the rest of the set is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "#43644 is the best representative issue overall: it is a high-impact, clearly described Transformers regression affecting core model state handling, and it is more central than the more model-specific or discussion-oriented reports.", + "best_issue_reason": "#44263 is the most suitable issue to surface as a representative anchor: it is specific, actionable, and closest to any local thematic grouping in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: model output regression vs AttentionInterface.register behavioral change." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer import failure are unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit in categorical features is unrelated to attention-interface behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8/MoE serialization and the other is missing processor files." + }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Both involve initialization bugs, but one is Phi4MultimodalConfig default handling and the other is non-persistent buffer corruption; different components and failure modes." + "reason": "Config initialization bug and non-persistent buffer junk are different subsystems and symptoms." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Unrelated bugs: a GLM DSA indexer architecture discussion vs. numerical differences in Minimax MSA attention." + "reason": "DSA indexer ReLU discussion is not the same as Minimax attention numerical differences." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Both are regressions, but one is about AttentionInterface.register behavior and the other is a model-specific accuracy drop after upgrade." + "reason": "Registered-function behavior change is unrelated to a model accuracy regression after upgrade." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Similar import-error shape, but different symbols, packages, and root causes (`transformers` AutoImageProcessor vs `huggingface_hub` is_offline_mode)." + "reason": "Docstring mismatch for position_ids is not the same as GLM-5 RoPE implementation behavior." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "A docstring mismatch for `position_ids` is not the same bug as a GLM-5 RoPE implementation issue." + "reason": "Import failures for AutoImageProcessor and is_offline_mode are different missing symbols." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Both touch Qwen3.5 serialization/loading, but one is `save_pretrained` metadata and the other is a `from_pretrained` load error; not the same concrete defect." + "reason": "Tokenizer config save metadata mismatch is unrelated to Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT preset loading and CLI breakage from huggingface_hub are separate issues." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and flash-attention generation failure are different code paths and symptoms." + "reason": "Tokenizer loading and flash-attention generation failure are distinct problems." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both are config-related, but one is generic type checking in v5.4.0 while the other is LlamaConfig head_dim validation." + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are not the same bug." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Completely different subsystems: phonemizer backend state vs Gemma4 quantized vision/audio dtype casting." + "reason": "Stale phonemizer language state and Gemma4 quantized-embedder casting are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization change across versions and FP8 inference failure on B200 are different code paths." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "One is an FP8 MoE save bug; the other is a question about `max_shard_size` defaults in `save_pretrained`." + "reason": "FP8 MoE serialization and default max_shard_size are both save_pretrained-related but not the same defect." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Tokenization changes and FP8 inference failures are unrelated bugs." + "reason": "GlmMoeDsaIndexer split handling and InternVL2 meta-init compatibility are unrelated." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "A local dataset loading problem in a training script is unrelated to LlamaConfig validation." + "reason": "Local dataset loading and LlamaConfig head_dim rejection are different issues." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Both involve generation/cache internals, but one is `_update_model_kwargs_for_generation` after `sync_gpus` and the other is cache length handling for quantized cache only." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "Different issues: a GLM-MoE DSA indexer split bug vs. InternVL2 remote-code checkpoint incompatibility with meta initialization." + "reason": "Generation kwargs update after sync_gpus is not the same as cache length config handling." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index errors." + "reason": "Generation state update bug and Kosmos2.5 OCR index overflow are unrelated." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template in a processor are different failures." + "reason": "FP8 inference on B200 and missing chat template on a processor are different failures." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "A buffer read/access error for `position_ids` is not the same as missing files in `processor.save_pretrained`." + "reason": "position_ids buffer access and processor.save_pretrained missing files do not share the same cause." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Both are loading/inference complaints, but they concern different models and different symptoms." + "reason": "Sentence-Transformers loading hang and zero probabilities in SigLIP2 are unrelated model behaviors." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A GLM-MoE indexer bug and a docstring issue for `position_ids` are not the same underlying defect." + "reason": "Runtime split-value bug and a docstring error for position_ids are not duplicates." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 video encoder attribute mismatch vs. MoonshineStreaming sliding-window off-by-one are distinct bugs." + "reason": "SAM 3 video attribute error and MoonshineStreaming window off-by-one are different code paths." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing-related, but one is an attention mask off-by-one and the other is padding calculation in SmolVLM." + "reason": "Sliding-window masking and video padding calculation are separate bugs." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "A model memory overflow and a broken documentation example are unrelated." + "reason": "Memory overflow in SAM3-lite text is unrelated to a broken documentation example." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Even though both mention the DSA indexer, one is about `torch.split` return values and the other is about a missing ReLU discussion; not the same concrete bug." + "reason": "They mention the same DSA area, but one is torch.split behavior and the other is a ReLU-related design discussion." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve model save/load and quantization, but one is dequantized Ministrals/Devstrals saving and the other is sinq round-trip corruption; too different to merge safely." + "reason": "Saving dequantized Ministral/Devstral models and sinq quantized save/load breakage are different quantization issues." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE `from_pretrained` errors are distinct problems." + "reason": "FineGrainedFP8 accuracy problems and Qwen3.5 MoE from_pretrained errors are not the same underlying bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both mention Qwen3.5 / multimodal checkpoints, but one is meta-init incompatibility and the other is incorrect visual-encoder keys after save_pretrained." - }, - { - "left": "issue:44279", - "right": "issue:46328", - "accept": false, - "reason": "A dependency issue with Transformers is unrelated to a `SequenceFeatureExtractor.pad` performance regression." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "A missing `transformers.onnx` module and XLMRoberta Flash Attention 2 support are unrelated import/model issues." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "One is a `/v1/chat/completions` request handling regression, the other a processor missing `_tokenizer`; different service layers and root causes." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints and incorrect visual-encoder keys on save_pretrained are distinct regressions." } ] }, @@ -15278,7 +15214,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:22355", "issue:27957", @@ -15296,23 +15232,21 @@ "issue:43066", "issue:43122", "issue:43232", + "issue:43329", "issue:43408", "issue:43540", - "issue:43576", "issue:43644", "issue:43646", - "issue:43756", - "issue:43784", "issue:43824", - "issue:43976", "issue:44038", - "issue:44060", "issue:44188", "issue:44261", + "issue:44279", "issue:44295", "issue:44297", + "issue:44327", "issue:44373", - "issue:44488", + "issue:44483", "issue:44568", "issue:44829", "issue:44945", @@ -15320,16 +15254,23 @@ "issue:45092", "issue:45278", "issue:45381", + "issue:45406", "issue:45593", "issue:45753", "issue:46002", "issue:46305", + "issue:46328", "issue:46369", "issue:46402", - "issue:46909" + "issue:46909", + "issue:47059" ], "soft_pairs": [ + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:44483|issue:45406", "issue:45381|issue:46305", + "issue:44964|issue:47059", "issue:44829|issue:46002", "issue:42831|issue:44038", "issue:41628|issue:43824", @@ -15337,14 +15278,15 @@ "issue:44261|issue:45092", "issue:43644|issue:46305", "issue:42831|issue:45753", + "issue:44327|issue:47059", "issue:22355|issue:28218", "issue:39401|issue:44568", "issue:42886|issue:42994", - "issue:42886|issue:43066", "issue:44188|issue:44373", + "issue:42886|issue:43066", "issue:42757|issue:45278", - "issue:27957|issue:30990", "issue:43408|issue:46369", + "issue:27957|issue:30990", "issue:42796|issue:43122", "issue:43232|issue:45593", "issue:45381|issue:46909", @@ -15353,221 +15295,216 @@ "issue:42907|issue:44945", "issue:30990|issue:33357", "issue:44295|issue:44297", - "issue:43976|issue:44945", - "issue:42907|issue:44964", - "issue:43576|issue:43784", - "issue:43756|issue:44060", - "issue:41628|issue:45278", - "issue:39401|issue:44488" + "issue:43329|issue:47059" ], - "prepared_review_unit_hash": "b621954e46bb4f19ff286e0d56b1980b69d95c8b4a0e62e3419111f17fe7e2bb", + "prepared_review_unit_hash": "b2b72c413a90871c53f54ef14f0b12bd5db8bcf524d98fe29069b6c167720e24", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35663, - "estimated_input_tokens": 8916, - "estimated_eval_tokens": 18088 + "serialized_chars": 36346, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues that only share broad themes like tokenization, import/loading failures, or model-specific regressions. The soft pairs do not look like the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "The set is very heterogeneous: tokenizer bugs, model-specific regressions, import/API breakages, and unrelated runtime issues. I do not see any soft pair that is clearly the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "If a single issue must anchor the cluster, 45278 is the broadest umbrella report: it captures the only recurring theme here (import/API breakages after upgrade).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "45278 is the most representative high-level issue in this otherwise mixed cluster, but it still does not unify the rest into one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Different problems: a generic dependency issue versus a SequenceFeatureExtractor padding performance issue." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module import versus XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different code paths: chat/completions request handling versus Gemma4Processor attribute error." + }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both involve positional/window indexing, but they are different models and code paths (Qwen2.5-VL video positions vs MoonshineStreaming mask logic)." + "reason": "Both are video-related, but one is Qwen2.5-VL position_ids and the other is MoonshineStreaming window masking." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: model loading failure versus a CLI test failure in huggingface_hub." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both mention classification/training instability, but one is flash_attention_3 degenerate training and the other is NaNs at init/checkout; different failures." + "reason": "Both mention classification heads, but one is Flash Attention 3 training collapse and the other is NaNs after checkout/init." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different problems: FineGrainedFP8 accuracy regression versus a Qwen3-VL-Moe bug on Transformers 5.0." + "reason": "Different model-specific accuracy/regression reports; no shared concrete bug path." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports/dependency paths." + "reason": "Both are import errors, but for different symbols and likely different export/packaging failures." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same sam3 family, but one is a model-type warning and the other is missing text encoder weights; not the same bug." + "reason": "Same model family, but the warning about sam3_video/sam3_tracker is unrelated to missing text encoder weights." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Both relate to model initialization/config handling, but the concrete bugs differ: missing rms_norm_eps vs remote-code meta-init incompatibility." + "reason": "Different bugs: MLA rms_norm_eps precision issue versus remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Different issues: non-persistent buffer corruption in v5 versus a sliding-window off-by-one bug." + "reason": "Unrelated: non-persistent buffer junk in Transformers 5.0.0 versus a streaming mask off-by-one." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Unrelated model-specific regressions: FP8 accuracy issue versus an infinite-loop image bug in Qwen3_5." + "reason": "Different symptoms and models; one is FP8 accuracy, the other is an infinite loop on a specific image." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA pipeline top-k crash is unrelated to the CLI completion attribute error." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "No shared underlying bug; one is a missing module import, the other is tokenizer spacing after added tokens." + "reason": "Different tokenizer/import problems with no clear shared underlying bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior issues, but one is offset_mapping and the other is add_special_tokens/BOS-EOS handling for a different tokenizer." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (offset mapping vs BOS/EOS insertion)." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading and quantized model saving are separate failure modes." + "reason": "Offline tokenizer cache loading and quantized model saving are separate failure modes." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Cache/offline loading bug versus wrong tokenizer decoder type; different root causes." + "reason": "Attention-kernel divergence and a docstring issue are unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue." + "reason": "Cache/offline load failure versus decoder-type change in v5; not the same code-path bug." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad import-breakage report, but it is not clearly the same specific missing is_offline_mode import bug." + "reason": "Both involve import breakage after upgrades, but one is a specific huggingface_hub symbol and the other is a broad multi-import regression." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Different symptoms and subsystems: Flash Attention 2 on XLMRoberta versus Sentence Transformers loading hang." + "reason": "Different sam3 issues: model type warning versus memory overflow in sam3-litetext." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Both involve sam3, but one is a wrong-model warning and the other is memory overflow in a different model variant." + "reason": "Different loading/runtime issues; no shared underlying defect." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenization, but one is BPE marker handling for Ministral and the other is a version-regression in tokenization behavior." + "reason": "Both concern tokenization, but one is BPE marker handling for a specific tokenizer and the other is a cross-version tokenization change." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs synchronization and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Video position_ids bug versus a broken documentation example; no shared code-path." + "reason": "Video position_ids bug is unrelated to a broken documentation example." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to a DIA docs example." + "reason": "Qwen3OmniMoe video-processing error is unrelated to the DIA docs issue." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage is not the same as NaNs in classification heads." + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving and pipeline-parallel output corruption are different bugs." + "reason": "Dequantized model saving and pipeline-parallel output correctness are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are loading/runtime problems, but one is a hang and the other is a MacOS bus error with a CLIP model." + "reason": "Both are model loading/runtime failures, but they do not appear to be the same bug." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position_ids buffer access and tokenizer_class mismatch in tokenizer_config are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python-version compatibility is unrelated to pipeline parallelism output issues." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Both are model loading failures, but they involve different models and failure causes." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Broken env CLI and a NameError importing sentence-transformers are unrelated." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Different model-specific bugs: RoPE layer dropping versus tied-weight warning behavior." + "reason": "Position_ids buffer read error and tokenizer_config class mismatch are unrelated." }, { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "General import errors after upgrade do not make this the same as one specific missing AutoImageProcessor export." - }, - { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Both are tokenizer-related, but one is wrong offset_mapping and the other is failing to load a specific checkpoint." + "reason": "Multimodal token counting bug is unrelated to the CLI completion attribute error." } ] }, @@ -15589,14 +15526,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:22355", - "issue:29127", "issue:29159", "issue:36296", "issue:39401", - "issue:42175", + "issue:41628", "issue:42371", "issue:42757", "issue:42907", @@ -15606,13 +15542,15 @@ "issue:43408", "issue:43452", "issue:43475", - "issue:43493", + "issue:43576", + "issue:43756", "issue:43784", "issue:43824", "issue:43937", + "issue:43976", "issue:44038", + "issue:44060", "issue:44117", - "issue:44188", "issue:44222", "issue:44263", "issue:44295", @@ -15620,36 +15558,42 @@ "issue:44351", "issue:44360", "issue:44485", + "issue:44488", "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44829", - "issue:44938", "issue:44945", + "issue:44964", "issue:45200", "issue:45216", + "issue:45278", "issue:45290", "issue:45478", "issue:45600", - "issue:45753", "issue:46172", "issue:46326", - "issue:46328", "issue:46614", "issue:46762" ], "soft_pairs": [ + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:39401|issue:44488", "issue:42371|issue:44263", "issue:42907|issue:43937", - "issue:43784|issue:45600", "issue:44117|issue:44704", - "issue:46172|issue:46762", + "issue:43784|issue:45600", "issue:39401|issue:44521", + "issue:46172|issue:46762", "issue:44625|issue:44829", "issue:44704|issue:45290", - "issue:43408|issue:43475", "issue:44360|issue:44485", + "issue:43408|issue:43475", "issue:43122|issue:44521", "issue:43122|issue:46326", "issue:44038|issue:44297", @@ -15658,220 +15602,228 @@ "issue:44038|issue:44295", "issue:45216|issue:45478", "issue:44038|issue:44222", - "issue:39401|issue:46614", "issue:43824|issue:44351", + "issue:39401|issue:46614", "issue:43116|issue:45200", "issue:43122|issue:44779", "issue:42757|issue:44351", "issue:36296|issue:43116", - "issue:43278|issue:44945", - "issue:22355|issue:29127", - "issue:42175|issue:44938", - "issue:43493|issue:45753", - "issue:44188|issue:46328" + "issue:43278|issue:44945" ], - "prepared_review_unit_hash": "0c8eed60729abeec556a23462d90a88f5054fb3a0dc31df558db1cdcac5c103c", + "prepared_review_unit_hash": "8ae09b8212dc6d843fb2efdb93227ebc2e42eb8511aef7579b897d8c10538c36", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35538, - "estimated_input_tokens": 8885, - "estimated_eval_tokens": 18026 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and looks mostly noisy: the proposed soft edges span unrelated bugs, models, and code paths, so none should be merged as duplicates. There are no PRs in the cluster. The closest thing to an anchor is a broad tokenizer-regression report, but it still does not unify the rest of the items.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report in the set and appears in the most tokenizer-related soft links, so it is the best cluster anchor among otherwise unrelated issues.", + "summary": "The cluster is thematically loose: a few tokenizer/import/version-regression reports, but most items describe distinct bugs in different model families or code paths. I found no true duplicate pairs among the provided soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report in the set and is closest to several other tokenizer-related issues, so it is the best anchor for deduping.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the most general and centrally connected issue here, but only as a loose thematic anchor rather than a true duplicate target.", + "best_issue_reason": "Issue 43122 is the most representative and general issue here: a clear cross-version tokenization regression with wider scope than the more model-specific or one-off reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "TF32 backend-setting discussion vs a GLM-MoE split-return bug; unrelated symptoms and code paths." + "reason": "Different bugs: Python-version compatibility vs pipeline-parallel output corruption." }, { "left": "issue:42907", - "right": "issue:43937", + "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5; different models and failures." + "reason": "Separate failures: save/load dequantized model vs model import/load." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Import NameError in sentence-transformers integration vs CI break from removed Sam3LiteText config references; not the same bug." + "reason": "Broken env CLI vs sentence-transformers import NameError." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer counting bug vs tied-weight warning." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Different missing import symbols; both are import regressions but not the same code path." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping vs unrelated model load issue." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 config guidance vs DSA indexer return values." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save bug vs generation-config validation." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping returning None and from_pretrained assumptions vs AutoProcessor kwargs not forwarded; related area, but different concrete failures." + "reason": "Tokenizer mapping None vs cached_file kwargs forwarding." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Deepseek-v4 tensor transpose/casting issue vs Minimax attention numerical drift; different models and root causes." + "reason": "Import NameError vs removed config reference in auto_mappings." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenizer vs zero assistant_masks in multimodal chat templates; both tokenizer-adjacent but distinct bugs." + "reason": "Tokenizer offset mapping vs multimodal assistant_mask construction." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different attention bugs: arithmetic/transposition issue vs numerical mismatch to reference." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs flash_attention_3 degenerate training; different components and failure modes." + "reason": "num_labels propagation vs flash-attention training degeneration." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Cached-file kwargs forwarding vs chat template crashing on tool-call messages; unrelated code paths." + "reason": "cached_file kwargs bug vs apply_chat_template crash." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Model-type warning for sam3_video/sam3_tracker vs missing fpn_position_embeddings attribute; same family, different concrete defects." + "reason": "ReLU in DSA indexer vs GLM-5 RoPE implementation." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation; not the same underlying issue." + "reason": "Same model family, but warning/config mismatch vs missing encoder attribute; not the same bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenization behavior, but one is a general v4/v5 tokenizer regression and the other is multimodal assistant-mask generation." + "reason": "Tokenization regression vs multimodal chat template masking." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Tokenizer regression vs continue_final_message handling for mistral_common tokenizers; different APIs and failure modes." + "reason": "Both tokenizer-related, but different mechanisms and call sites." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; unrelated model/runtime behavior." + "reason": "Qwen3-VL-Moe bug vs tokenizer save metadata mismatch." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models vs gguf_file breaking from_pretrained loads; different serialization/loading bugs." + "reason": "Dequantized save bug vs gguf loading/import issue." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; unrelated issues." + "reason": "Unrelated import error vs tokenizer behavior inconsistency." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug vs reading position_ids after buffer registration; distinct code paths." + "reason": "Model-specific Qwen3-VL-Moe bug vs position_ids buffer handling." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5 MoE from_pretrained error; same model family, but different operations and symptoms." + "reason": "Both Qwen3.5 regressions, but one is save_pretrained and the other from_pretrained; different fixes." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe issue vs FP8 save_pretrained for MoE; both model-related but not the same bug." + "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained behavior." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Qwen3 tokenizer offset bug vs Wav2Vec2 phonemizer stale-language backend; different tokenization subsystems." + "reason": "Both import errors, but for different classes and symbols." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing HybridCache export; both import errors, but for different symbols and causes." + "reason": "Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification example returning empty results vs Gemma 4 mm_token_type_ids defaulting; unrelated training/inference issues." + "reason": "Example script classification bug vs Gemma multimodal token-type defaulting." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "General tokenizer regression vs Deepseek-specific incorrect tokenization in v5; similar topic, different concrete model bug." + "reason": "Tokenization regression vs Deepseek-specific tokenizer regression; not the same failure." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Import error from huggingface_hub vs import error from transformers; same surface symptom, unrelated missing symbols." + "reason": "Both are import failures, but for unrelated symbols." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug vs classification example output issue; different subsystems and failures." + "reason": "Tensor-parallel training bug vs example-script classification issue." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "dtype mismatch between train/eval vs incorrect output under pipeline parallelism; separate parallelism-related bugs." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Missing module import vs unclear layoutlmv3 error message; unrelated." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "pip extra missing TensorFlow backend vs Python 3.14 import/load failure; not the same problem." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop; different models and behaviors." - }, - { - "left": "issue:44188", - "right": "issue:46328", - "accept": false, - "reason": "torch.compile attention-kernel branching bug vs inefficient feature-extractor padding; unrelated." + "reason": "Embedding dtype drift vs pipeline-parallel output corruption." } ] }, @@ -15893,13 +15845,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ + "issue:22355", "issue:28348", + "issue:29127", "issue:38617", + "issue:42175", "issue:42371", "issue:42673", - "issue:42796", "issue:42898", "issue:43066", "issue:43116", @@ -15907,14 +15861,13 @@ "issue:43611", "issue:43618", "issue:43825", - "issue:43827", "issue:43874", "issue:43937", "issue:43976", "issue:43992", "issue:44038", "issue:44075", - "issue:44263", + "issue:44188", "issue:44355", "issue:44485", "issue:44610", @@ -15922,29 +15875,32 @@ "issue:44704", "issue:44779", "issue:44936", - "issue:44995", + "issue:44938", "issue:45072", "issue:45083", - "issue:45092", "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:46752", - "issue:46762", "issue:46829", "issue:46877", "issue:46909", "issue:46981" ], "soft_pairs": [ + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", "issue:46231|issue:46877", "issue:42898|issue:46614", "issue:38617|issue:45278", @@ -15952,11 +15908,11 @@ "issue:43066|issue:44779", "issue:43611|issue:46002", "issue:43976|issue:45446", - "issue:42673|issue:45072", "issue:44038|issue:45478", + "issue:42673|issue:45072", "issue:44355|issue:46231", - "issue:43116|issue:43493", "issue:45357|issue:45478", + "issue:43116|issue:43493", "issue:44625|issue:46002", "issue:44610|issue:46909", "issue:45083|issue:45446", @@ -15964,201 +15920,208 @@ "issue:42371|issue:43874", "issue:44075|issue:44936", "issue:43618|issue:46829", - "issue:43116|issue:43825", "issue:43992|issue:44704", + "issue:43116|issue:43825", "issue:43066|issue:46710", - "issue:46614|issue:46752", "issue:28348|issue:46640", - "issue:44995|issue:46697", - "issue:42673|issue:42796", - "issue:44263|issue:46762", - "issue:45092|issue:46762", - "issue:43827|issue:45446" + "issue:46614|issue:46752" ], - "prepared_review_unit_hash": "0d498227708a488408bb35e90545d8507c23ff0f449d4e5eea3d7153aa8c5dc5", + "prepared_review_unit_hash": "965400c7143687480fe9f053350895e81e1bfef616a9ae78aaac124bd6e2adfd", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36105, - "estimated_input_tokens": 9027, - "estimated_eval_tokens": 18310 + "soft_pair_count": 28, + "serialized_chars": 35767, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers v5 regression reports and unrelated model-specific bugs. The soft-similarity pairs mostly share broad subsystem keywords but not the same concrete failure mode, so none should be merged as duplicates.", - "confidence": 0.18, - "canonical_issue_reason": "issue:45278 is the broadest umbrella regression report in the set, covering multiple import breakages after the 4.57.0 -> 5.5.0 upgrade; it is the best high-level representative of the cluster, though not a duplicate of the other issues.", + "summary": "No duplicate cluster here: the issues span unrelated import errors, model-specific regressions, tokenizer/config bugs, docs, and training/runtime behavior. None of the soft pairs look like the same concrete bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 most clearly represents the dominant theme of version-upgrade breakages and import/regression fallout, making it the most useful cluster anchor.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: an import failure for `transformers.onnx` vs a LayoutLMv3 validation/error-message clarity issue." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different environments and failures: missing TensorFlow in the `.[torch]` extra vs Python 3.14 loading problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model bugs: SigLIP2 HF/JAX implementation mismatch vs a Qwen3.5 infinite-loop case on one image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated code paths: compiled attention-kernel divergence vs a `SequenceFeatureExtractor.pad` performance issue." + }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "One is a docs parameter-name mismatch, the other is import-time lint output; different bugs and different code paths." + "reason": "Docs vs runtime logging: a parameter-name documentation mismatch vs import-time diagnostic output from `auto_docstring`." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change in v5 is unrelated to a stale phonemizer backend state bug." + "reason": "Tokenizer behavior regression vs phonemizer backend state not being reset; different components and symptoms." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both mention import problems, but one is a specific missing symbol and the other is a broad upgrade report; not the same concrete failure." + "reason": "Related only at a high level; one specific missing import, the other a broad collection of import errors after upgrade." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation and RoPE implementation are separate GLM-5 issues affecting different logic." + "reason": "Same model family but different issues: GenerationConfig validation vs RoPE implementation discussion." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different failure modes; not mergeable as one bug." + "reason": "Both concern tokenizer regressions in v5, but they target different tokenizer/model paths and concrete failures." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base model prefix loading regression is unrelated to NaNs in classification heads during init." + "reason": "Different bugs: model loading with `base_model_prefix` vs NaNs in classification heads after init." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a flex_attention version check are distinct compatibility bugs." + "reason": "Both are version-compatibility complaints, but one is Python support and the other is a PyTorch version check in flex_attention." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3 inference is unrelated to bfloat16 dtype mismatches in other models." + "reason": "Same broad Qwen3.5/Moe area, but different model variants and different failure modes (`transformers 5.0` bug vs `from_pretrained` error in newer versions)." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Both involve Qwen3.x MoE models, but the reported errors are different: one is a model bug, the other is a from_pretrained loading error." + "reason": "Completely different subsystems: VRAM leak in Qwen3ForCausalLM threading vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-file execution errors are unrelated to a documentation typo about a training parameter." + "reason": "Unrelated: compiled Python file execution errors vs a documentation typo about `set_training` parameters." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Example-script multi-label output is unrelated to SigLIP2 numerical discrepancy." + "reason": "Same model family, but one is a bad `save_pretrained` key mapping and the other is a `from_pretrained` loading error." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Both touch Qwen3.5 MoE/serialization, but one is save_pretrained key corruption and the other is from_pretrained loading failure." + "reason": "Different tasks and failures: multi-label classification example returning empty results vs SigLIP2 implementation discrepancy." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation into text config is a configuration plumbing bug, not the same as NaNs in classification heads." + "reason": "Different issues: config propagation for `num_labels` vs NaNs in classification heads." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor image-size mismatch is unrelated to a broken documentation example." + "reason": "Different models and domains: OmDet-Turbo image-size mismatch vs a broken DIA documentation example." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Helper-function length calculation in qwen3_omni_moe is unrelated to a PyTorch version guard in flex_attention." + "reason": "Different code paths: Qwen3 Omni feature-length helper behavior vs an incorrect PyTorch version gate in flex_attention." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Both concern AutoProcessor, but one is missing-backend error handling and the other is repeated 429 retry behavior; different code paths." + "reason": "Both involve `AutoProcessor`, but one is missing-vision-backend handling and the other is repeated HTTP 429 retry behavior." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 configuration changes are unrelated to a missing image-patch-count method in GLM46V." + "reason": "Unrelated: TF32 configuration guidance vs a missing method in GLM46VImageProcessorFast." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD argument handling and trainer.evaluate() failing after train are separate training issues." + "reason": "Distinct bugs: SGD optimizer args ignored vs `trainer.evaluate()` failing after `trainer.train()`." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Missing CLIPOutput attentions and incorrect hidden_states assignment in VideoPrism are different output-field bugs." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "A broken example script and an error message about translation pipelines are not the same underlying bug." + "reason": "Both touch output objects, but they are different models and different field-assignment bugs." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens weight propagation and AutoProcessor kwargs forwarding are unrelated loading bugs." + "reason": "Different `from_pretrained` issues on different classes: missing `embed_tokens.weight` vs kwargs not forwarded to `cached_file`." }, { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder-type regression is unrelated to the DeepSeek accuracy regression." - }, - { - "left": "issue:46614", - "right": "issue:46752", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Stale phonemizer language state and empty-list chat template handling are different runtime errors." + "reason": "Different artifacts entirely: example script behavior vs a pipeline error message about translation support." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as MSA attention numerical differences." + "reason": "Tokenizer type regression vs an accuracy regression in DeepSeek-R1; not the same bug." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Meta-init incompatibility for remote-code checkpoints is unrelated to attention numeric divergence." + "reason": "Too broad to merge: a feature request for GPT2 flash-attention support vs a generic flash-attention issue." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:46614", + "right": "issue:46752", "accept": false, - "reason": "Documentation references to removed pipeline APIs are unrelated to the flex_attention import/version check bug." + "reason": "Different failures: stale phonemizer language state vs `apply_chat_template` crashing on an empty list." } ] }, @@ -16180,26 +16143,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:33453", - "issue:38617", "issue:39401", - "issue:41628", "issue:42222", "issue:42617", "issue:42673", + "issue:42796", "issue:43064", - "issue:43122", - "issue:43408", "issue:43441", "issue:43450", "issue:43673", - "issue:43742", "issue:43824", + "issue:43827", "issue:43937", "issue:43986", "issue:44117", + "issue:44263", "issue:44291", "issue:44380", "issue:44410", @@ -16207,12 +16168,13 @@ "issue:44779", "issue:44829", "issue:44977", + "issue:44995", "issue:45071", "issue:45081", + "issue:45092", "issue:45216", "issue:45310", "issue:45341", - "issue:45362", "issue:45405", "issue:45446", "issue:45561", @@ -16221,26 +16183,32 @@ "issue:45632", "issue:46002", "issue:46077", - "issue:46178", - "issue:46298", "issue:46328", "issue:46512", "issue:46655", + "issue:46697", "issue:46752", + "issue:46762", "issue:46981", - "issue:47000" + "issue:47000", + "issue:47059" ], "soft_pairs": [ + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:45092|issue:46762", + "issue:44263|issue:46762", + "issue:43827|issue:45446", "issue:33453|issue:39401", "issue:43064|issue:43673", - "issue:43824|issue:46981", "issue:43673|issue:46328", "issue:42222|issue:43441", + "issue:43824|issue:46981", "issue:42222|issue:47000", - "issue:43937|issue:45563", "issue:42673|issue:46655", - "issue:42222|issue:46752", + "issue:43937|issue:45563", "issue:45405|issue:45446", + "issue:42222|issue:46752", "issue:44291|issue:45071", "issue:44117|issue:45588", "issue:44380|issue:46077", @@ -16249,227 +16217,229 @@ "issue:44410|issue:45310", "issue:43937|issue:44977", "issue:43450|issue:43986", + "issue:45071|issue:47059", "issue:45341|issue:46328", "issue:45071|issue:46512", - "issue:45341|issue:45561", "issue:44829|issue:45216", + "issue:45341|issue:45561", "issue:45632|issue:46981", - "issue:44117|issue:45081", "issue:42617|issue:45341", - "issue:43408|issue:43742", - "issue:38617|issue:41628", - "issue:45362|issue:46328", - "issue:43122|issue:46298", - "issue:42222|issue:46178" + "issue:44117|issue:45081" ], - "prepared_review_unit_hash": "c0c77468905f00906c251b9977fc08ac43a86eea1fbb0700fda1c5888e57bc04", + "prepared_review_unit_hash": "3f6cc64d8e17ea213c0f39b024a0066d9b5f1c27ee6b3f91f7864d150f35fa7b", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36081, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "soft_pair_count": 31, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Broad, noisy cluster of mostly unrelated Transformers issues spanning tokenizers, model loading, generation, vision/video processors, and testing utilities. The similarity is mostly topical/lexical; I do not see any soft pair that is clearly the same underlying bug or change.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 33453 is the best anchor: it is the most generic tokenizer-regression report, with substantial discussion and wording broad enough to represent the closest tokenizer-related subset in this noisy cluster.", + "summary": "These soft pairs are mostly false positives: they share a broad Transformers theme, but the underlying bugs are different models, different code paths, and different failure modes. No PR-like duplicates are present.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous across tokenizer, video/image processing, training, generation, and import/runtime bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 33453 is the strongest representative issue because it is broad, clearly user-facing, and more umbrella-like than the more model-specific or symptom-specific reports.", + "best_issue_reason": "issue:42673 is the strongest standalone report here because it has a concrete failure mode (VRAM leak with multiple dataloader threads) and a focused, reproducible description.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs: stale GlmMoeDsa indexer cache on second forward pass vs Swin2SR over-padding when dimensions are already divisible." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Unrelated symptoms and subsystems: VRAM leak in multithreaded dataloader use vs tokenizer BPE-marker handling." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Different code paths: meta-init incompatibility for old remote-code checkpoints vs numerical mismatch in Minimax MSA attention." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "No shared underlying bug: GlmMoeDsaIndexer torch.split behavior vs Minimax attention numerical differences." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs mention pipeline removal, while the other is a PyTorch version check bug in flex_attention; not the same issue." + }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is about tokenizer loading regression and the other about wrong offset mappings for Qwen3; different concrete bugs." + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug with different failure modes." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption and GenerationMixin cache missing are unrelated code paths and failures." - }, - { - "left": "issue:43824", - "right": "issue:46981", - "accept": false, - "reason": "Importing a missing Qwen2.5-VL class and repeated 429 retries in AutoProcessor are different problems." + "reason": "Different training/runtime problems: wrong optimizer states under FSDP2+PEFT vs missing GenerationMixin cache during chunked_prefill." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Generation cache handling vs SequenceFeatureExtractor.pad performance; unrelated code paths." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and Ministral FlashAttention failure are different model/backend issues." + "reason": "Different model families and failures: vitpose breakage vs Ministral FlashAttention failure." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Vitpose breakage and RTDetrLoss infeasible-cost-matrix crash are unrelated." + "reason": "Import error for a missing exported class vs repeated HTTP 429 retries in AutoProcessor; not the same bug." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "Both involve generation, but invalid GenerationConfig and a stale warning for num_return_sequences are different defects." + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "VRAM leak in multithreaded Qwen3ForCausalLM use and a video-processor padding bug are unrelated." + "reason": "Both touch video-related paths, but one is a VRAM leak in multithreaded loading and the other is incorrect video padding." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Vitpose model breakage and empty-list chat-template IndexError are not the same bug." + "reason": "GenerationConfig validation error vs stale warning for num_return_sequences; different behavior and fix." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "These are separate dependency/version-check issues touching different packages and failure modes." + "reason": "One is a dependency version bump issue, the other is a Torch version gate bug in flex_attention." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model loading failure and empty-list chat template crash are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized handling and PretrainedConfig type checking are both v5 regressions, but not the same code-path." + "reason": "Meta-init unexpected argument bug vs PretrainedConfig type-checking regression; related to v5 but not the same concrete problem." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None-handling and flash_attention s_aux=None crash are unrelated." + "reason": "Tokenizer mapping fallback bug vs flash_attention AttributeError on s_aux=None; distinct subsystems." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both concern attention behavior, but GPT2 SDPA/FlashAttention scaling and Gemma4 bidirectional masking are different implementation bugs." + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs Gemma4 bidirectional mask construction; different model logic." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization inconsistency and NaNs after checkout+init are different weight/init problems." + "reason": "Serialization of tied weights depends on device vs NaNs in classification heads after checkout/init; not the same underlying bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms: offset mapping vs incorrect tokenization results." + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and different outputs." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained errors are different failures." + "reason": "Qwen3Next missing projections and Qwen3.5 from_pretrained error are separate model issues." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM generation-config validation and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different failure mechanisms." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor batch-shape bug and missing-torchvision crash are both video-related, but not the same underlying issue." + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; different layers of the video stack." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking regression vs CLI completion attribute error from huggingface_hub version change." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Testing utils bug vs SequenceFeatureExtractor.pad performance issue; unrelated." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Both mention config/dtype/type interactions, but one is type checking breakage and the other is stale dtype metadata after from_config." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Both touch testing utilities, but one is a bug in testing_utils.py and the other is a pytest-xdist file race." + "reason": "Type checking regression and stale config.dtype after from_config are different state-management bugs." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training under flash_attention_3 and incorrect Qwen3.5 checkpoint serialization are different bugs." + "reason": "FlashAttention-3 degenerate training is not the same as Qwen3.5 checkpoint serialization corruption." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "trust_remote_code cache-path collision and repeated HTTP 429 retries are unrelated." + "reason": "Both mention testing utilities, but one is a small bug while the other is an xdist file race; not the same defect." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and _patch_mistral_regex backend_tokenizer crash are different tokenizer internals." + "reason": "Cache-path collision for trust_remote_code is unrelated to repeated 429 retries in AutoProcessor.from_pretrained." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "A sam3_video/sam3_tracker mismatch warning and a MobileLLM loading key error are different model-loading issues." + "reason": "Cannot run 3d_parallel.py and a testing_utils bug are unrelated." }, { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different subsystems; not the same bug." - }, - { - "left": "issue:45362", - "right": "issue:46328", - "accept": false, - "reason": "Qwen3.5-35B chat crash and SequenceFeatureExtractor.pad inefficiency are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:46298", - "accept": false, - "reason": "Tokenizer behavior regression and a noisy logging message are not the same underlying issue." - }, - { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Vitpose breakage and BACKENDS_MAPPING tensorflow_text validation are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES fallback issue vs _patch_mistral_regex backend_tokenizer AttributeError; both tokenizer-adjacent but different bugs." } ] }, @@ -16491,32 +16461,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "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:43408", "issue:43441", - "issue:43577", "issue:43673", - "issue:43874", + "issue:43742", "issue:43931", "issue:43937", - "issue:44038", "issue:44075", "issue:44077", "issue:44220", "issue:44261", "issue:44263", - "issue:44360", "issue:44410", "issue:44483", "issue:44484", @@ -16530,29 +16498,36 @@ "issue:45278", "issue:45310", "issue:45341", + "issue:45362", "issue:45464", "issue:45478", - "issue:45542", "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:44877|issue:46231", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42222|issue:46178", "issue:39401|issue:46209", - "issue:44484|issue:45310", + "issue:44877|issue:46231", "issue:42371|issue:44261", + "issue:44484|issue:45310", "issue:43937|issue:44496", "issue:44261|issue:46762", "issue:44933|issue:45278", - "issue:44075|issue:45656", "issue:42371|issue:46617", "issue:38617|issue:44220", + "issue:44075|issue:45656", "issue:44410|issue:45478", "issue:43066|issue:43122", "issue:43208|issue:46894", @@ -16563,218 +16538,206 @@ "issue:44483|issue:45464", "issue:43931|issue:44410", "issue:41628|issue:45071", - "issue:45071|issue:45542", "issue:27957|issue:43352", "issue:43441|issue:44829", - "issue:44484|issue:45478", - "issue:43012|issue:43577", - "issue:44263|issue:46172", - "issue:43874|issue:44261", - "issue:44360|issue:46172", - "issue:43931|issue:44038" + "issue:44484|issue:45478" ], - "prepared_review_unit_hash": "e1731252953d100efec6e68ca429877bfb00a6585e51fd105af28a5e506080a7", + "prepared_review_unit_hash": "e8a8af8c3f6cad3115b2973c8daa829704a2ad76b676a0338200aaa820a1a24d", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35872, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "soft_pair_count": 28, + "serialized_chars": 35512, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of closed Transformer issues with several loose 5.x regression themes (imports/API changes, tokenizer behavior, FlashAttention, and model-specific loading errors), but no pair looks like the same exact underlying bug or change.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the best umbrella representative: it is the broadest and most central-looking 5.x regression report, focused on import/API breakage after upgrade, which matches the largest apparent theme in this cluster.", + "summary": "Mostly unrelated Transformers bugs; all soft edges look like false duplicates, with only superficial similarity around v5 import/tokenizer/flash-attn regressions.", + "confidence": 0.63, + "canonical_issue_reason": "No single issue cleanly represents the whole set; if forced, issue 45278 is the broadest import-regression umbrella, but the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable single issue for triage because its scope is broad and it best captures the repeated upgrade/import-regression pattern seen across several nearby issues.", + "best_issue_reason": "Issue 45278 is the most reusable umbrella target because it captures broad post-upgrade import failures, though it does not explain most of the other items here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different failure modes: model-type mismatch warning vs. key error while loading a specific model." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and likely separate code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs. noisy logging; unrelated symptoms and fixes." + }, + { + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "One is a config-loading compatibility bug; the other is a documentation/parameter-name mismatch for training. Different problems." + "reason": "Chat/completions crash for a specific model vs. a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a backend-mapping error are unrelated problems." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset-mapping behavior and FP8 inference on B200 are unrelated bugs." + "reason": "Tokenizer offset mapping bug vs. FP8 inference failure on B200; different subsystems." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Strict config loading and documentation parameter mismatch are not the same bug." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 configuration guidance and MLA layernorm epsilon precision are different code paths and symptoms." + "reason": "TF32 API migration guidance vs. MLA layernorm epsilon bug; no shared code-path." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs. Qwen3.5 MoE loading error." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "An invalid GenerationConfig and an unrecognized model_type/config loading failure are distinct issues." + "reason": "Invalid GenerationConfig for GLM-5 vs. unrecognized model/config issue for Olmo-Hybrid." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Different models and different numerical bugs; no clear same root cause." + "reason": "Both mention numerical differences, but they concern different attention implementations and root causes." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing image_utils import is not the same as a broader post-upgrade import breakage cluster." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Using SGD args incorrectly and optimizer.step() being called twice with deepspeed are different optimizer bugs." + "reason": "Similar import-regression flavor, but one specific missing import does not look like the same underlying bug as the broad version-upgrade report." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 API changes and cache-loading FileNotFoundError are unrelated." + "reason": "TF32 settings and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Missing layer_type_validation import and _torch_extract_fbank_features() are unrelated failures." + "reason": "Missing import symbol and _torch_extract_fbank_features behavior are separate issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer.step called twice are distinct optimizer bugs." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are different model-loading problems." + "reason": "Different Qwen-family models with different loading failures; too far apart to merge." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type and changed tokenization output are related only at a very high level, not the same concrete bug." + "reason": "Both tokenizer-related, but one is decoder type selection and the other is tokenization output change; not the same fix." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift loss behavior are different models and different defects." + "reason": "Different model families and different training-loss issues." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue and a RoPE implementation issue do not match." + "reason": "torch.split return handling in an indexer vs. RoPE implementation are unrelated GLM bugs." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings behavior and unexpected position-id keys are different regression types." + "reason": "Removed config option and unexpected position-id keys are different regressions." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "patchtsmixer post_init validation and repeated 429 retries in AutoProcessor.from_pretrained are unrelated." + "reason": "post_init validation and repeated 429 retry behavior have no common code-path." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "GenerationMixin cache handling and a testing_utils bug are unrelated." + "reason": "Cache handling during chunked_prefill vs. a testing_utils bug are unrelated." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a generic request rejection and the other is a specific streaming inference failure; not enough to treat as the same bug." + "reason": "Both involve chat/completions, but one is a general API acceptance issue and the other is model-specific streaming failure." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3Next missing projections are different model-loading failures." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel type-checking breakage are separate API regressions." - }, - { - "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Type-checking changes and TensorBoard-only TF backend errors are unrelated." + "reason": "Missing AutoImageProcessor import and PreTrainedModel type-checking breakage are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both concern FlashAttention 2, but they are different models with different support/compatibility issues." + "reason": "Both mention Flash Attention 2, but one is model support/compatibility and the other is a different model-specific failure." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different concrete bugs." + "reason": "Different flash-attention problems on different models; not one concrete bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Default shard size in save_pretrained is unrelated to Qwen3.5 MoE loading errors." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "A PyTorch warning during bf16 compile and a Blip2 dtype propagation issue are not the same bug." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "Different model internals and different tensor-shape/math issues." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing image patch counting and missing RMS norm epsilon are separate multimodal/model config problems." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 transpose/dtype issue are unrelated." - }, - { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Qwen3-VL weight loading mismatch and Qwen3-VL-Moe from_pretrained failure are different loading paths." + "reason": "save_pretrained shard sizing and Qwen3.5 MoE from_pretrained error are unrelated." } ] }, @@ -16796,7 +16759,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:38617", "issue:42757", @@ -16807,13 +16770,13 @@ "issue:43097", "issue:43208", "issue:43452", - "issue:43502", "issue:43531", + "issue:43577", "issue:43673", "issue:43873", "issue:43874", + "issue:43931", "issue:43986", - "issue:43992", "issue:44038", "issue:44062", "issue:44117", @@ -16821,6 +16784,7 @@ "issue:44263", "issue:44315", "issue:44351", + "issue:44360", "issue:44410", "issue:44484", "issue:44485", @@ -16847,14 +16811,19 @@ "issue:46981" ], "soft_pairs": [ + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43986|issue:45341", "issue:45003|issue:45341", "issue:42886|issue:46981", "issue:44261|issue:44485", "issue:45753|issue:46369", - "issue:43531|issue:45341", "issue:44117|issue:44987", + "issue:43531|issue:45341", "issue:43097|issue:45588", "issue:43673|issue:46123", "issue:43874|issue:44263", @@ -16872,220 +16841,243 @@ "issue:38617|issue:44351", "issue:42890|issue:46298", "issue:43097|issue:43873", - "issue:43012|issue:46821", "issue:44062|issue:44117", - "issue:44117|issue:46701", + "issue:43012|issue:46821", "issue:46172|issue:46710", - "issue:43502|issue:43992" + "issue:44117|issue:46701" ], - "prepared_review_unit_hash": "c121dcb069db898cf4db2256c3d0bb7fb574f394a4e9a13a5283faba04c6e712", + "prepared_review_unit_hash": "2db6f0ca8c5e4f2d0feaed7830c60e412e7c71491e03fd39caf5117f46896c61", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35930, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37730, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: import/export breakages, model-specific architecture bugs, generation/cache issues, offline/loading behavior, and test/utilities noise. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates. If forced to pick a representative issue, the loading/network-related one is the closest fit, but the set is not a coherent duplicate cluster.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43502 is the closest thing to a shared theme because it concerns loading-time network behavior, but even that only loosely matches a small subset of the list; the cluster is not cohesive enough to have a strong canonical issue.", + "summary": "The set is highly heterogeneous: most candidates are unrelated import, model-specific, trainer, or processor bugs. I found no soft edge that clearly represents the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43097 is the broadest release/API regression report in the set and has some cross-references, making it the least niche issue to use as a cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "43502 is the most broadly representative concrete bug among these issues, but only in a loose thematic sense; it is not a good global duplicate anchor for the whole cluster.", + "best_issue_reason": "issue:43873 is the most active and best-documented standalone issue here, with substantial discussion and inbound references, so it is the strongest single issue report in the list.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype-related behavior, but one is a PyTorch warning during compilation and the other is a Blip2 loading mismatch; different code paths and failure modes." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model families and different bugs: a missing image-processor method vs. a normalization precision/config issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both are GLM/DeepSeek-adjacent, but the reported problems are unrelated tensor-splitting vs. dtype/transpose handling." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer math bug and a DeepSeek-V4 tensor transform bug are not the same underlying issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL related, but one is a weight-shape loading error and the other is a Qwen3-VL-MoE-specific regression; not the same bug." + }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Both are compatibility/loading failures, but one is about a removed config export and the other about gguf/AutoTokenizer loading; different code paths and failures." + "reason": "A removed API warning and a gguf/tokenizer loading failure are separate issues with different failure points." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to a testing_utils bug." + "reason": "Video AutoProcessor crash without torchvision and a testing-utils bug are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils issue are different bugs in different files." + "reason": "sys.modules access in modeling_utils and a testing helper bug do not share the same code path." }, { "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 429 retries via HF_ENDPOINT; not the same underlying bug." + "reason": "Both touch hub/offline/network behavior, but one is offline cache loading and the other is repeated 429 retries via HF_ENDPOINT; different underlying failures." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "A missing rms_norm_eps precision issue is unrelated to a GLM-5 RoPE implementation discussion." + "reason": "A q_a_layernorm epsilon mismatch and a RoPE implementation issue are distinct model bugs." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite loop on a specific image and a memory overflow in SAM3-litetext are different model-specific failures." + "reason": "An infinite-loop multimodal decoding bug and a memory overflow in sam3-litetext are different symptoms and likely different fixes." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not share the same code path or symptom." + "reason": "A tokenizer-mapping None assumption and a specific model load failure are too different to be one bug." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "A tokenizer mapping None assumption bug and a specific model loading failure are both loader-adjacent, but not the same defect." + "reason": "A Qwen3-MoE sliding-window issue and a testing utility bug are unrelated." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Tie-embeddings removal and a flash_attention s_aux=None crash are unrelated." + "reason": "API removal around tie_embeddings is not the same as a flash-attention crash on sink-less models." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both touch generation/pipeline behavior, but one is cache handling during chunked_prefill and the other is MaskGenerationPipeline batch bookkeeping." + "reason": "Generation cache missing in chunked prefill and final-batch masking logic are separate pipeline bugs." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both are GLM-related, but one is a missing image-patch method and the other is torch.split return handling; different bugs." + "reason": "Missing image-patch counting and a torch.split return-value issue affect different components." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek, but one is a native-vs-remote implementation divergence and the other is a specific tensor dtype/transpose bug." + "reason": "Different DeepSeek versions and different failure mechanisms; not the same underlying defect." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "A missing projection in qwen3next and a config field silently dropped by strict parsing are different problems." + "reason": "Missing projections in a Qwen3-next layer and a missing config field in Qwen3_5MoeVisionConfig are different issues." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision for video processor loading is unrelated to mistral_common ReasoningEffort import failure." + "reason": "Both are import/loading errors, but one is about missing torchvision for video processing and the other is a mistral_common import breakage for Gemma 4." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but they reference different missing symbols from different dependencies; not the same issue." + "reason": "Two distinct ImportErrors for different missing symbols/modules; they are not the same bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Tie-embeddings removal and sinq save/load quantization breakage are distinct behaviors." + "reason": "A removed public API and a quantized-model save/load corruption bug are unrelated." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family model issues, but the reported failures are different and not one concrete bug." + "reason": "Qwen3-VL-MoE loading and Qwen3-next projection initialization are different model-specific problems." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application with model_init are separate training integration bugs." + "reason": "Trainer/FSDP optimizer-state corruption and Liger Kernel application in model_init are separate training-path issues." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and a Florence2 training-loss shift bug are unrelated." + "reason": "xLSTM training blockers and a Florence2 training-loss shift bug are not the same underlying defect." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to the max_shard_size question." + "reason": "AutoProcessor video-model crash without torchvision and a max_shard_size question are unrelated." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is num_frames semantics; not the same bug." + "reason": "Both are SmolVLM video-processor bugs, but one is padding computation and the other is num_frames semantics; different fixes." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and an empty-list apply_chat_template IndexError are unrelated." + "reason": "A noisy logging message and an empty-list chat-template IndexError are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-name errors, but for different exports and different failure modes." + "reason": "Both are import errors, but they reference different missing exports and different failure contexts." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Missing set_seed in a test and a noisy logging message are unrelated." + "reason": "A flaky integration test and a logging issue do not share the same bug." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Tie-embeddings removal and offloading with quantization are different features with different failures." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "A bfloat16 precision warning and a TimesFM window_size AttributeError are unrelated." + "reason": "The first is an API-removal regression; the second is a quantization/offloading behavior bug. Different code paths and fixes." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading bugs." + "reason": "Token construction with duplicate 'special' kwargs and a tokenizer-mapping lookup assumption are separate tokenizer-loading bugs." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure are not the same code path." + "reason": "A bfloat16 compilation warning and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "A DeepSeek-V4 tensor operation bug and an accuracy regression in DeepSeek-R1-Distill-Llama are different issues." + "reason": "DeepSeek-V4 tensor handling and an accuracy regression in a different model family are not the same issue." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "Unwanted API requests with local_files_only and a missing embed_tokens.weight in UMT5Encoder are unrelated loading bugs." + "reason": "Tokenizer mapping None handling and a diffusion-gemma pipeline failure are unrelated." } ] }, @@ -17107,13 +17099,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:36683", - "issue:38617", "issue:42175", "issue:42490", "issue:42757", + "issue:42890", "issue:42907", "issue:43012", "issue:43064", @@ -17155,11 +17147,13 @@ "issue:46178", "issue:46298", "issue:46365", - "issue:46421" + "issue:46421", + "issue:47059" ], "soft_pairs": [ - "issue:44936|issue:46365", + "issue:43502|issue:43992", "issue:44704|issue:45103", + "issue:44936|issue:46365", "issue:44380|issue:46421", "issue:44938|issue:46178", "issue:43986|issue:44016", @@ -17171,14 +17165,15 @@ "issue:43012|issue:44368", "issue:43208|issue:43550", "issue:43992|issue:44484", - "issue:43352|issue:43976", "issue:43352|issue:44380", + "issue:43352|issue:43976", "issue:43066|issue:43906", "issue:43097|issue:46298", "issue:45584|issue:46365", "issue:44162|issue:46172", "issue:44380|issue:46132", "issue:44077|issue:46365", + "issue:42890|issue:47059", "issue:44222|issue:45478", "issue:36683|issue:43582", "issue:44380|issue:45479", @@ -17187,223 +17182,228 @@ "issue:43064|issue:44380", "issue:42490|issue:43012", "issue:44483|issue:44514", - "issue:43618|issue:44380", - "issue:38617|issue:43502" + "issue:43618|issue:44380" ], - "prepared_review_unit_hash": "437a8bc75ac7b69161dce6d25f8cf1be33b27527221cbdece17f371d62ab5350", + "prepared_review_unit_hash": "82efe4b7e3be50cd4e1ba34c429b96972063f8a4b9bc5105ed5c0bf1e3a76820", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36245, - "estimated_input_tokens": 9062, - "estimated_eval_tokens": 18380 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similar pairs mostly share only broad themes like imports, saving/loading, attention, or warnings, but they do not describe the same concrete bug or fix. I would not merge any of the soft pairs.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44704 is the cleanest representative: a concrete, self-contained API regression in AutoProcessor/from_pretrained with a specific failing code path. The rest of the cluster is a mix of unrelated import, model, backend, and warning issues.", + "summary": "This set is highly heterogeneous: the soft pairs share at most broad subsystem keywords, not the same underlying bug or change. I rejected all soft edges; no pull requests were present.", + "confidence": 0.89, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue 43502 is the cleanest representative because it is a concrete, reproducible user-facing regression with clear behavior and active discussion. That said, the cluster does not look like a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44704 is the best standalone issue to anchor triage because it has a precise symptom and an actionable reproduction path, unlike several broader or environment-dependent reports here.", + "best_issue_reason": "Issue 43502 is the best standalone triage target: specific failure mode, actionable scope, and easier to diagnose than the more generic or umbrella reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Different failures: one is a train/eval lifecycle bug, the other is an import conflict with datasets." + "reason": "Different failures: unintended API requests with local_files_only vs a missing embedding weight in UMT5Encoder.from_pretrained." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Unrelated surfaces: cached_file kwargs forwarding vs docstring parsing under future annotations." + "reason": "One is kwargs propagation in AutoProcessor.from_pretrained; the other is a docstring parser crash with future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() after train() is unrelated to failing to import Trainer because of a datasets package conflict." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Both touch performance/runtime behavior, but one is GPT-2 attention scaling and the other is cache lazy-init recompilation; different bugs." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is a model-behavior bug; chunked prefill cache lazy init causing recompilation is a separate performance issue." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to a tensorflow_text backend mapping error." + "reason": "Python 3.14 import/load failure is unrelated to the tensorflow_text backend mapping error." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Video AutoProcessor/torchvision crash is unrelated to a notebook syntax error." + "reason": "AutoProcessor/video-model import crash is unrelated to a notebook syntax error." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Save/dequantization failure for Minstrals/Devstrals is unrelated to a Qwen image infinite-loop bug." + "reason": "Saving dequantized models is a serialization bug; infinite loop on a specific image is an inference/content bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; different code paths." + "reason": "Both mention saving, but one is about dequantized model checkpoints and the other about Pipeline.save_pretrained; different code paths." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision-warning on compile is not the same as a Bamba SDPA torch.compile crash." + "reason": "PyTorch warning about bf16 precision is not the same as a torch.compile + SDPA model failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is leftover dummy classes leaking into dir(); right is noisy logging. No shared underlying bug." + "reason": "Left is a repo hygiene / dummy class issue; right is an unspecified noisy logging message." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task-support messaging and saving pipeline objects are unrelated issues." + "reason": "Pipeline task support messaging in v5 is unrelated to pipeline object serialization failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "One is a PyTorch bfloat16 compile warning; the other is a tie_word_embeddings warning from Qwen LoRA fine-tuning." + "reason": "Different warnings with different triggers: bf16 compile precision vs tie_word_embeddings config noise in LoRA fine-tuning." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are different models and failure modes." + "reason": "xLSTM training blockers are model-specific and unrelated to Bamba SDPA compile failure." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weights on load is unrelated to max_shard_size default behavior." + "reason": "Missing embed_tokens.weight has nothing to do with max_shard_size defaults in save_pretrained()." }, { "left": "issue:43352", - "right": "issue:43976", + "right": "issue:44380", "accept": false, - "reason": "Nemotron FlashAttention support and Python version compatibility are different problems." + "reason": "Flash Attention 2 unsupported for NemotronH is a backend support issue, not GPT2 attention scaling being ignored." }, { "left": "issue:43352", - "right": "issue:44380", + "right": "issue:43976", "accept": false, - "reason": "Both mention attention backends, but one is unsupported FlashAttention for a model and the other is GPT-2 scaling logic being ignored." + "reason": "Model/backend support for FA2 is unrelated to Python version compatibility in Transformers 5.1.0." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "The reproduction issue is too vague to equate with the tokenizer decoder-type regression; no clear same code path." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and noisy logging are not the same bug." + "reason": "Removed tie_embeddings_and_encoder_decoder is a v5 API break; noisy logging is unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer with datasets installed." + "reason": "Whisper empty-transcription failure is unrelated to importing Trainer and datasets interactions." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek tensor transpose bug are unrelated model-specific issues." + "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug are separate model-specific failures." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling config ignored is different from AttentionInterface.register changing registered-function behavior." + "reason": "Ignored GPT2 attention scaling and AttentionInterface.register behavior change are distinct attention-system issues." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to the Trainer import conflict." + "reason": "patchtsmixer post_init validation is unrelated to importing Trainer." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Missing set_seed in SAM HQ integration tests is unrelated to a huggingface_hub CLI API incompatibility." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained errors are different directions and likely different root causes." + "reason": "Both mention MoE/Qwen3.5, but one is FP8 save_pretrained and the other is a from_pretrained regression; not the same fix." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size has nothing to do with Apple Silicon caching_allocator_warmup TypeError." + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend config loss and zero-loss classification behavior are unrelated." + "reason": "Attention scaling ignored is unrelated to the degenerate zero-loss classification bug." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "These are both import errors, but for different symbols and subsystems; not the same underlying bug." + "reason": "Missing is_offline_mode import from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration import are separate import errors." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend dependency packaging for torch installs is unrelated to a datasets-triggered Trainer import conflict." + "reason": "TensorFlow backend packaging and Trainer import failure with datasets are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling being ignored." + "reason": "FSDP2/PEFT optimizer state corruption is a distributed training bug, not an attention backend bug." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to a bfloat16 compile warning." + "reason": "Trailing-slash local model import warning is unrelated to bf16 compile precision warnings." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat-completions request rejection and batched Qwen2.5-VL apply_chat_template padding crash are different APIs and bugs." + "reason": "OpenAI-style chat endpoint request rejection and Qwen2_5_VL batched chat template crash are different request paths." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Missing CLIPOutput attentions assignment is not the same as GPT-2 SDPA/FlashAttention config ignoring attention scaling." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "Importing layer_type_validation and local_files_only making network requests are unrelated." + "reason": "CLIPOutput attentions assignment regression is not the same as GPT2 attention scaling being ignored." } ] }, @@ -17425,12 +17425,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:29870", "issue:36010", "issue:36296", "issue:36683", + "issue:38617", "issue:42757", "issue:42994", "issue:43010", @@ -17439,6 +17440,7 @@ "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", "issue:43526", "issue:43611", @@ -17455,7 +17457,6 @@ "issue:44077", "issue:44230", "issue:44355", - "issue:44393", "issue:44483", "issue:44485", "issue:44492", @@ -17463,7 +17464,6 @@ "issue:44655", "issue:44908", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", "issue:45278", @@ -17474,9 +17474,10 @@ "issue:46365", "issue:46851", "issue:46877", - "issue:47000" + "issue:47059" ], "soft_pairs": [ + "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43208|issue:43526", "issue:43618|issue:43761", @@ -17484,18 +17485,19 @@ "issue:45276|issue:46077", "issue:43299|issue:43867", "issue:42994|issue:44655", - "issue:44625|issue:46365", "issue:44038|issue:44230", "issue:44483|issue:45290", + "issue:44625|issue:46365", "issue:43352|issue:43937", - "issue:36683|issue:43475", "issue:44355|issue:46877", + "issue:36683|issue:43475", "issue:43611|issue:44655", - "issue:43901|issue:44655", "issue:44625|issue:46077", - "issue:36683|issue:44077", + "issue:43901|issue:44655", + "issue:44938|issue:47059", "issue:43976|issue:44938", "issue:43867|issue:45216", + "issue:36683|issue:44077", "issue:46077|issue:46082", "issue:43618|issue:45216", "issue:36683|issue:43525", @@ -17504,222 +17506,223 @@ "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:44075|issue:46365", - "issue:44908|issue:46851", "issue:43992|issue:45310", - "issue:44393|issue:47000", - "issue:44938|issue:45071" + "issue:44908|issue:46851" ], - "prepared_review_unit_hash": "b564694718181ad1f588531a223d76c963180122f21c30404f18c3014e6c7cf2", + "prepared_review_unit_hash": "e74ae57cdc7d26c6cc6f7e163cf14824c0d1fde1cf79756f0c2adbdb7ab88e73", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36543, - "estimated_input_tokens": 9136, - "estimated_eval_tokens": 18528 + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues that only overlap at a broad subsystem level. The CLIP reports are closely related, but there is not enough code-path evidence in the packet to confirm they are duplicates, so they should remain separate similar bugs.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43761 is the clearest CLIP regression report because it states a concrete broken behavior (`hidden_states=None` despite `output_hidden_states=True`) and is the more explicit, regression-framed report.", + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad subsystem or keyword overlap, not the same underlying bug/change. I would not merge any of the proposed soft edges.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('many import errors after update'), so it is the most plausible cluster anchor for duplicate triage, though the overall set is still not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the best anchor for the cluster because it is the most specific and regression-focused CLIP issue, making it the most informative representative among the related reports.", + "best_issue_reason": "issue:45278 is the most representative/high-level issue among the items and the most likely to attract related reports, but only as a loose umbrella, not as a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different bugs: missing import from configuration_utils vs network/API requests despite local_files_only." + }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Same broad topic of RoPE, but different models and different failure modes; not the same bug." + "reason": "Both mention RoPE, but one is a Smollm3 layer-drop bug and the other is a GLM-5 RoPE implementation discussion; not the same fix." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Completely different domains: xLSTM training bugs vs BeitImageProcessorFast label reduction." + "reason": "Unrelated: xLSTM training issues vs BEiT image processor label reduction." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP output-regression reports, but the packet only shows titles and no shared code-path evidence; that is not enough to confirm a duplicate." + "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; distinct code paths and fixes." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for unrelated symbols from different packages (`GenerationMixin` vs `is_offline_mode`)." + "reason": "Both are import errors, but they concern different symbols from different modules and would need separate fixes." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both touch Gemma4, but one is token-embedding resizing and the other is attention-mask construction." + "reason": "Same model family, but resize_token_embeddings behavior and bidirectional attention-mask construction are separate bugs." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but the concrete causes and model families differ." + "reason": "Different loading failures: Qwen3VL-Moe-specific regression vs generic state_dict ordering issue." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline serialization." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "Different issues entirely: Qwen3.5 config propagation vs importing Trainer depending on `datasets`." + "reason": "Both involve saving, but quantized model saving and Pipeline.save_pretrained are different behaviors and likely different fixes." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same family name, but one is a Qwen3-VL-Moe loading bug and the other is fp8 inference support." + "reason": "Same Qwen3-VL-Moe area, but loading regression vs fp8 inference support; not one concrete bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both touch chat APIs, but one is request acceptance for `/v1/chat/completions` and the other is `apply_chat_template` crashing on tool-call messages." + "reason": "One is /v1/chat/completions request validation, the other is chat template tokenization crashing on tool-call messages." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Unrelated failures: Flash Attention support for Nemotron vs GLM-5 generation config validation." + "reason": "Different issues: num_labels propagation vs Trainer import being blocked by datasets." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Different attribute errors in different model families (`Gemma3Config` vs `Sam3VisionEncoderOutput`)." + "reason": "Unrelated: Flash Attention support check for Nemotron vs GLM-5 GenerationConfig validation." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Different runtime behaviors: compiled Python file errors vs auto-docstring printing diagnostics at import time." + "reason": "Different import-time/runtime problems: compiled Python file errors vs docstring lint output at import time." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in different model families (Gemma3 vs SAM 3 Video)." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Different regressions: `base_model_prefix` loading vs pipeline `save_pretrained` serialization." + "reason": "Model-loading regression from base_model_prefix handling vs pipeline serialization failure; not the same code path." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "No real overlap beyond being Gemma/Qwen-adjacent config issues; different symptoms and fixes." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs/behavior mismatch for TextClassificationPipeline is unrelated to pipeline object saving." + "reason": "Docs mismatch vs actual Pipeline.save_pretrained failure; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Different breakages: Python 3.14 loading issue vs CLI incompatibility with huggingface_hub 1.22.0." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both concern Python-version compatibility, but they are distinct breakages." + "reason": "Both are version-compatibility complaints, but for different Python versions and failure modes." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are loading/saving related, but the specific failure modes differ (state_dict ordering vs incorrect saved checkpoint content)." + "reason": "Generic load error with sorted state_dict vs Qwen3.5 checkpoint-save corruption/regression." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated: missing config attribute vs optimizer arguments being ignored." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Different model/config bugs: Gemma4 attention masking vs LlamaConfig head-dim validation." + "reason": "Both are Gemma4 config/model issues, but bidirectional attention masking and head_dim validation are distinct." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output-field regression is unrelated to Qwen3.5 checkpoint saving." + "reason": "Different regressions: CLIP attentions field assignment vs Qwen3.5 checkpoint save correctness." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing-config-field issues in different models (`vocab_size` vs `pad_token_id`)." + "reason": "Different missing attributes in different configs/models; not the same bug." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different configuration propagation bugs in different model families." + "reason": "Different model/config propagation problems with different affected fields and models." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generation mask bug and tensor-parallel training bug are unrelated." + "reason": "BART generate() decoder_attention_mask UnboundLocalError is unrelated to tensor-parallel training." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Wrong optimizer state on FSDP/PEFT ranks is unrelated to a cache-strategy typo." + "reason": "Distributed optimizer-state bug vs a typo in cache strategies; no common underlying fix." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache `update()` no-grad decoration and broad import errors after version upgrade are not the same bug." + "reason": "Cache update no_grad semantics and broad import errors after upgrade are unrelated." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling is unrelated to Trainer import resolution." + "reason": "Optimizer-SGD argument handling vs Trainer import failure due to datasets; different problems." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to variable-length Qwen3.5 position-id handling." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder is unrelated to Qwen3.5 MoE from-pretrained errors." - }, - { - "left": "issue:44393", - "right": "issue:47000", - "accept": false, - "reason": "Different object-detection failures: Qwen3-VL 2D bbox output issues vs RTDetrLoss infeasible cost matrix." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are different regressions." + "reason": "Scheduler kwargs being ignored and variable-length position_ids behavior are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is grounded, but the one accepted soft-edge pair overstates the evidence. `issue:43618` and `issue:43761` are clearly related CLIP forward-output regressions, yet the packet only gives titles and no shared code-path evidence; that is not enough to conservatively call them the same bug. The safer reading is that they are similar issues in the same area, not confirmed duplicates. The other negative verdicts look conservative." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -17735,11 +17738,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:28282", "issue:29870", - "issue:30333", "issue:33453", "issue:36296", "issue:36683", @@ -17767,6 +17769,7 @@ "issue:44355", "issue:44360", "issue:44387", + "issue:44393", "issue:44485", "issue:44556", "issue:44734", @@ -17776,20 +17779,21 @@ "issue:45357", "issue:45375", "issue:45440", + "issue:45478", "issue:45561", - "issue:45600", "issue:45850", - "issue:46002", "issue:46132", "issue:46202", "issue:46285", "issue:46617", - "issue:46664" + "issue:46664", + "issue:47000" ], "soft_pairs": [ "issue:29870|issue:33453", - "issue:44355|issue:44855", + "issue:44393|issue:47000", "issue:43867|issue:46202", + "issue:44355|issue:44855", "issue:36683|issue:43064", "issue:43867|issue:45375", "issue:42890|issue:45561", @@ -17799,229 +17803,236 @@ "issue:43618|issue:44077", "issue:43010|issue:43976", "issue:43867|issue:45357", - "issue:43992|issue:46002", + "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:42890|issue:45600", "issue:43502|issue:44062", "issue:42898|issue:46664", "issue:44734|issue:46617", "issue:43723|issue:44556", "issue:44222|issue:45125", - "issue:43824|issue:46617", "issue:43502|issue:44485", + "issue:43824|issue:46617", "issue:43010|issue:43065", "issue:43874|issue:46617", "issue:43576|issue:46132", - "issue:44387|issue:44556", - "issue:30333|issue:33453" + "issue:44387|issue:44556" ], - "prepared_review_unit_hash": "6353a38e9f115930323a201a6c7fd76b4652f02d8e22a29901d704fdc149ee0e", + "prepared_review_unit_hash": "055c2455465620d5fd8a4bd95842d1bd5418100bfbfa07cfbc0596a9b2eb7d53", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36781, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "soft_pair_count": 30, + "serialized_chars": 36446, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested pairings look like false positives: they span unrelated model-loading, tokenizer, training, test-flake, serving, and compatibility issues. No single canonical issue or PR stands out from this cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue; the cluster is heterogeneous and the soft pairs do not describe the same underlying bug.", + "summary": "This is a loose bundle of mostly unrelated Transformers bug reports, with a few recurring themes around v5 loading regressions, model/config mismatches, and import-time issues. I only see one soft duplicate-like pair that looks close enough to accept.", + "confidence": 0.63, + "canonical_issue_reason": "`issue:33453` is the broadest, cleanest umbrella title in the set for the loading-regression subgroup, so it works best as the cluster label.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue; the items are too unrelated for one issue to represent the cluster well.", + "best_issue_reason": "`issue:43723` is the most concrete user-facing bug report in the loading-regression area, with a clear API and failure mode, so it is the best representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate() decoder mask bug is unrelated to tokenizer loading regression." + "reason": "Different failures: BART generate() decoder mask bug vs tokenizer loading regression." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:44393", + "right": "issue:47000", "accept": false, - "reason": "Compiled-file import errors and a Python 3.13 JIT parsing failure are different causes." + "reason": "Both are vision/detection bugs, but they target different models and code paths." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Sorted state_dict loading and Gemma pipeline roundtrip on \u2581 are separate bugs." + "reason": "Unrelated: state_dict sorting load error vs Gemma pipeline roundtrip tokenization issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both concern import/compiled Python errors, but the root causes and affected code are different." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Missing vocab_size in a config is unrelated to FSDP2/PEFT optimizer-state corruption." + "reason": "Gemma3Config missing vocab_size is separate from the FSDP/PEFT optimizer-state bug." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Loading with a sorted state_dict and missing Qwen vision config fields are different issues." + "reason": "Different model-specific loading/config bugs with no shared underlying code path." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Seed-related flaky tests and an xdist file race are distinct test failures." + "reason": "Test flakiness, but one is missing set_seed and the other is an xdist race on a file." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Decorating cache updates with no_grad is unrelated to broad v5 breakage reports." + "reason": "`no_grad` on cache updates is unrelated to the broad claim that v5 breaks too many models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bugs and tp-related OOM during model load are not the same bug." + "reason": "Tensor-parallel training bug vs tensor-parallel loading OOM are different concrete problems." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Import * cleanup/perf work is different from intermittent import slowdown symptoms." + "accept": true, + "reason": "Both point to the same import-time slowdown problem; the first names the likely cause, and the second reports the same symptom." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Missing CLIP attentions and patchtsmixer post_init restrictions affect different code paths." + "reason": "Different model/API regressions: CLIP attentions assignment vs patchtsmixer post_init validation." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update autograd handling is unrelated to Python version compatibility." + "reason": "Cache update autograd behavior is unrelated to the Python-version compatibility bug." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Model loading from a sorted state_dict is not the same as saving wrong visual keys." + "reason": "Different save/load issues in different model families." }, { "left": "issue:43992", - "right": "issue:46002", + "right": "issue:45478", "accept": false, - "reason": "Missing embed_tokens.weight and NaNs after checkout/init are different failure modes." + "reason": "Both are from_pretrained failures, but they involve different models and distinct missing-weights paths." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch import and tokenizer loading regression are unrelated." + "reason": "PyTorch missing import error is unrelated to tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions missing and CLIPTextModel structure inconsistency are related only broadly, not the same bug." + "reason": "Both are CLIP-related, but they describe different structural regressions." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding flakiness is unrelated to Phi-4 multimodal load failures." + "reason": "Different model/test issues: SAM HQ seed flakiness vs Phi-4 multimodal loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed setup issues and stale device-override CI failures are different test problems." - }, - { - "left": "issue:42890", - "right": "issue:45600", - "accept": false, - "reason": "Seed-related flakiness does not match removed auto_mappings references breaking CI." + "reason": "Both are CI/test bugs, but they are not the same failing test or root cause." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Ignoring local_files_only and AddedToken keyword collisions are unrelated bugs." + "reason": "local_files_only network leakage and AddedToken special-argument duplication are unrelated." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior and video num_frames semantics are different API changes." + "reason": "Tokenization cleanup behavior and video frame semantics are separate regressions." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash in serve and remote-code cache FileNotFoundError are separate paths." + "reason": "KV-cache continuation crash is unrelated to trust_remote_code cache FileNotFoundError." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload compatibility across versions are not the same concrete bug." + "reason": "Both are loading regressions, but tokenizer loading and checkpoint reload-after-upgrade are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior is distinct from missing tensor-parallel plan support." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network access despite local_files_only has nothing to do with RoPE implementation." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing Qwen2_5_VL import and cache loading FileNotFoundError are unrelated." + "reason": "ImportError for a missing model class and cache FileNotFoundError are different failure modes." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing GLM46V image-processor method and trust_remote_code cache lookup failure are different issues." + "reason": "Missing image-processor method causing token-count failure is unrelated to cache file lookup." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken transformers env CLI and AttentionInterface behavior change are unrelated." + "reason": "Broken env command and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 CUDA memory growth and checkpoint reload compatibility are different problem types." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLflow reporting on failed training and tokenizer loading regression do not share a bug." + "reason": "Int4 OOM regression is a different problem from checkpoint reload compatibility." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The single accepted pair (issue:41669 vs issue:44246) is reasonably supported by the shared import-time slowdown theme, and the remaining rejections do not overclaim similarity. The summary also matches the mostly loose, mixed-topic cluster reflected in the issue titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18036,7 +18047,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:29870", "issue:30333", @@ -18070,7 +18081,6 @@ "issue:44492", "issue:44556", "issue:44749", - "issue:44938", "issue:44961", "issue:45071", "issue:45125", @@ -18084,12 +18094,14 @@ "issue:46209", "issue:46617", "issue:46664", - "issue:46726" + "issue:46726", + "issue:47059" ], "soft_pairs": [ + "issue:30333|issue:33453", "issue:45125|issue:45478", - "issue:44355|issue:44749", "issue:42548|issue:44351", + "issue:44355|issue:44749", "issue:30990|issue:31795", "issue:45125|issue:45375", "issue:43502|issue:44222", @@ -18102,8 +18114,9 @@ "issue:43299|issue:44556", "issue:33453|issue:34689", "issue:44355|issue:45071", - "issue:43576|issue:45071", "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", "issue:44315|issue:44360", "issue:31795|issue:38617", "issue:43576|issue:43824", @@ -18112,248 +18125,253 @@ "issue:44351|issue:46617", "issue:36296|issue:43901", "issue:43352|issue:44961", - "issue:43576|issue:44938", "issue:43475|issue:46617", "issue:46143|issue:46144", "issue:41628|issue:42548", "issue:44222|issue:44230", "issue:44315|issue:46209", "issue:43673|issue:44492", - "issue:45362|issue:45850", - "issue:44485|issue:46664" + "issue:44485|issue:46664", + "issue:45362|issue:45850" ], - "prepared_review_unit_hash": "5f172f191a8bfec646c3d433c9f54e45417c9520ac9e31181a0b4cc7cabf72c0", + "prepared_review_unit_hash": "466b8dca5f6102b42b274e51b22e2b1cdf62321cf643d84eaf50472eb4415bd2", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 36643, - "estimated_input_tokens": 9161, - "estimated_eval_tokens": 18578 + "soft_pair_count": 35, + "serialized_chars": 37003, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions, import errors, docs issues, and model-specific bugs. The soft pairs mostly share broad themes only; none look like the same concrete fixable code-path problem, so I would not merge any of them.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43576 is the most representative concrete regression here: a user-facing v5 breakage in core CLI functionality with some discussion and inbound references, making it a better anchor than the many narrow model- or docs-specific reports.", + "summary": "No soft-edge pair looks like a true duplicate; most are either unrelated, only broadly in the same subsystem, or different symptoms of the same model family. No PRs are present.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue stands out across these mostly unrelated reports; if forced to pick one, issue 45478 is the clearest concrete regression report because it names the exact model, version, and failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best single issue to represent the cluster because it is actionable, clearly reproducible, and broader than the highly model-specific or documentation-only reports.", + "best_issue_reason": "Issue 45478 is the most representative actionable bug report: specific, reproducible, and tied to a clear version/model regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a from_pretrained loading failure; different symptoms and likely different fixes." + "reason": "Different problems: MLflow reporting for failed jobs vs tokenizer-loading regression." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Completely different problems: compiled Python file errors versus a slowdown in data filtering after upgrade." + "reason": "Same model family, but one is tensor-parallel plan support and the other is a from_pretrained loading failure." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different symbols and do not point to the same underlying regression." + "reason": "Both are import errors, but for different exported symbols and likely different breakages." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated: compiled-file execution errors vs a data-filtering slowdown after upgrade." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "One is a loading hang for Sentence Transformers, the other is a documentation issue about forward arguments." + "reason": "One is a runtime hang while loading Sentence Transformers; the other is documentation confusion." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Same model family, but one is missing _tp_plan and the other is a missing config field being dropped; not the same bug." + "reason": "Same Qwen3.5 MoE area, but the bugs are different: tensor parallelism vs a missing config field." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Offline-download/API request behavior and FP8 save_pretrained are unrelated code paths." + "reason": "Different code paths: offline/local-files-only network behavior vs FP8 save_pretrained behavior." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No meaningful overlap; cache/network behavior versus an unrelated issue titled 'racoon'." + "reason": "No overlap in failure mode or subsystem." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache no_grad decoration and generation after sync_gpus are different generation-path concerns, not one concrete duplicate." + "reason": "Both touch generation/caching, but one is about no_grad decoration and the other about sync_gpus update flow." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Documentation leftovers about pipeline removal are unrelated to the other issue." + "reason": "Documentation issue vs an unrelated issue title; no shared bug." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Both touch vision/video processing, but one is frame-count semantics and the other is backend-missing processor handling; different bugs." + "reason": "Both involve vision processors, but one is about num_frames semantics and the other about missing vision backend handling." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting after training failure is unrelated to tensor-parallel training behavior." + "reason": "Completely different: MLflow status reporting vs tensor-parallel training." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Runtime generation UnboundLocalError is unrelated to documentation confusion about model.forward inputs." + "reason": "Generation crash in BART vs documentation wording for model.forward inputs." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are v5 upgrade regressions, but they affect different models and have different failure modes." + "reason": "Both mention v5 upgrade regressions, but the affected paths are different model-loading scenarios." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific Llama 3.2 Vision model loading breakage." + "reason": "Different loading regressions affecting different model classes and symptoms." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors and PretrainedConfig type-checking failures are unrelated." + "reason": "Unrelated: compiled Python file execution errors vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different failures: huggingface_hub import regression vs broken transformers env CLI." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage is unrelated to a type-checking regression in PretrainedConfig." + "reason": "CLI breakage vs configuration type-checking; not the same underlying bug." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:43576", + "right": "issue:47059", "accept": false, - "reason": "A missing huggingface_hub import and a broken transformers env command are different issues." + "reason": "Both involve CLI/runtime issues, but they fail in different commands and for different reasons." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init has nothing to do with the DSA indexer/ReLU discussion." + "reason": "Liger kernel application bug vs a discussion about the DSA indexer." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation for model.forward is unrelated to an import error for layer_type_validation." + "reason": "Docs ambiguity vs an ImportError for a missing utility symbol." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "One is a broken CLI command, the other is a missing model class import; not the same code path." + "reason": "Unrelated CLI breakage vs a missing Qwen2.5-VL export." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No apparent relation between the two issues." + "reason": "No shared bug or code path." }, { "left": "issue:44485", - "right": "issue:44961", + "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion and the unrelated 'racoon' issue are not duplicates." + "reason": "Different model-specific issues: GLM-5 RoPE implementation vs SmolVLM frame semantics." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Top-level import failure for HybridCache and trust_remote_code cache FileNotFoundError are different load-path problems." + "reason": "Both are loading/import failures, but one is an export/import issue and the other is a cache FileNotFoundError." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug versus pipeline documentation wording are unrelated." + "reason": "Tensor-parallel training bug vs pipeline docs mismatch." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support limitation is unrelated to the other issue." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Broken env command and Python 3.14 import/load failure are different regressions." + "reason": "Nemotron Flash Attention support vs an unrelated issue title." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 vision attribute error and cache loading FileNotFoundError are unrelated." + "reason": "SAM3 vision encoder attribute error vs trust_remote_code cache loading failure." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both are RoFormer-related, but one is about kwargs propagation and the other about the attention interface; they are not the same concrete fix." + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention-interface usage; not the same concrete fix." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing exports/imports from transformers; no evidence they share the same underlying bug." + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support are different problems and could not be merged into one PR cleanly." + "reason": "Same FP8/MoE theme, but saving pretrained and inference support are different bugs." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application and FP8 inference on B200 are unrelated." + "reason": "Different issues: model_init kernel application vs FP8 inference on B200." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in v5.0.0 and a typo in cache strategies are not the same bug." + "reason": "Generation cache bug vs a typo in cache strategy docs/code." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "A specific Qwen3.5-35B crash and a vague 'many models break' complaint are not the same underlying issue." + "reason": "Different model areas and failure modes." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + "reason": "Specific Qwen3.5 chat crash vs a broad complaint that many models break." } ] }, @@ -18375,7 +18393,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:31795", "issue:33453", @@ -18414,7 +18432,6 @@ "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", "issue:45468", "issue:45542", @@ -18424,7 +18441,8 @@ "issue:46218", "issue:46328", "issue:46655", - "issue:46664" + "issue:46664", + "issue:47059" ], "soft_pairs": [ "issue:44273|issue:45542", @@ -18433,16 +18451,17 @@ "issue:44360|issue:46664", "issue:44038|issue:45125", "issue:41669|issue:43673", - "issue:44393|issue:45071", "issue:44393|issue:45753", + "issue:44393|issue:45071", "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:43572|issue:45850", "issue:44556|issue:45092", "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:44230|issue:46095", "issue:42371|issue:44492", "issue:45278|issue:45850", - "issue:44230|issue:46095", "issue:43408|issue:44315", "issue:41669|issue:46218", "issue:44246|issue:44273", @@ -18457,7 +18476,6 @@ "issue:44704|issue:44908", "issue:41669|issue:44351", "issue:41669|issue:45341", - "issue:43976|issue:45850", "issue:43976|issue:46218", "issue:44077|issue:44861", "issue:31795|issue:33453", @@ -18465,115 +18483,126 @@ "issue:44315|issue:44829", "issue:43519|issue:46655", "issue:44360|issue:45468", - "issue:44273|issue:44908", - "issue:45230|issue:45310" + "issue:44273|issue:44908" ], - "prepared_review_unit_hash": "0223f65ad6f77360489a39aa30dab7e8c44b8e7edfb7f616ff8f2ffa57413e53", + "prepared_review_unit_hash": "02ad9c307797eb64ab218c0e21f58d3204041321d1702644d0e36eb840aad69c", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39105, - "estimated_input_tokens": 9777, - "estimated_eval_tokens": 19810 + "soft_pair_count": 39, + "serialized_chars": 38847, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous. The only plausible duplicate subcluster is around lazy loading/import behavior; the rest are model-specific regressions, version-upgrade breakages, or unrelated bugs. No PRs are present.", - "confidence": 0.61, - "canonical_issue_reason": "issue:44273 is the clearest root bug report in the only cohesive subcluster (lazy loading / import behavior) and is the best representative of that theme.", + "summary": "This cluster is dominated by v5-era import/loading regressions and a smaller set of unrelated model-specific bugs. No pair looks strong enough to merge with the evidence given, so I would keep the issue set split and treat 44273 as the closest umbrella representative for the import/lazy-loading subgroup.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44273 is the most central and reusable representative here: it is broad, open, and directly about lazy loading not working, which aligns with several nearby import/loading symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the best overall representative because it states the underlying lazy-loading failure directly, while the nearby items are more like symptoms or adjacent import-performance complaints.", + "best_issue_reason": "issue:44273 is the best issue to anchor the cluster because it is the clearest core-loading regression and is concrete enough to be useful without being as vague as the generic v5 breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Different bug surfaces: lazy loading/import behavior vs TensorFlow backend installation/error handling." + "reason": "Both touch import/lazy-loading behavior, but one is a tf-backend installation error and the other is a general lazy-loading regression; not the same bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "A specific save_pretrained missing-files bug is not the same as an unspecified generic bug report." + "reason": "One is a specific processor.save_pretrained missing-files bug; the other is an unspecific placeholder report. No shared concrete code-path." }, { "left": "issue:44273", "right": "issue:45003", - "accept": true, - "reason": "Both point to the same lazy-loading/import path; unsafe sys.modules access is a concrete root-cause candidate for the lazy-loading failure." + "accept": false, + "reason": "Both mention loading/import internals, but one is a lazy-loading failure and the other is unsafe sys.modules access; related area, not same defect." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "Unrelated model bugs: DSA indexer behavior vs SmolVLM video num_frames semantics." + "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM video num_frames semantics." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen models, but one is a general inference bug and the other is tensor-parallelism metadata; not the same concrete issue." + "reason": "Both are Qwen/MoE related, but one is a general bug and the other is missing tensor-parallel metadata; too different to merge." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/performance and chunked_prefill cache handling are different problems." + "reason": "Import-star cleanup/perf regression is unrelated to GenerationMixin cache missing during chunked prefill." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Different code paths: Qwen3-VL output correctness vs PretrainedConfig type checking after v5." + "reason": "Same model family, but different symptoms and likely different code paths: 2D bbox output vs infinite loop on a specific image." }, { "left": "issue:44393", - "right": "issue:45753", + "right": "issue:45071", "accept": false, - "reason": "Same family, but different symptoms and likely different code paths: bbox output errors vs infinite-loop generation." + "reason": "Qwen3-VL bbox output bug is unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "CLI env command breakage is unrelated to checkpoint reload compatibility." + "reason": "CLI env command breakage and checkpoint reload incompatibility are different regressions." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_id on one config is not the same as a broad complaint that v5 breaks many models." + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same thing as the broad 'v5 breaks too many models' complaint." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Different config attribute bug vs broad version-regression complaint." + "reason": "StableLm pad_token_idx regression is specific; the other issue is a broad meta complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 loading issues, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." + "reason": "Both concern v5 checkpoint loading, but one is broad upgrade compatibility and the other is a remote-code/meta-init InternVL2 case; not enough to treat as duplicate." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is unrelated to broad model breakage in v5." + "reason": "A typo in cache-strategy wording is not the same underlying bug as broad model breakage after v5." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "A generic v5 complaint and a specific CLI completion attribute error are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to asking for a weight-conversion script." }, { "left": "issue:42371", @@ -18585,167 +18614,140 @@ "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both complain about v5 breakage, but one is import errors after upgrade and the other is a broad frustration report; not the same bug." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "FP8 inference support for Qwen models and a DeepSeek weight-conversion question are unrelated." + "reason": "Many import errors after upgrade are broader and more specific than the generic 'v5 breaks too many models' complaint; no same root cause shown." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning for sam3_tracker and Liger Kernel application in model_init are unrelated." + "reason": "Model-type warning and Liger Kernel application in model_init are different problems." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star cleanup/import cost and a missing module import error are not the same concrete bug." + "reason": "Import-star cleanup/performance is not the same as missing module export for Qwen3_5ForCausalLM." }, { "left": "issue:44246", "right": "issue:44273", - "accept": true, - "reason": "Both describe the same lazy-loading/import problem surface; one frames it as broken lazy loading, the other as import slowness." + "accept": false, + "reason": "Both involve imports, but one is an intermittent slow-import report and the other is a lazy-loading correctness issue; too weak to merge." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seed flakiness and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command breakage is unrelated to scheduler kwargs handling." + "reason": "CLI env command regression is unrelated to scheduler keyword propagation." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash-Attention support error for Nemotron and Qwen3-VL bbox hallucination are unrelated." + "reason": "Flash Attention 2 support on Nemotron and Qwen3-VL bbox hallucinations are different model/code paths." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python-version incompatibility is unrelated to Qwen3-VL output errors." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs handling and config type checking are separate issues." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is not the same as a generic bug report." + "reason": "Buffer access error for position_ids is unrelated to a placeholder bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is a specific bug, not the same as a generic bug report." - }, - { - "left": "issue:44492", - "right": "issue:46328", - "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor padding inefficiency are unrelated." + "reason": "Tokenizer_class mismatch on save is unrelated to the generic placeholder issue." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Processor kwargs forwarding and scheduler kwargs handling are different subsystems and bugs." + "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are different subsystems." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance is not the same as the HybridCache import failure." + "reason": "Import-star cleanup/performance is not the same bug as HybridCache import failure." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-path cleanup and a testing_utils bug are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:45850", - "accept": false, - "reason": "Python-version support and broad v5 breakage are not the same underlying issue." + "reason": "Import performance regression and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version compatibility and a missing Qwen3_5 module import are unrelated." + "reason": "Python version support and a missing Qwen3_5 module export are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init validation and tied-weights key handling are different bugs." + "reason": "Optional post_init policy for patchtsmixer and tied-weights list handling are different defects." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are unrelated." + "reason": "Documentation confusion about forward args and tokenizer loading regression are not the same issue." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "The env CLI breakage is unrelated to lazy-loading/import behavior." + "reason": "CLI env command breakage is unrelated to lazy loading not working properly." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application in model_init and flash_attention_3 training degradation are unrelated." + "reason": "Liger Kernel application in model_init and flash_attention_3 degenerate training are separate concerns." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Timestamp calculation in Qwen3VL and padding calculation in SmolVLM video processing are different bugs." + "reason": "Incorrect timestamp math in Qwen3VL processor is unrelated to SmolVLM video padding calculation." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA/ReLU discussion is unrelated to Gemma4 audio positional encoding." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading/import behavior is unrelated to scheduler kwargs." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same concrete issue." + "reason": "Lazy-loading regression and inverse_sqrt scheduler kwargs are different code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most items are clearly heterogeneous, and the lazy-loading/import cluster is the only plausible thematic grouping. The soft-edge calls are generally conservative, and there are no PR pair mergeability issues to flag." - }, - "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 }, @@ -18760,7 +18762,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:28348", "issue:29870", @@ -18779,16 +18781,13 @@ "issue:43352", "issue:43502", "issue:43519", - "issue:43525", "issue:43572", "issue:43576", - "issue:43606", "issue:43618", - "issue:43668", "issue:43704", "issue:43717", - "issue:44031", "issue:44230", + "issue:44261", "issue:44263", "issue:44351", "issue:44485", @@ -18799,6 +18798,7 @@ "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18809,9 +18809,11 @@ "issue:46144", "issue:46172", "issue:46218", - "issue:46894" + "issue:46894", + "issue:47059" ], "soft_pairs": [ + "issue:45230|issue:45310", "issue:43519|issue:44485", "issue:45468|issue:46894", "issue:43576|issue:46218", @@ -18819,30 +18821,30 @@ "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", - "issue:43704|issue:44485", "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:43606|issue:45468", + "issue:44261|issue:45468", "issue:43298|issue:46095", "issue:43519|issue:43704", - "issue:44351|issue:46218", "issue:43352|issue:46218", + "issue:44351|issue:46218", "issue:42913|issue:43066", + "issue:44861|issue:47059", "issue:28348|issue:45250", "issue:44908|issue:44998", "issue:44492|issue:44998", - "issue:43618|issue:44998", "issue:44998|issue:45850", + "issue:43618|issue:44998", "issue:44938|issue:44998", "issue:44861|issue:45290", "issue:31515|issue:38617", "issue:43572|issue:44861", - "issue:43525|issue:44861", "issue:44230|issue:44623", "issue:28348|issue:43352", "issue:29870|issue:31515", @@ -18852,283 +18854,288 @@ "issue:44230|issue:45310", "issue:43298|issue:44230", "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031" + "issue:42936|issue:46018" ], - "prepared_review_unit_hash": "2ad055a8576d4439e8ab7dc1478e3700d15c96ffcc31d5fee56b1b1f22362827", + "prepared_review_unit_hash": "7b1b880f263447b308e1989deecbda93c192ffe6d933c2d6ad01fd57e9488652", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 42, - "serialized_chars": 39425, - "estimated_input_tokens": 9857, - "estimated_eval_tokens": 19970 + "serialized_chars": 38856, + "estimated_input_tokens": 9714, + "estimated_eval_tokens": 19684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated model, tokenizer, config, and tooling issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "summary": "The set is highly heterogeneous; none of the soft pairs look like the same underlying bug or change. Most are unrelated model-specific regressions, API/import issues, or broad v5 complaints rather than true duplicates.", "confidence": 0.92, - "canonical_issue_reason": "issue:29870 is the clearest standalone bug report here: it has a specific runtime exception, an affected generation path, and a concrete failure signature.", + "canonical_issue_reason": "issue:43576 is the best cluster anchor: it is a concrete v5 regression with a specific broken command, and it is broader/more representative than the other isolated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29870 is the strongest issue to keep as a representative example because it is precise, reproducible, and actionable.", + "best_issue_reason": "issue:45290 is the strongest standalone issue because it has a precise crash trigger, a clear failure mode, and enough detail to be actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs. a specific Qwen3.5 MoE from_pretrained regression; no shared code path." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different failures in different model stacks: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Both involve audio-related modeling, but one is Gemma-4 positional encoding while the other is a CohereASR training-loss shift bug." + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift are unrelated failures." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Unrelated problems: a broken CLI command vs an import failure for a specific model class." + "reason": "Broken `transformers env` CLI behavior is unrelated to a Qwen3_5ForCausalLM import error." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both touch save/pretrained-related code paths, but one is missing pipeline save artifacts and the other is a tied-weights AttributeError." + "reason": "Saving Pipeline objects and tied-weight-key handling are different serialization problems." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in Qwen3VL is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Timestamp math in Qwen3VL has nothing to do with inverse_sqrt scheduler kwargs." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and a VRAM leak in Qwen3 are different changes and different bugs." + "reason": "Import-star cleanup and a Qwen3 VRAM leak are unrelated changes/issues." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args is not the same as a model-loading regression for Llama 3.2 Vision." + "reason": "Forward API docs confusion is unrelated to Llama 3.2 model-loading breakage." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "Different models and failure modes: VRAM leak in Qwen3 vs RoPE implementation discussion in GLM-5." + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are distinct model-specific bugs." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are separate model-specific issues." + "reason": "A dataloader-thread VRAM leak is not the same as a RoPE implementation bug." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared expert gating in DeepSeek-V4 is not the same code-path as the comb.to(dtype).transpose(...) bug." + "reason": "DeepSeek-V4 shared-expert gating and `comb.to(...).transpose(...)` are different concrete defects." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage is unrelated to Qwen3VL timestamp handling." + "reason": "`local_files_only=True` network leakage is unrelated to Qwen3VL timestamp calculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and a dataloader-thread VRAM leak are unrelated." + "reason": "TF32 settings migration and VRAM leakage are unrelated issues." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad 'v5 breaks many models' complaint is not the same as a specific Qwen3.5 import error." + "reason": "A broad v5-breakage complaint is not the same as a specific Qwen3_5 import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor save_pretrained file omissions do not match Qwen3VL timestamp computation." + "reason": "Timestamp calculation and missing files in processor.save_pretrained are unrelated bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "GlmMoeDsaIndexer split behavior and Gemma-4 audio encoding are unrelated." }, { - "left": "issue:43606", + "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch for bark-small is a different bug than Gemma-4 audio positional encoding." + "reason": "MLA layernorm epsilon precision and Gemma-4 audio positional encoding are different failures." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different feature requests." + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are not the same change." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp math and Qwen3 VRAM leak are separate issues." + "reason": "Qwen3VL timestamp math and Qwen3 VRAM leakage are unrelated." }, { - "left": "issue:44351", + "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure is unrelated to the Qwen3.5 model import problem." + "reason": "Flash Attention support for Nemotron and Qwen3_5 import failure are different problems." }, { - "left": "issue:43352", + "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for NemotronH is unrelated to a Qwen3.5 import error." + "reason": "Two import errors, but for different symbols and different underlying breakages." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer behavior in v5, but one is a broad regression report and the other is a specific decoder-type bug." + "reason": "Both mention tokenizer v5, but one is a broad behavior change and the other is a decoder-type bug; not enough evidence of the same defect." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key crashes and CLI completion failures are unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2LMHeadModel FA2 support request is not the same as a general Flash Attention 2.0 feature issue." + "reason": "GPT2-specific Flash Attention 2.0 support and a generic Flash Attention 2.0 request are not the same concrete change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling has no relation to the unrelated 'Unemployment' issue." + "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is unrelated to the unrelated 'Unemployment' issue." + "reason": "Cache-strategy typo and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder issue and a broad v5-breakage complaint are unrelated." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." + "reason": "CLIPOutput attentions assignment and an unrelated placeholder issue are unrelated." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the unrelated 'Unemployment' issue." + "reason": "Python 3.14 load failure and an unrelated placeholder issue are unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights key handling is unrelated to chat template crashes with tool-call assistant messages." + "reason": "Tied-weight-key crash and chat-template tool-call crash are different bugs." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." + "reason": "Checkpoint loading slowness and a missing import are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key crashes." - }, - { - "left": "issue:43525", - "right": "issue:44861", - "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to tied-weight key handling." + "reason": "StableLmConfig pad_token_idx regression and tied-weight-key crash are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL support is unrelated to missing files on processor.save_pretrained." + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE and missing processor files are unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Flash Attention 2.0 support for GPT2 is a different model-specific request than NemotronH FA2 support." + "reason": "Both mention Flash Attention 2.0, but they target different models and different concrete changes." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "A generation-time UnboundLocalError is unrelated to slow checkpoint loading." + "reason": "BART generate() mask bug and from_pretrained loading slowness are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on job failure is unrelated to from_pretrained performance." + "reason": "MLflow reporting on job failure and checkpoint loading slowness are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow model loading and tensor-parallel training bugs are different issues." + "reason": "Loading slowness and tensor-parallel training failure are different issues." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and forward-argument documentation are unrelated." + "reason": "Checkpoint loading performance and forward-doc confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 is not the same as a from_pretrained error in Qwen3.5 MoE." + "reason": "FP8 inference support request and Qwen3.5 MoE from_pretrained error are different topics." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 inference support are different feature requests." + "reason": "Continuous batching for audio models and Qwen3-VL/Qwen3.5 MoE fp8 support are unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated implementation issues." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated bugs." } ] }, @@ -19150,7 +19157,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-507", + "cluster_id": "cluster-10000-508", "nodes": [ "issue:37934", "issue:42936", @@ -19161,6 +19168,7 @@ "issue:46144" ], "soft_pairs": [ + "issue:43668|issue:44031", "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", @@ -19171,88 +19179,94 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "7047f85058c4671dac987589d17162c1f349ff7241b721d113b8432aec998220", + "prepared_review_unit_hash": "14331d5ef3c03775552a75677e6499d239fd8182a84ba7a83ef044a18bb2b641", "component_budget": { - "node_count": 507, - "item_count": 507, - "soft_pair_count": 1861, - "serialized_chars": 966132, - "estimated_input_tokens": 241533, - "estimated_eval_tokens": 483322 + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 }, "budget": { "node_count": 7, "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 6640, - "estimated_input_tokens": 1660, - "estimated_eval_tokens": 3576 + "soft_pair_count": 10, + "serialized_chars": 6943, + "estimated_input_tokens": 1736, + "estimated_eval_tokens": 3728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are a mixed bag of unrelated bugs: model normalization, tokenizer warnings, config typing, quantization typos, loss kwargs plumbing, and RoFormer attention implementation. I don\u2019t see any true duplicate pair in the provided soft edges.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43240 is the strongest anchor because it has the most inbound references and relatively high discussion activity, making it the most central/impactful item in an otherwise heterogeneous set.", + "summary": "The items are mostly unrelated, narrowly scoped issues across different models/subsystems (normalization, loss kwargs, tokenizer regex warnings, config typing, a typo, and RoFormer attention). No soft pair looks like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43240 is the broadest and most impactful runtime bug in the set, with the most inbound references and discussion; if one issue must serve as an anchor, it is the most representative.", "canonical_pr_reason": null, - "best_issue_reason": "#43240 is the best representative issue only in the sense of cluster prominence; it is not a semantic duplicate of the others, but it is the most widely referenced and discussed item here.", + "best_issue_reason": "Issue 43240 is the best global issue candidate for this cluster because it describes a concrete behavioral defect with wider applicability than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig is a static API typing issue; the tokenizer regex warning is a runtime warning regression affecting all tokenizers. Different code paths and fix types." + }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Different bugs: Mask2former ignore_value handling vs. kwargs not reaching a loss function. Same general area (model loss behavior) but not the same underlying issue." + "reason": "Mask2Former ignore_value not being used is a model-loss plumbing bug; 43240 is about kwargs not being forwarded to a loss function. Related in theme only, not the same defect." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention not using the attention interface." + "reason": "43240 concerns loss kwargs propagation, while 46144 is about RoFormer attention not using the attention interface. Different model components and failure modes." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value usage and tokenizer regex warning are different subsystems and different failure modes." + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated subsystems with no shared code path." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "No shared code path: Mask2former loss masking vs. RoFormer attention implementation structure." + "reason": "A segmentation-loss parameter bug and a RoFormer attention-interface bug are distinct model-specific issues." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value handling in a model and a typo in a quantization attribute are unrelated." + "reason": "Mask2Former loss behavior and a typo in a quantization attribute name are unrelated bugs." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERTConfig norm_eps type hint and orig_conversion.quantization_operation typo are separate configuration/typo issues." + "reason": "ModernBERTConfig norm_eps type annotation and the orig_conversion.quantization_operation typo affect different modules and are not the same issue." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to a loss function is unrelated to an incorrect type hint on a config field." + "reason": "Forwarding kwargs to a loss function is a runtime behavior bug; an incorrect type hint is only an API annotation issue." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMS norm question for Llama4TextL2Norm is a model-architecture question, not a ModernBERT config typing bug." + "reason": "Llama4TextL2Norm possibly being RMSNorm is an implementation-semantic question; ModernBERTConfig norm_eps type hint is a typing error. Different models and concerns." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value behavior and ModernBERT norm_eps type hint are not the same bug." + "reason": "Mask2Former ignore_value handling and a ModernBERT config type hint are unrelated." } ] }, @@ -19285,52 +19299,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "b5048bad701cd286ff7b5aa29998a1f2d3c39f90d745a4c9ab1952233cbce1d2", + "prepared_review_unit_hash": "70f6b4d91bb0f866a77b80a6463f8c5d2c6d6a7d7d4ddc5639ceb0fad7fbe673", "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": 2876, + "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": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three are distinct feature requests in different areas: truncation behavior, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word time offsets. No duplicate/near-duplicate issue cluster is supported here.", - "confidence": 0.97, - "canonical_issue_reason": "issue:10519 is the most concrete and clearly scoped request, with a specific behavioral change and clear expected API extension.", + "summary": "The cluster does not appear to be a duplicate set: one issue is about tokenizer truncation behavior, one about ReduceLROnPlateau-like scheduling, and one about Wav2Vec2 word timestamp offsets. The soft similarities are only superficial.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these are unrelated feature requests/issues across different subsystems, not the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10519 is the best representative issue because it is the most specific and actionable of the three; the others are broader or target unrelated functionality.", + "best_issue_reason": "No single issue is a good cluster representative because the three issues are about different problems and do not form a coherent duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: token truncation strategy vs Wav2Vec2 word boundary offsets; no shared underlying bug or change." + "reason": "Different topics: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated features: truncation from the beginning vs learning-rate scheduler behavior; not the same code-path problem." + "reason": "Unrelated requests: truncation behavior vs learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Completely different topics: scheduler functionality vs audio model timing offsets; no plausible mergeable common fix." + "reason": "Different code paths and use cases: LR plateau scheduling vs audio token time offsets." } ] }, @@ -19362,12 +19376,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "c0efdf31623ba8040d8ec6633ecfdbcdf220fe786f44b4fac1e9b8cd3a63c3d3", + "prepared_review_unit_hash": "dbcb2bb076edceafbb078791ab1ae5f656c27d13faf00dc3e7e1f10b8d3e8d89", "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 }, @@ -19375,7 +19389,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19384,24 +19398,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three mostly unrelated issues. The only apparent overlap is between the two model-loading reports, but they describe different failure modes: private-model auth/error messaging vs. inability to load bert-base-uncased. The TAPAS tokenization issue is separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:16618 is the broadest and most central of the remaining reports, so it is the best representative if one issue must anchor the cluster.", + "summary": "These three issues do not form a duplicate set. One is about Tapas tokenization mismatch, and the other two are about model loading/downloading, but their titles suggest different failure modes rather than the same underlying bug. No soft pair should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 16618 is the broadest and most central of the set because it describes the generic model-loading failure, while the others are either a different subsystem (Tapas tokenization) or a narrower auth/download messaging problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the closest thing to a general model-loading problem in this set; 15980 is specifically about unauthenticated access to a private model, and 13244 is unrelated.", + "best_issue_reason": "Issue 16618 is the best representative of the cluster only because it is the most general model-loading report; however, it should not be treated as a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different domains entirely: TAPAS tokenization vs. model loading for bert-base-uncased." + "reason": "Different subsystems and symptoms: Tapas tokenization mismatch vs. inability to load bert-base-uncased. No indication of the same code-path bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention loading models, but one is a private-model login/auth error and the other is a generic failure to load bert-base-uncased; not the same bug." + "reason": "Both mention model download/loading, but one is specifically about a bad auth-related error message for private models and the other is a generic load failure for bert-base-uncased. Not enough evidence of the same underlying bug." } ] }, @@ -19431,7 +19445,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "ba33120879587042a942e1593a34c85a68a1e5e636b6569bbeed452e90363f89", + "prepared_review_unit_hash": "eda4e6b137615471ecdf43833e3175cd8aab5e01c80e692b12f5ece9446d525a", "component_budget": { "node_count": 2, "item_count": 2, @@ -19453,18 +19467,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature-request issues in the same general area of model support, but they target different integrations: Flash Attention 2 vs GGUF. They should not be deduplicated.", + "summary": "These are two separate community contribution requests in different areas: Flash Attention 2 architecture support vs GGUF architecture support. They are not the same underlying bug/change, so the soft duplicate edge should be rejected.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single canonical issue fits both items because they request different features; if a representative is needed, #26350 is the older and more discussion-heavy issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested capabilities and code paths. Flash Attention 2 support for more architectures is not the same underlying change as GGUF support for more architectures." + "reason": "Different feature requests for different model/runtime support paths; they do not describe the same underlying change and should not be merged as duplicates." } ] }, @@ -19529,12 +19543,12 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "4b92817b073b675ba8d862b446c70fc01c30438e47eea009adf417d89e17fe01", + "prepared_review_unit_hash": "e437553b1a6c5a76c722bdf8a0bd22f6200eed27899f528a8f8042cd722e4586", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15983, + "serialized_chars": 15984, "estimated_input_tokens": 3996, "estimated_eval_tokens": 8248 }, @@ -19542,7 +19556,7 @@ "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15983, + "serialized_chars": 15984, "estimated_input_tokens": 3996, "estimated_eval_tokens": 8248 }, @@ -19551,192 +19565,192 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly template-driven false positives: the i18n translation-request issues are separate by language/request, not duplicates. The only clear duplicate-looking pair is the two identical Thai-title issues 46222 and 46226.", - "confidence": 0.84, - "canonical_issue_reason": "issue:46222 is the best representative because it is the earlier and more-referenced copy of the only clear duplicate pair (46222/46226).", + "summary": "This cluster is mostly a set of translation-request issues in different languages, not one single duplicate bug. The only clear duplicates are the exact same placeholder/template titles, plus one exact Thai-title pair; the rest are just thematically similar.", + "confidence": 0.72, + "canonical_issue_reason": "43834 is the best anchor for the exact-match placeholder translation-request subgroup: it uses the generic template title and is the earliest of the identical-title issues. The cluster overall is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46222 is the strongest cluster representative for the same reason: it anchors the one true duplicate pair, while the other issues are separate requests.", + "best_issue_reason": "43834 is the most representative issue in the cluster because it is the generic template form of the translation request and matches the exact-title duplicate subgroup best.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different issue instances; this is Turkish-specific, while 44370 is just a generic template-like translation request." + "reason": "Different language-specific translation request vs generic template issue; shared wording is not enough." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different issue instances; Turkish translation request vs another generic/template translation issue." + "reason": "Different language-specific translation request vs generic template issue; not the same underlying request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different issue instances; Turkish translation request vs template-placeholder translation issue." + "reason": "Turkish request and generic placeholder template are not the same issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages (Turkish vs Romanian), so these are separate translation requests." + "reason": "Different language requests (Turkish vs Romanian); same theme, not a duplicate." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different languages (Turkish vs Spanish), so these are separate translation requests." + "reason": "Turkish vs Spanish translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request vs generic/template translation issue; not the same underlying issue." + "reason": "Spanish-specific request and generic placeholder template are not the same underlying issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish-specific request vs generic/template translation issue; not the same underlying issue." + "reason": "Spanish request vs generic template; similarity is only topical." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different languages (Spanish vs Romanian), so these are separate translation requests." + "reason": "Spanish vs Romanian translation requests are separate issue reports." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish-specific request vs generic/template translation issue; not the same underlying issue." + "reason": "Spanish request vs generic placeholder template; not a duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific request vs generic/template translation issue; not enough to call them duplicates." + "reason": "Romanian request and generic template issue are not the same underlying task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request vs generic/template translation issue; not enough to call them duplicates." + "reason": "Romanian request vs generic template; shared translation context only." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request vs generic/template translation issue; not enough to call them duplicates." + "reason": "Romanian-specific request is distinct from the placeholder template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different topics: Romanian translation request vs unrelated Thai-language post." + "reason": "Romanian translation request and the Thai-titled issue do not match as duplicates." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different topics: Romanian translation request vs unrelated Thai-language post." + "reason": "Romanian request vs Thai-titled issue; not the same underlying issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "The titles are template-like, but there is no concrete evidence they are the same request; body text likely differs." + "accept": true, + "reason": "Exact same placeholder title and very similar body; likely the same duplicate template issue." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "The titles are template-like, but there is no concrete evidence they are the same request; body text likely differs." + "accept": true, + "reason": "Exact same placeholder title/body pattern; these look like duplicates of the same issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + "reason": "Different title and language context; similarity appears to come from shared template text only." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + "reason": "Different issue title and language context; not the same underlying request." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + "reason": "Distinct title and apparent subject; no clear same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Very similar template text, but no evidence of the same concrete request; treat as separate issues." + "accept": true, + "reason": "Exact same placeholder title/body style; likely a duplicate of the same template issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + "reason": "Same broad translation theme, but different titles and likely different requests." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + "reason": "Different title/language context; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + "reason": "Not the same title or request; similarity is too weak for dedupe." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + "reason": "Generic placeholder issue vs Thai-titled issue; no clear shared underlying change." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + "reason": "Different title/language context; not a true duplicate." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + "reason": "Distinct subject and title; similarity is only thematic." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same Thai title/body shape and one-day separation; this looks like a duplicate post of the same issue." + "reason": "Exact same Thai title, so this looks like a direct duplicate pair." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles and likely different content; not the same underlying issue." + "reason": "Thai titles differ and the issue subjects do not clearly match." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles and likely different content; not the same underlying issue." + "reason": "Different titles and likely different requests; not enough evidence to merge." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative. The canonical choice of 46222 is supported by identical titles, identical body length, earlier timestamp, and inbound references, and the false negatives on the template-like i18n issues stay within the evidence available. Minor caveat: calling 46931 'unrelated' is a bit stronger than the packet alone proves, but not enough to invalidate the review." + "feedback": "The summary is conservative and grounded in the packet: the exact-title placeholder subgroup (43834/44365/44370) and the exact Thai-title pair (46222/46226) are the only clearly supported duplicate sets, while the language-specific translation requests are kept separate. The canonical issue choice is also justified by the creation dates. I don\u2019t see any overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -19829,304 +19843,322 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "00ff0259f5b5b9d85298b0dfe96b3590c10b85749e529d2e5de5dcb56c26e72f", + "prepared_review_unit_hash": "11ae3dbf5c71a4b11b5a85fe9251bc7f0d5b07b6c7b3d2f0d2f3129cd0058392", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28618, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28615, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28618, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28615, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose semantic cluster of model-addition requests across many unrelated architectures and modalities; there are no true duplicate pairs here.", + "summary": "This cluster is mostly a set of distinct model-add/support requests that share similar wording, not true duplicates. The only clearly related items are same-template, same-subsystem proposals, but each targets a different model or feature.", "confidence": 0.95, - "canonical_issue_reason": "issue:43837 is the closest semantic hub in this loose cluster, but it is still only a representative model-request issue, not a true duplicate canonical.", + "canonical_issue_reason": "No canonical issue: the items request different models or features and only overlap in request phrasing.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43837 is the most central and concrete request among the near-matches, so it is the best representative issue for the cluster even though the items are mostly distinct.", + "best_issue_reason": "No global best issue: there is no single underlying bug/change here, just many separate model-request issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher: similar naming, but different models and likely different implementations." + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher are different models." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated code paths." + "reason": "Keypoint matcher request vs MiniCPM3 model request are unrelated." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config addition vs DEIMv2 model request; distinct models." + "reason": "EuroBert config request and DEIMv2 request are different model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support; different model families and tasks." + "reason": "EuroBert vs Qwen3-TTS are different model families and tasks." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR model; unrelated architectures." + "reason": "EuroBert config and RF-DETR model support are distinct requests." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config vs XiaoMi MiMo; distinct model requests." + "reason": "EuroBert and XiaoMi MiMo are different model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR vs DEIMv2; both vision-related but not the same underlying change." + "reason": "RF-DETR and DEIMv2 are separate vision model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR object detection vs LFM2.5 Audio; different domains." + "reason": "RF-DETR and LFM2.5 Audio are different models/tasks." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model addition vs sparse-transformer request; unrelated changes." + "reason": "RF-DETR vs weight-sparse transformer/circuitgpt are unrelated model requests." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR; different models and tasks." + "reason": "RF-DETR and Qwen3-ASR are different model/task requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3-TTS; unrelated model families." + "reason": "RF-DETR and Qwen3-TTS are different model/task requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition vs Qwen3-ASR support; different model requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer; not the same code-path change." + "reason": "NeoBERT vs weight-sparse transformer/circuitgpt are different changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; unrelated model requests." + "reason": "NeoBERT and LFM2.5 Audio target different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR vs NeoBERT; different models and subsystems." + "reason": "RF-DETR and NeoBERT are unrelated model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT models; similar BERT wording only, but distinct models." + "reason": "NeoBERT and ModernVBERT are different model requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture vs Qwen3-ASR support; unrelated requests." + "reason": "MiniCPM3 and Qwen3-ASR are different model/task requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs sparse transformer request; different model families." + "reason": "MiniCPM3 vs weight-sparse transformer/circuitgpt are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT models; different architecture additions." + "reason": "MiniCPM3 and ModernVBERT are different model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS support; unrelated model areas." + "reason": "MiniCPM3 and Voxtral TTS are different model/task requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS; distinct model requests." + "reason": "DEIMv2 and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models vs Qwen3-ASR; different model families." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models vs Qwen3-TTS; unrelated changes." + "reason": "ModernVBERT and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models vs XiaoMi MiMo; distinct model requests." + "reason": "ModernVBERT and XiaoMi MiMo are unrelated requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE vs Voxtral TTS; broad transformer overlap only, not the same change." + "reason": "BERT-like models with RoPE vs Voxtral TTS are different requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs BERT-like models with RoPE; related theme but not duplicate." + "reason": "ModernVBERT models and BERT-like models with RoPE overlap conceptually but are not the same concrete change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE vs XiaoMi MiMo; different requests." + "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE vs a person-name issue; unrelated." + "reason": "BERT-like models with RoPE and a person-name issue are not the same thing." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo vs SAM3-LiteText; different model families." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo vs Qwen3-TTS; unrelated model requests." + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo vs DeepSeek-OCR2; different models." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo vs a personal-name issue; clearly unrelated." + "reason": "XiaoMi MiMo and a person-name issue are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR; same model line but different capabilities and separate changes." + "reason": "Qwen3-TTS and Qwen3-ASR are related by brand but are different concrete capabilities." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; both audio-related but different models and likely different implementations." + "reason": "Qwen3-TTS and Voxtral TTS are different model requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated model requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS vs sparse transformer; different code paths." + "reason": "Qwen3-TTS and weight-sparse transformer/circuitgpt are different changes." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-oriented, but different models and requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support vs EUPE request; different model additions." + "reason": "Qwen3-ASR and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR vs weight-sparse transformer; unrelated." + "reason": "Qwen3-ASR and weight-sparse transformer/circuitgpt are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and Granite SWA+sink option are different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer/circuitgpt and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS; same general domain, but not the same underlying change." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS; unrelated model requests." + "reason": "NeoBERT and Voxtral-4B-TTS target different model families." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs DeepSeek-OCR2; different models and tasks." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE vs TIPSv2; both vision-language related, but distinct model requests and code paths." + "reason": "EUPE and TIPSv2 are different model additions." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models vs a personal-name issue; unrelated." + "reason": "ModernVBERT models and a person-name issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support vs a personal-name issue; unrelated." + "reason": "Voxtral TTS and a person-name issue are unrelated." } ] }, @@ -20156,12 +20188,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "66d8b5494ad2607fea8f8ec93c0d3000a612f4a832da6b76333565d5df3c3f31", + "prepared_review_unit_hash": "dfea68ab9e1ba7f3b6a51db15bf57b97a68c77e687e88215148758e9fdf04387", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20169,7 +20201,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20178,18 +20210,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request about adding Pruna, the other is a Vision RoPE refactor. The soft similarity is too weak to imply the same underlying problem.", - "confidence": 0.95, - "canonical_issue_reason": "If a single issue must represent the cluster, #46443 is the better pick because it is the more concrete technical work item; #38740 is a separate documentation request.", + "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the more suitable issue to keep as the cluster representative only because it is a specific engineering refactor, whereas #38740 is unrelated documentation content.", + "best_issue_reason": "issue:46443 is the more substantive technical item and better represents actual code-change work; issue:38740 is a documentation/tracking request and not a duplicate of the refactor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and problem domains: documentation for an optimization framework vs a Vision RoPE refactor. No evidence they describe the same underlying bug or change." + "reason": "Different topics and different change types: docs/framework addition vs Vision RoPE refactor. No evidence they target the same underlying issue." } ] }, @@ -20219,7 +20251,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "5e8143d398fea5dcb4341f64b1b44bf7e06b60706f9b8bfcf0b435e1878fd52c", + "prepared_review_unit_hash": "58e107959c802699affd57f72a2ec537e169f6c4d1b0db68ad753d2d1a684a65", "component_budget": { "node_count": 2, "item_count": 2, @@ -20241,18 +20273,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated in subject and likely should not be clustered as duplicates: one is about block decoding, the other about DeepSeek v3.2 support.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the titles and implied scopes are different enough that neither issue can stand in for the other.", + "summary": "These two issues are not duplicates: one is a request for set block decoding, the other is a feature request for DeepSeek v3.2 support. They describe different user goals and do not indicate the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43037 is the more specific, user-facing feature request and is a better representative issue for the cluster, though it is not actually the same problem as #41084.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43037 is the more specific, user-facing request and is easier to act on as a standalone feature/support item, but it is not a duplicate of #41084.", + "best_issue_reason": "Issue #43037 is the clearest standalone issue because it names a concrete model-support request; #41084 is a separate decoding topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: these describe different problems in different parts of the product; there is no evidence they refer to the same underlying bug or change." + "reason": "Different subjects and no shared code path: block decoding vs. DeepSeek v3.2 model support. The overlap is only superficial similarity, not the same underlying bug/change." } ] }, @@ -20282,7 +20314,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "df1993bbc4421a6412371e05b0e31363546eda16d9e15ebc5931bc2d1f86a284", + "prepared_review_unit_hash": "7feda89dd194c33642a39e8acfc3aa0974340ac9bfee23d554a2df741a6aba35", "component_budget": { "node_count": 2, "item_count": 2, @@ -20304,18 +20336,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature requests: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. They should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are related only at a very high level: both propose memory/performance-oriented \"Tiled\" model changes, but they target different components and different user-facing requests. They do not look like the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41306 is the more concrete and specific request: it names the exact feature flag behavior in `from_pretrained()` and references a particular fused loss path, making it a better representative of the cluster than the broader TiledMLP proposal.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, so it is the better representative issue for this cluster; 41826 is a separate TiledMLP feature request.", + "best_issue_reason": "Issue 41306 is the best standalone issue because it is narrowly scoped, actionable, and tied to a specific API/behavior change rather than a general architectural idea.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different model components and different requested changes: FLCE flag handling in `from_pretrained()` versus adding TiledMLP. They do not describe the same underlying bug or change." + "reason": "Both mention tiled or memory-efficient model components, but one is about a fused logits/loss flag in `from_pretrained()` and the other is about integrating TiledMLP. Different subsystems and different fixes, so they are not duplicates." } ] }, @@ -20345,7 +20377,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "1c08089d6b8be823f7b75d255987a7e78fb5bdc73d73f83330de2fb435a01a01", + "prepared_review_unit_hash": "454322395d72c2f026d227296057fca560745af4cc7f52f991d7b208f7bd9adc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20367,18 +20399,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are thematically related around Trainer customizability, but they describe different problems: one asks to make `remove_unused_column` more customizable, while the other asks to handle FLOPS estimation for custom trainers. They are not the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "issue #43598 is the more concrete Trainer customizability request and better represents the shared theme of extending Trainer behavior.", + "summary": "These are two distinct Trainer-related feature requests: one about preserving custom column handling in `remove_unused_column`, the other about FLOPS estimation for custom trainers. They share a broad area but not the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43598 is the more concrete and actionable Trainer customization request, centered on a specific code path (`remove_unused_column`).", "canonical_pr_reason": null, - "best_issue_reason": "issue #43598 is the clearest representative of the cluster\u2019s general Trainer customization concern, though the two issues are distinct.", + "best_issue_reason": "Issue 43598 is the better representative issue because it targets a specific behavior in Trainer and is easier to scope and fix than the more general FLOPS-estimation request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Related to Trainer customization, but the requested changes are different: one concerns unused-column removal behavior, the other concerns FLOPS estimation for custom trainers. They would not plausibly be merged as one bug fix." + "reason": "Do not treat as duplicates: one requests customizable unused-column removal in Trainer, while the other asks to account for custom trainers in FLOPS counting. They affect different logic paths and could be fixed independently." } ] }, @@ -20408,7 +20440,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "764b06b40780431da927b90d6b638ea04ca951776d766cb4b6771c098246cbb4", + "prepared_review_unit_hash": "86d6326ccb3f1937e6aa24cb6b65270e257cc3c49862d52e8518b480f2b0a57b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20430,18 +20462,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature requests about adding Qwen-family support to auto classes, but they target different model variants and different auto-model heads, so they are not duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43684 is the broader request: it asks for registration in both AutoModel and AutoModelForConditionalGeneration, making it the better umbrella issue for this cluster.", + "summary": "These are related only at a broad level (both ask for Qwen auto-model support), but they target different model families and different AutoModel heads: Qwen3-Omni registration vs. Qwen3.5 sequence classification. They do not look like duplicate reports of the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the strongest representative because it is more general and directly about auto-class registration, while #44405 is a narrower sequence-classification request for a different Qwen config.", + "best_issue_reason": "Issue #43684 is the broader umbrella request and the more canonical representative of the general Qwen auto-registration theme, but it is not a duplicate of #44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Not the same underlying bug/change: #43684 requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and different auto-class paths." + "reason": "Different concrete requests: one adds AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other asks for AutoModelForSequenceClassification support for Qwen3.5. Same subsystem, but not the same bug/change." } ] }, @@ -20478,77 +20510,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "344116e2716dd85b63974fde710cb8d1d57e668d271bc0da17327be6a4737df7", + "prepared_review_unit_hash": "452c9585b12cabe386f5c50e5cff51b49c5614799ee227dd54ebacbfe8fed8ea", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "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": 4266, - "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": "All four issues are extremely sparse and look like generic/possibly spam submissions; the only commonality is superficial title similarity, so none can be confidently merged as the same underlying problem. 43859 is the strongest representative because it has the only discussion activity.", - "confidence": 0.62, - "canonical_issue_reason": "43859 is the best cluster representative only because it has the only discussion activity; however, the issue text is still too thin to establish a concrete bug or request.", + "summary": "Three issues titled \"huggingface\" appear to be the same report and should be clustered together; issue #43835 ('Fett') looks unrelated and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "#43845 is a clean representative for the duplicate cluster: it matches the repeated title exactly, is the earliest of the three near-identical 'huggingface' issues, and has no extra signals that would make it a worse canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "43859 is the most suitable issue to keep as the representative due to its slight extra signal (discussion activity) over the other near-empty issues.", + "best_issue_reason": "#43845 is the best global issue representative because it is one of the exact-title duplicates and is the earliest among them, making it the most stable canonical for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Shared similarity is only superficial title overlap; there is no substantive body or target evidence showing the same underlying issue." + "reason": "Different titles ('Fett' vs 'huggingface') and no content/link evidence tying them to the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only generic similarity is present, with no concrete description to confirm they refer to the same bug or change." + "reason": "Different titles and no shared concrete issue details; this does not look like the same bug report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "The items are too underspecified to prove a shared underlying problem; title similarity alone is not enough." + "reason": "No evidence that 'Fett' is related to the repeated 'huggingface' reports." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "These have identical titles, but the available content is still too minimal to verify the same underlying issue rather than repeated noise." + "accept": true, + "reason": "Same title, similar body size, and no distinguishing evidence; likely duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "There is no concrete issue detail tying them to the same bug or request beyond a generic shared title theme." + "accept": true, + "reason": "Exact same title and similar metadata strongly suggest the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "The evidence does not go beyond weak title similarity, so a duplicate merge is not justified." + "accept": true, + "reason": "Exact same title and similar metadata strongly suggest the same underlying report." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "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 and weaker similarity signals. The soft-edge verdicts are generally conservative and stay within the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20586,106 +20621,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "1a9fc9c1e3d763a18f26acde9f72884ab2886c5efa6e2169fdd7f13f6f4ab7ab", + "prepared_review_unit_hash": "c61dd3a79244f9c73b3cf425f55529ae12ab15f5010b03513a1e1c78cd65799b", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-signal spam or generic issue text. I did not find any pair that clearly describes the same concrete underlying bug or change, so I rejected all soft edges.", - "confidence": 0.23, - "canonical_issue_reason": "issue:44418 is the most issue-like and least obviously spammy title in the set, but the overall cluster is too thin to be confident.", + "summary": "This cluster looks like unrelated low-signal/spam issues rather than one duplicate bug or request. The titles span spam, documentation, checkout, and benchmark topics with no shared concrete target.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the best representative only because it resembles a real documentation request more than the other clearly spammy or promotional titles.", + "best_issue_reason": "Issue 44418 is the least spam-like and most descriptive title, but it is still not a good canonical duplicate anchor because the cluster is heterogeneous and lacks a shared underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders with no concrete bug/change description; same text alone is not enough to treat them as the same underlying issue." + "reason": "Both are generic spam placeholders; no concrete shared bug or request is described." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders, but there is no evidence of a shared code-path problem or actionable duplicate issue." + "reason": "Both are generic spam placeholders; superficial similarity only." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam, the other is a generic documentation suggestion; these do not look like the same underlying issue." + "reason": "Spam placeholder vs documentation enhancement; clearly different subjects." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a community benchmark tip; unrelated on the face of it and not a duplicate bug/change." + "reason": "Spam placeholder vs benchmark tip; no shared underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional 'Check out Google LLC' text; no shared underlying issue." + "reason": "Spam placeholder vs checkout-related title; unrelated." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion and spam placeholder are not the same concrete problem or change request." + "reason": "Documentation enhancement vs spam placeholder; not the same change/request." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion and spam placeholder do not describe the same actionable issue." + "reason": "Documentation enhancement vs spam placeholder; unrelated." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "These are identical spam-like titles, but they still do not identify a real bug/change to merge as a duplicate issue." + "reason": "Both are spam placeholders with no evidence of the same underlying issue beyond boilerplate similarity." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; no evidence they refer to the same underlying problem." + "reason": "Spam placeholder vs benchmark tip; different topics." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional message; unrelated and not a duplicate." + "reason": "Spam placeholder vs Google LLC checkout title; unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; not the same underlying issue." + "reason": "Spam placeholder vs benchmark tip; no common bug or request." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional message; no concrete shared bug/change." + "reason": "Spam placeholder vs Google LLC checkout title; unrelated." } ] }, @@ -20715,7 +20750,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "54eddd3454fe9448553d3d6b5d23b57167927b67a2aacb0460e942c472bef294", + "prepared_review_unit_hash": "b53f24d62b6eb16ad7e10dec9929a69116487cbab6244410031e2d6964a7d06b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20737,24 +20772,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is most likely a duplicate pair of the same issue report: 45145 and 45151 have identical titles and very similar metadata, and 45145 is the earlier report, so it should represent the cluster.", + "summary": "Likely duplicate issues: they have identical titles, very close body lengths, and only soft-similarity evidence. The data supports a suspected/likely duplicate relationship, but not certainty.", "confidence": 0.84, - "canonical_issue_reason": "Issue 45145 was created first and has the same title as 45151, making it the best canonical representative.", + "canonical_issue_reason": "issue:45145 is the better canonical issue because it has the same title as 45151 and already has an inbound reference, making it the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45145 is the strongest standalone issue because it is the earliest report in the duplicate pair.", + "best_issue_reason": "issue:45145 is the best representative issue for the cluster since it appears to be the more established duplicate candidate while describing the same proposal as 45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical titles plus the soft-similarity signal and close body sizes make these look like the same underlying issue report." + "reason": "Likely duplicate: identical titles and very similar body sizes strongly suggest the same underlying issue, though the available evidence is not strong enough to call it certain." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice of issue 45145 is grounded (it was opened first and has the same title as 45151), but the summary overstates the evidence by claiming the bodies are \"highly similar\" when the packet only provides body lengths and a soft-similarity signal. The 0.99 confidence is also too strong for a non-deterministic duplicate call." + "feedback": "The linkage is plausible, but the writeup is too strong for the packet. We can verify identical titles, close body lengths, and only soft-similarity evidence; we cannot confirm the bodies are \u2018highly similar\u2019 or that these are \u2018near-certain\u2019 duplicates from the provided data alone. The conservative verdict should be framed as likely/suspected duplicate rather than certain." }, "evaluator_used": true, "retried": true, @@ -20835,40 +20870,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "46e8e248ab52cf4c52da572f04555351c0f753b9ffc15644a1430c55c1701afb", + "prepared_review_unit_hash": "0f4ba0bd9238010268712511ed939319531ef2e9176b8381e18a4baf0417dd34", "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": "The two closed issues are unrelated: they are just different personal-name/date titles with no bodies, links, or shared evidence. This looks like accidental similarity rather than the same underlying report.", - "confidence": 0.98, + "summary": "The two closed issues are just bare name/date entries and do not describe a shared bug or request. They look like unrelated records, not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No clear canonical issue: both issues are empty and unrelated, so neither is a better representative of a duplicate set.", + "best_issue_reason": "Neither issue has any problem description or actionable content, so there is no meaningful canonical issue to select.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Rejected: the titles reference different people and dates, with no shared description or issue target indicating the same bug/report." + "reason": "Reject: the titles only contain different personal names and birth dates; there is no evidence they refer to the same underlying issue or even the same subject." } ] }, @@ -20898,7 +20933,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "d797e2c437189fffdf6111903dedff0bd766ebdcb360b0a69a9b5e355f8f39d7", + "prepared_review_unit_hash": "8353828ff0edc0a36ba10687e3b2a54b8b42897b86eaf479127581dc0873e1bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -20920,18 +20955,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed, empty issues with different name/date titles; they do not appear to describe the same underlying problem or change.", + "summary": "This cluster contains two closed issues with unrelated personal-name/date titles and no shared evidence beyond weak string similarity. They do not appear to describe the same bug, feature, or fix.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue: the two issues are unrelated and have no overlapping context, links, or content.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical choice because the titles refer to different people and dates rather than the same bug or request; if forced, #45764 is only marginally earlier.", + "best_issue_reason": "Neither issue is a good cluster representative because the cluster looks like accidental grouping rather than a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different names and dates, no body text, targets, or file references; they do not look like the same underlying issue." + "reason": "The titles refer to different people and different dates; there is no evidence they describe the same underlying issue." } ] }, @@ -20961,7 +20996,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "38875bca2a34923ea1be1fd4b23d3432257d19b68f2b03c49731613559a9521a", + "prepared_review_unit_hash": "6102ae8deaa3afb93ffaad62afa08352acd071378517b84678c4be1ff87ae380", "component_budget": { "node_count": 2, "item_count": 2, @@ -20983,18 +21018,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model for value modeling, while the other asks for FP8 training support. They touch different features and code paths.", - "confidence": 0.97, + "summary": "The two issues are about different areas: one requests a new Qwen3_5 token-classification/value-model capability, while the other asks for FP8 training support. They do not look like duplicates or the same underlying change request.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46295 is the broader platform feature request, but it is still unrelated to 45810 and should not be treated as a canonical duplicate target for this cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: adding a Qwen3_5 token-classification/value-model class versus enabling FP8 training support. The titles and descriptions do not indicate the same bug or change." + "reason": "Different feature areas and goals: model-head support vs. training precision support. No shared concrete bug or change path." } ] }, @@ -21034,12 +21069,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "97fc9956d1e86cd4310596876bd247cba47e098d567659dac5ff85a2a3551040", + "prepared_review_unit_hash": "ede04542992a4edabcde8cb2edf4d7782b84de80b4ec8036e7c03041fe630299", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5721, + "serialized_chars": 5722, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -21047,7 +21082,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5721, + "serialized_chars": 5722, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -21056,69 +21091,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set appears to split into two likely-duplicate issue pairs: 45870/45871 and 45872/45873. 45869 is thematically related (financial data) but looks like a different request. The duplicate evidence is strong for the identical-title pairs, but the packet does not prove they are exact duplicates, so the conclusion should stay conservative.", - "confidence": 0.89, - "canonical_issue_reason": "There is no single canonical issue for the whole cluster because it contains two separate likely-duplicate pairs plus one related-but-distinct issue. If a representative must be chosen, 45870 is the earliest clean exemplar of the first likely-duplicate pair.", + "summary": "The items split into two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset promo request and should not be merged with either pair, despite superficial financial-domain similarity.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45870 is the earliest occurrence in the exact-title duplicate pair 'Example: Financial time series prediction with DataForge' and is the cleanest representative for that subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall representative because it is the earliest issue in one of the strongest duplicate pairs, has a clear self-contained title, and can stand in for that theme without overclaiming exact duplication.", + "best_issue_reason": "issue:45870 is the best single issue representative among the duplicates because it is an exact duplicate target and the earliest instance; note that 45872 is the representative of a separate duplicate subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related finance/theme overlap, but 45869 is a dataset bundle offer while 45870 is a DataForge prediction example; not the same underlying request." + "reason": "Different requests: a dataset bundle promotion vs an example for time-series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same broad financial domain, but 45869 and 45871 are different concrete requests; too little evidence to treat as duplicates." + "reason": "Different requests: a dataset bundle promotion vs an example for time-series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical titles and matching body lengths make these highly likely duplicates of the same example issue, though the packet does not prove an exact match." + "reason": "Exact same title and matching body size; clear duplicate pair." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different titles and different request focus: financial prediction example versus financial time series plus scraping service." + "reason": "Both mention financial DataForge content, but one is an example and the other is a data + scraping service; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different concrete request and wording; the shared finance theme is not enough to merge them." + "reason": "Same as 45870/45872: related domain, but distinct requested content/change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "These describe different example/service requests, so they do not look like the same underlying issue." + "reason": "Same as above; different topic despite shared financial/DataForge wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Only loosely related by the DataForge/finance theme; not enough evidence of the same issue." + "reason": "Same as above; different topic despite shared financial/DataForge wording." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical titles and matching body lengths indicate these are highly likely duplicates of the same request, but not conclusively proven exact duplicates." + "reason": "Exact same title and matching body size; clear duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary overstates the evidence. In the packet, 45870/45871 and 45872/45873 have identical titles and matching body lengths, but the actual bodies are not shown, and every pair is only labeled `soft_similarity` with `deterministic_accept: false`. Calling them \u201cexact duplicates\u201d is stronger than the packet supports. The conservative conclusion is that they are highly similar/likely duplicates, not confirmed exact duplicates. The split into two theme clusters is plausible, but the duplicate verdicts and best-issue rationale need to be softened." + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are exact title matches with matching body lengths, while 45869 is clearly a different request by title. The soft-edge verdicts are conservative and consistent with the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21142,12 +21177,12 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "7bfe8e4f0377566df5c704760a5e0c06a3cb3d20450a74d7879b6f60e63de1ce", + "prepared_review_unit_hash": "0d8c156cbf30c3a8262cbef0a7aef2573724fc75952b0ac82c32aedc673eb2b8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, + "serialized_chars": 1635, "estimated_input_tokens": 409, "estimated_eval_tokens": 1074 }, @@ -21155,7 +21190,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, + "serialized_chars": 1635, "estimated_input_tokens": 409, "estimated_eval_tokens": 1074 }, @@ -21164,24 +21199,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues appear related and both involve static-cache / linear-attention failures, but the packet does not establish that they share the same root cause. Issue 46439 is the broader report and the better cluster representative.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader code path (`early_initialization` and linear-attention cache corruption), making it a more general representative than the Qwen3.5-specific crash report.", + "summary": "Both issues are about static cache / `early_initialization` and `linear_attention`, but the evidence here is only title-level overlap. Without shared targets, filenames, or body-level linkage, they should be treated as possibly related rather than confirmed duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "46439 is the better canonical candidate because it describes the more general failure mode and suspected mechanism, while 46441 is a model-specific crash report that could be a symptom of the broader problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best issue representative for the cluster because it is less model-specific and names the affected mechanism more directly.", + "best_issue_reason": "46439 is the strongest representative for the cluster since it captures the underlying shape-corruption / initialization problem in a broader way.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "The titles suggest a related static-cache/linear-attention problem, but with only soft similarity and no shared targets, filenames, or diff evidence, the packet does not justify treating them as the same underlying bug." + "reason": "Reject: the packet only shows soft similarity and title overlap. There are no shared targets, filenames, or body details tying the two reports to the same concrete bug, so accepting them as the same issue would be too strong." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is a bit too strong for the packet. We only have the issue titles and a soft-similarity signal, so saying both issues 'point to the same underlying bug' overstates the evidence. A more conservative wording would be that they appear related and both involve static cache / linear-attention failures, but the packet does not establish they are the same root cause." + "feedback": "The summary is mostly grounded in the titles, but the soft-edge verdict is too confident for the evidence available. The packet only shows soft similarity plus title-level overlap; there are no shared targets, filenames, or body details linking the reports. Saying they are the same underlying bug, and accepting the pair, overstates what can be supported here. A more conservative verdict would be to mark them as possibly related rather than accepted." }, "evaluator_used": true, "retried": true, @@ -21208,12 +21243,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "20804bc289f18a61d6012ca10e599b5f2b615956592d7ae01bf89792861d32ae", + "prepared_review_unit_hash": "92d9e7c75b6cce4d6c1509e4e5f59fdce37f7e1a7c8e8ad08490c485c40a1126", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21221,7 +21256,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21230,24 +21265,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are effectively the same report: identical title, near-identical body, and the same Wav2Vec2CTCTokenizer v5 special-token leak behavior. The open issue is the better canonical tracker.", + "summary": "These two issues are near-perfect duplicates: identical titles, identical body length, and shared soft-similarity evidence for the same Wav2Vec2CTCTokenizer v5 special-token bug.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is the open copy of the same bug report, so it is the better place to keep active discussion and resolution tracking.", + "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 tracker for the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best issue candidate because it is open and describes the same concrete tokenizer regression as #46551.", + "best_issue_reason": "issue:46552 is the best issue to keep because it is open and appears to be the issue others are referencing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and essentially the same report of the Wav2Vec2CTCTokenizer v5 word-delimiter special-token leak; this is a straightforward duplicate pair." + "reason": "Same title and same underlying bug description; these are duplicate reports of the Wav2Vec2CTCTokenizer v5 word-delimiter special-token regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: the two issues have identical titles, identical body length, and the same reported bug, with one open and one closed. The duplicate verdict is conservative and appropriate." + "feedback": "The summary is grounded in the packet: the two issues have identical titles and body lengths, and the soft pair has Jaccard 1.0 with soft-similarity evidence. Choosing the open issue with inbound references as canonical is conservative and supported." }, "evaluator_used": true, "retried": false, @@ -21274,7 +21309,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "62e1d57f71eeb856faef51d64affc2e5f0ede2c32c80509516a4e9e3a7d560d4", + "prepared_review_unit_hash": "219854a9ddb9dd87968c7cdba86773008ac77b76ef901b40e7e7448fe1fbf81d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21296,18 +21331,18 @@ "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 out-of-memory after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", + "summary": "These two issues appear to describe different training failures: one is a tensor-shape mismatch during object detection training, the other is an out-of-memory condition after several epochs in RT-DETR v2. They share a broad training context but not the same concrete bug.", "confidence": 0.95, - "canonical_issue_reason": "Neither issue is a clear duplicate of the other; if forced to pick a representative, #46657 is the more general training-error report, but the cluster does not justify a single canonical issue.", + "canonical_issue_reason": "Issue #46657 is the better canonical representative because it describes a specific, actionable failure mode (tensor size mismatch) rather than a generic resource exhaustion symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the cleaner representative of a concrete runtime training failure, but it should not subsume #46692 because the symptoms and likely fixes differ.", + "best_issue_reason": "Issue #46657 is the most concrete and narrowly defined bug report in the pair, making it the best issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different problem classes: tensor shape mismatch vs memory exhaustion. The titles and descriptions point to separate bugs rather than the same underlying issue." + "reason": "Reject: the reports point to different underlying problems. One is a tensor dimension mismatch, the other is memory exhaustion after some epochs; they do not look like the same bug." } ] }, @@ -21337,12 +21372,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "3c382bde6590f2f780eab645429ede1bd4cec39b81bae2270fb40b4ef941bb38", + "prepared_review_unit_hash": "0e6b5bd14b1bcc91b7d7c06c0c0ce8e414f1b135605935ca651ae64d3b57a1fa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21350,7 +21385,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21359,18 +21394,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues describe different failure modes in different code paths: one is a ZeRO-3/zero.Init partitioning problem causing OOM on load, the other is a 4-bit device_map/max_memory dispatch bug causing unexpected CPU placement and a ValueError. They are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: these are separate bugs with different triggers, symptoms, and affected loading paths.", + "summary": "These two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning OOM in a composite multimodal model, the other is a 4-bit device_map/max_memory dispatch bug that wrongly sends modules to CPU and errors out.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate issue: 46822 and 46823 describe different failure modes in different loading stacks (DeepSpeed ZeRO-3 vs Transformers 4-bit device dispatch).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the better representative only because it is more concrete about a specific loading failure, but it should not subsume 46823.", + "best_issue_reason": "46823 is the clearer standalone report because it spells out the exact flags, expected behavior, and the ValueError-producing path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs: ZeRO-3 composite submodule partitioning vs 4-bit auto device mapping/max_memory dispatch. Shared high-level theme of model loading is too broad for duplication." + "reason": "Reject: the bugs are in different code paths and subsystems. 46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM; 46823 is about 4-bit load_in_4bit with device_map='auto' and max_memory incorrectly dispatching to CPU. They do not look like the same underlying change or defect." } ] }, @@ -21392,7 +21427,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-8", + "cluster_id": "cluster-46906-9", "nodes": [ "issue:46906", "issue:46940", @@ -21401,7 +21436,8 @@ "issue:46985", "issue:46998", "issue:47037", - "issue:47049" + "issue:47049", + "issue:47053" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -21418,189 +21454,234 @@ "issue:46948|issue:46998", "issue:46969|issue:46985", "issue:46969|issue:47037", - "issue:46969|issue:47049", + "issue:46969|issue:46998", "issue:46985|issue:47037", "issue:46985|issue:47049", "issue:46998|issue:47037", + "issue:46998|issue:47053", "issue:46998|issue:47049", "issue:46985|issue:46998", - "issue:46969|issue:46998", + "issue:47037|issue:47053", "issue:47037|issue:47049", - "issue:46948|issue:47037", - "issue:46948|issue:47049" + "issue:47049|issue:47053", + "issue:46969|issue:47049", + "issue:46985|issue:47053", + "issue:46969|issue:47053" ], - "prepared_review_unit_hash": "04ccd0256c6b6eba9226fb8a6c27f7dd752fc94c5005d9173421a1d5c69a1841", + "prepared_review_unit_hash": "fd2700b0b70390d904046c98e25ecf3ed84dd09691533ac5998f6c3314852e19", "component_budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 24, - "serialized_chars": 13148, - "estimated_input_tokens": 3287, - "estimated_eval_tokens": 6830 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14779, + "estimated_input_tokens": 3695, + "estimated_eval_tokens": 7646 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 24, - "serialized_chars": 13148, - "estimated_input_tokens": 3287, - "estimated_eval_tokens": 6830 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14779, + "estimated_input_tokens": 3695, + "estimated_eval_tokens": 7646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are recurring daily \"[serge] integration failure triage\" issues for different dates, not duplicates of one another. They share a template and likely related subsystem, but each issue appears to track a distinct day's integration failures.", - "confidence": 0.94, - "canonical_issue_reason": "issue:46906 is the earliest item in the series and has the strongest inbound reference count, making it the best representative anchor for the cluster.", + "summary": "These are date-stamped serge integration-failure triage issues in the same reporting series, not duplicates of one concrete bug or change. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "If a representative anchor is needed, issue 46906 is the earliest item and already has broad inbound references, making it the best seed for the series.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46906 is the best overall issue candidate because it is earliest, most referenced, and clearly belongs to the recurring triage pattern.", + "best_issue_reason": "Issue 47053 is the most active recent triage thread, with the strongest discussion/inbound reference signal, so it is the best representative of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage series/title, but different dates imply separate daily failure reports rather than one duplicated underlying issue." + "reason": "Same triage-series template, but different date-stamped reports; not the same underlying bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Recurring integration triage entries for different days; not the same concrete bug report." + "reason": "Different daily triage threads; no evidence they describe one identical failure." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These appear to be distinct daily triage issues, not duplicate instances of one report." + "reason": "Separate date-specific triage issue, not a duplicate of the earlier report." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same template, but each issue corresponds to a different date and likely different failures." + "reason": "Same series name only; these are distinct daily triage logs." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Different daily triage entry; similar wording alone is not enough to treat as the same issue." + "reason": "Adjacent triage issues, but each is a separate dated report rather than one bug." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent daily triage reports, but still separate issue instances for different dates." + "reason": "Daily triage entries in the same series; no concrete shared defect is shown." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different date-based triage issues; no evidence of the same underlying bug." + "reason": "Same report pattern, but different dates and likely different integration failures." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "These are separate daily failure-triage reports, not duplicates." + "reason": "These are serialized triage threads, not duplicate bug reports." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "Same broad triage series, but distinct day-specific tracking issues." + "reason": "No shared underlying code-path problem is evidenced; only matching triage framing." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Each issue tracks a different day's integration failures, so they should not be merged." + "reason": "Different date-stamped integration triage issues; not mergeable duplicates." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Not the same underlying bug; just repeated daily triage naming." + "reason": "Same series label, but distinct daily failure investigations." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Distinct dated triage issues with no concrete evidence they describe the same failure." + "reason": "No sign of the same exact bug; these are separate triage runs." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Separate daily integration-failure triage entries." + "reason": "Consecutive triage issues, but each is a separate report." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "Different days of triage, not one underlying issue." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Different dates indicate different triage instances, not a duplicate issue." + "reason": "Same triage workflow, but no concrete duplicate failure is established." }, { "left": "issue:46969", "right": "issue:47049", "accept": false, - "reason": "Same subsystem and template, but not the same concrete report." + "reason": "Date-specific triage threads; not the same underlying bug/change." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "These are separate daily integration-failure triage issues, not duplicates." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same template, different daily reports; no duplicate bug evidence." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Day-specific triage items; similar titles do not imply duplication." + "reason": "Distinct triage issues for different dates." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "These are separate daily reports in the same series." + "reason": "No indication of one shared code-path defect across these reports." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "Separate date-stamped triage logs, not one mergeable duplicate." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Different daily triage issue, likely for a different integration run." + "reason": "Different daily integration-failure investigations." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same series only; not the same underlying failure." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Not enough to unify; they are separate dated triage reports." + "reason": "No evidence these refer to the same bug or change." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Same recurring triage pattern, but different date means different issue." + "reason": "Different date-specific triage issues; not duplicates." }, { - "left": "issue:46969", - "right": "issue:46998", + "left": "issue:47037", + "right": "issue:47053", "accept": false, - "reason": "No evidence these refer to the same underlying failure; they are date-stamped triage entries." + "reason": "Same triage series, but separate daily reports with no shared concrete defect shown." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Consecutive days in the same triage series, but still distinct issues." + "reason": "These are distinct date-stamped triage threads." }, { - "left": "issue:46948", - "right": "issue:47037", + "left": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "Different dated triage issues; title similarity is expected and not duplicate evidence." + "reason": "Separate daily triage issues, not the same underlying bug." }, { - "left": "issue:46948", + "left": "issue:46969", "right": "issue:47049", "accept": false, - "reason": "Separate daily integration triage reports, not one merged bug." + "reason": "Different dated triage reports; no duplicate code-path problem established." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "Same reporting series, but not the same bug/change." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Distinct daily integration-failure triage issues; reject duplicate merge." } ] }, @@ -21630,7 +21711,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "26c193c201348d7a6841ac27f2c7da960da68ab972555d504297480e49bcc3bc", + "prepared_review_unit_hash": "d3ca8e9d1a3a5a3ab21e68b6960d664210a1d6f9a6652da4adabeedd47bfe89f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21652,24 +21733,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues appear to be the same feature request: identical title, very high textual similarity, and no evidence of distinct scope. The open issue is the better canonical holder.", + "summary": "These are near-identical duplicate issues requesting RWKV7 model support; the open issue is the better canonical tracker.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46984 is the open, more recent report and is the best place to track the remaining work.", + "canonical_issue_reason": "Issue #46984 is open and has the same title/request, so it is the best place to consolidate ongoing discussion and work.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46984 is the strongest representative because it is still open and likely the active discussion thread.", + "best_issue_reason": "#46984 is the strongest representative issue because it is still open and can serve as the active tracker for the same feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and same underlying request to add RWKV7 support; no signals of different scope or distinct bugs." + "reason": "Same title and same underlying feature request (RWKV7 model support); the later open issue is clearly a duplicate of the closed one." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both issues have the same title, the similarity score is high, and #46984 is the newer open issue. The soft-edge acceptance is conservative enough given the available evidence." + "feedback": "The conclusion is well grounded: both items have the same title, the packet provides soft-similarity evidence, and choosing the open issue as the canonical tracker is conservative. The soft-edge accept verdict is reasonable here and does not overstate beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -21696,12 +21777,12 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "cb6a498bc38dceb52cdd54782fb74a0ea7db20f51e4dbb1b8a8ee43a786e4498", + "prepared_review_unit_hash": "ac96a62450bdba245a5e994eff8fccafeee78d59861d4ba28c41b5a96d5ec5c2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1625, + "serialized_chars": 1626, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -21709,7 +21790,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1625, + "serialized_chars": 1626, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -21718,18 +21799,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues discuss AI/LLM-based cybersecurity vulnerability discovery, but they read as separate high-level writeups/proposals rather than the same concrete bug or change. The overlap is thematic, not a clear duplicate target.", - "confidence": 0.85, - "canonical_issue_reason": "Issue 47015 is the cleaner, more general title and better representative of the shared AI-vulnerability-discovery theme.", + "summary": "These two issues are topically similar but do not look like the same underlying report; they read like separate writeups/articles about AI-driven vulnerability discovery rather than duplicate bug reports.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general framing of the shared topic, so it is the best anchor if these must be grouped.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the best single issue to anchor this cluster because its title most directly captures the core topic without narrowing it to a specific lessons-learned framing.", + "best_issue_reason": "Issue 47015 is the best representative because it states the core topic directly and is less specific than 47007.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The two issues overlap in broad subject matter, but they do not describe the same underlying bug, feature, or actionable change. They appear to be separate conceptual discussions about AI-driven vulnerability discovery, so I would not merge them as duplicates." + "reason": "The titles overlap on AI-based vulnerability discovery, but they describe different angles: one is a lessons-learned piece, the other a broader novelty/application claim. With no shared targets or code context, they do not appear to be the same underlying issue." } ] }, @@ -21745,17 +21826,15 @@ "component_index": 1, "component_count": 33, "review_unit_index": 1, - "review_unit_count": 2, + "review_unit_count": 3, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-38", + "cluster_id": "cluster-40546-44", "nodes": [ "pull_request:43451", - "pull_request:44517", - "pull_request:45694", "pull_request:46196", "pull_request:46266", "pull_request:46658", @@ -21788,45 +21867,51 @@ "pull_request:47019", "pull_request:47025", "pull_request:47034", - "pull_request:47035" + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47062" ], "soft_pairs": [ "pull_request:46903|pull_request:46958", "pull_request:46950|pull_request:46951", - "pull_request:46927|pull_request:46950", - "pull_request:46950|pull_request:47006", + "pull_request:46950|pull_request:47057", "pull_request:46927|pull_request:46951", + "pull_request:46927|pull_request:47054", "pull_request:46951|pull_request:46971", "pull_request:46949|pull_request:46971", - "pull_request:46927|pull_request:47006", - "pull_request:46951|pull_request:47006", - "pull_request:46971|pull_request:47006", + "pull_request:46951|pull_request:47057", + "pull_request:47056|pull_request:47058", "pull_request:46941|pull_request:46970", - "pull_request:46908|pull_request:47006", + "pull_request:46951|pull_request:47056", + "pull_request:47006|pull_request:47058", + "pull_request:46927|pull_request:47055", + "pull_request:46927|pull_request:47006", "pull_request:46908|pull_request:46928", + "pull_request:46927|pull_request:46986", + "pull_request:46986|pull_request:47058", "pull_request:46907|pull_request:46926", "pull_request:46926|pull_request:46928", - "pull_request:46970|pull_request:46971", - "pull_request:46927|pull_request:46986", - "pull_request:46941|pull_request:46986", + "pull_request:46928|pull_request:47057", "pull_request:46926|pull_request:46941", - "pull_request:46928|pull_request:46941", - "pull_request:46907|pull_request:46928", - "pull_request:46928|pull_request:47006", - "pull_request:46941|pull_request:47006", - "pull_request:46907|pull_request:46908", - "pull_request:46908|pull_request:46951", - "pull_request:46907|pull_request:46941", - "pull_request:46926|pull_request:46927", + "pull_request:46908|pull_request:47058", + "pull_request:46928|pull_request:47058", "pull_request:46954|pull_request:46961", + "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:46958|pull_request:46961", "pull_request:46954|pull_request:46968", "pull_request:46954|pull_request:46958", - "pull_request:46958|pull_request:46961", "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:46958|pull_request:46968", + "pull_request:46971|pull_request:46974", "pull_request:46968|pull_request:46974", "pull_request:46961|pull_request:46968", "pull_request:46961|pull_request:46971", @@ -21834,442 +21919,457 @@ "pull_request:46266|pull_request:46957", "pull_request:47034|pull_request:47035", "pull_request:47019|pull_request:47025", - "pull_request:46957|pull_request:46965", "pull_request:46196|pull_request:46995", - "pull_request:46266|pull_request:46707", + "pull_request:46957|pull_request:46965", "pull_request:46707|pull_request:46961", + "pull_request:46266|pull_request:46707", "pull_request:46968|pull_request:47019", "pull_request:46707|pull_request:46968", "pull_request:46707|pull_request:46957", "pull_request:46912|pull_request:47025", - "pull_request:46196|pull_request:46965", - "pull_request:46961|pull_request:47019", "pull_request:46707|pull_request:47019", - "pull_request:46266|pull_request:47034", - "pull_request:46836|pull_request:46961", + "pull_request:46968|pull_request:47062", + "pull_request:46961|pull_request:47019", + "pull_request:46658|pull_request:47062", + "pull_request:46196|pull_request:46965", "pull_request:43451|pull_request:47019", - "pull_request:46836|pull_request:46965", - "pull_request:46957|pull_request:46961", + "pull_request:46965|pull_request:47062", "pull_request:43451|pull_request:46995", - "pull_request:43451|pull_request:46266", - "pull_request:46961|pull_request:47035", - "pull_request:46266|pull_request:47003", "pull_request:46836|pull_request:46995", - "pull_request:46658|pull_request:46965", - "pull_request:46961|pull_request:46965", - "pull_request:46658|pull_request:46961", + "pull_request:46266|pull_request:47034", + "pull_request:46961|pull_request:47062", "pull_request:46196|pull_request:47025", - "pull_request:43451|pull_request:44517", - "pull_request:45694|pull_request:47035", + "pull_request:46836|pull_request:46961", "pull_request:46707|pull_request:47025", - "pull_request:46995|pull_request:47003" + "pull_request:46836|pull_request:46965", + "pull_request:46995|pull_request:47003", + "pull_request:46957|pull_request:46961", + "pull_request:46961|pull_request:47035", + "pull_request:43451|pull_request:47025", + "pull_request:43451|pull_request:46266", + "pull_request:46266|pull_request:47003" ], - "prepared_review_unit_hash": "64bbf81d4d42fecc2d63ac86a7faa520f8038e1e1e8f01edca2189a68dfe1549", + "prepared_review_unit_hash": "0d952a6452c78c0cc6c90039b6b438d6645e6bb457481a00ca05fe872293d044", "component_budget": { - "node_count": 38, - "item_count": 38, - "soft_pair_count": 125, - "serialized_chars": 137698, - "estimated_input_tokens": 34425, - "estimated_eval_tokens": 69106 + "node_count": 44, + "item_count": 44, + "soft_pair_count": 148, + "serialized_chars": 161284, + "estimated_input_tokens": 40321, + "estimated_eval_tokens": 80898 }, "budget": { - "node_count": 36, - "item_count": 36, + "node_count": 40, + "item_count": 40, "soft_pair_count": 72, - "serialized_chars": 104757, - "estimated_input_tokens": 26190, - "estimated_eval_tokens": 52636 + "serialized_chars": 112939, + "estimated_input_tokens": 28235, + "estimated_eval_tokens": 56726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most PRs are unrelated model additions, infra changes, docs tweaks, or isolated bug fixes. I don\u2019t see any soft-edge pair that clearly fixes the same concrete underlying change.", - "confidence": 0.97, + "summary": "Mostly unrelated pull requests. The CohereASR pair should not be treated as a true duplicate: 46903 includes the CohereASR loss fix plus a separate PPFormulaNet training-loss change, so the overlap is not a clean same-bug match.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the cluster spans unrelated features, bug fixes, tests, docs, and infrastructure changes.", + "canonical_pr_reason": "46958 is the best focused representative for the CohereASR training-loss bug; 46903 is broader and bundles an additional PPFormulaNet fix, so it is not the clean canonical duplicate.", "best_issue_reason": null, - "best_pr_reason": "No PR is a global best duplicate representative here because the cluster is not a single bug/change family.", + "best_pr_reason": "46958 is the strongest standalone representative because it directly targets the CohereASR loss double-shift without extra unrelated scope.", "soft_edge_verdicts": [ { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Both touch CohereASR loss handling, but they implement different fixes and 46903 also spans PPFormulaNet; not a clean one-bug duplicate." + "reason": "Not the same clean duplicate: 46903 also bundles a separate PPFormulaNet training-loss change, so it is not just a broader CohereASR superset." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Mamba2 runtime/OOM fix vs PEFT loading change; same automation label, different code-path problems." + "reason": "Different models and different problems: Mamba2 OOM vs PEFT loading behavior." }, { - "left": "pull_request:46927", - "right": "pull_request:46950", + "left": "pull_request:46950", + "right": "pull_request:47057", "accept": false, - "reason": "GLM46V input casting fix vs Mamba2 OOM/runtime fix; unrelated models and bugs." + "reason": "Different models and failure modes; no shared concrete bug." }, { - "left": "pull_request:46950", - "right": "pull_request:47006", + "left": "pull_request:46927", + "right": "pull_request:46951", "accept": false, - "reason": "Mamba2 kernel/OOM issue vs Gemma3 generation-cache behavior; different subsystems and failures." + "reason": "GLM46V input handling fix vs PEFT loading behavior are unrelated." }, { "left": "pull_request:46927", - "right": "pull_request:46951", + "right": "pull_request:47054", "accept": false, - "reason": "GLM46V dtype/casting fix vs PEFT mismatch-size loading fix; unrelated." + "reason": "Unrelated model fixes for different integration-test failures." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "PEFT integration loading fix vs Mamba2 test dtype change; different issues." + "reason": "PEFT integration change and Mamba2 OOM test fix are different changes." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper/audioflamingo cache-state fix vs Mamba2 test dtype change; unrelated." - }, - { - "left": "pull_request:46927", - "right": "pull_request:47006", - "accept": false, - "reason": "GLM46V input_ids casting vs Gemma3 cache defaults; different models and code paths." + "reason": "Whisper/audio cache fix vs Mamba2 OOM test fix are unrelated." }, { "left": "pull_request:46951", - "right": "pull_request:47006", + "right": "pull_request:47057", "accept": false, - "reason": "PEFT loading behavior vs Gemma3 generation-cache logic; unrelated." + "reason": "Different subsystems and different bugs." }, { - "left": "pull_request:46971", - "right": "pull_request:47006", + "left": "pull_request:47056", + "right": "pull_request:47058", "accept": false, - "reason": "Mamba2 test-only dtype fix vs Gemma3 generation-cache bugfix; different concerns." + "reason": "Both are model-specific fixes, but for different models and distinct issues." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "DAC RoPE/forward fix vs MusicGen Melody generation bug; different models and failure modes." + "reason": "Both touch many models, but they address different regressions and are not the same fix." }, { - "left": "pull_request:46908", - "right": "pull_request:47006", + "left": "pull_request:46951", + "right": "pull_request:47056", "accept": false, - "reason": "DeepSeekV32 test offload tweak vs Gemma3 generation-cache fix; unrelated." + "reason": "PEFT integration vs Whisper cache update are unrelated." }, { - "left": "pull_request:46908", - "right": "pull_request:46928", + "left": "pull_request:47006", + "right": "pull_request:47058", "accept": false, - "reason": "DeepSeekV32 offload-folder test fix vs BLIP-2 tokenizer allowlist update; unrelated." + "reason": "Generation/cache behavior vs Mamba2 test OOM are not the same bug." }, { - "left": "pull_request:46907", - "right": "pull_request:46926", + "left": "pull_request:46927", + "right": "pull_request:47055", "accept": false, - "reason": "EdgeTam processor kwarg cleanup vs MiniMax-M3-VL test offload tweak; different issues." + "reason": "Different models and different integration-test failure causes." }, { - "left": "pull_request:46926", - "right": "pull_request:46928", + "left": "pull_request:46927", + "right": "pull_request:47006", "accept": false, - "reason": "MiniMax-M3-VL test-only offload fix vs BLIP-2 tokenizer list update; unrelated." + "reason": "GLM46V input casting fix and generation cache behavior are unrelated." }, { - "left": "pull_request:46970", - "right": "pull_request:46971", + "left": "pull_request:46908", + "right": "pull_request:46928", "accept": false, - "reason": "MusicGen Melody generation bugfix vs Mamba2 test dtype change; different code paths." + "reason": "Different test-only fixes for unrelated models." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "GLM46V input casting fix vs GLM-OCR architecture/module changes; same family name but different models and fixes." + "reason": "GLM46V input casting fix vs GLM OCR output mismatch are separate issues." }, { - "left": "pull_request:46941", - "right": "pull_request:46986", + "left": "pull_request:46986", + "right": "pull_request:47058", + "accept": false, + "reason": "Different model families and different bugs." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", "accept": false, - "reason": "DAC runtime correctness fix vs GLM-OCR model changes; unrelated." + "reason": "EdgeTam import/config test fix and MiniMax load-error test fix are unrelated." }, { "left": "pull_request:46926", - "right": "pull_request:46941", + "right": "pull_request:46928", "accept": false, - "reason": "MiniMax-M3-VL test offload fix vs DAC runtime bugfix; different problems." + "reason": "Different models and different failure modes; only broad test-failure similarity." }, { "left": "pull_request:46928", + "right": "pull_request:47057", + "accept": false, + "reason": "BLIP-2 tokenizer list tweak and DeepSeek load-error tests are unrelated." + }, + { + "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "Tokenizer allowlist update vs DAC model fix; unrelated." + "reason": "Different models and different failure modes." }, { - "left": "pull_request:46907", - "right": "pull_request:46928", + "left": "pull_request:46908", + "right": "pull_request:47058", "accept": false, - "reason": "EdgeTam processor kwarg cleanup vs BLIP-2 tokenizer allowlist; unrelated." + "reason": "Different integration-test fixes for different models." }, { "left": "pull_request:46928", - "right": "pull_request:47006", + "right": "pull_request:47058", "accept": false, - "reason": "Tokenizer allowlist update vs Gemma3 cache/default behavior; unrelated." + "reason": "Unrelated model/test fixes." }, { - "left": "pull_request:46941", - "right": "pull_request:47006", + "left": "pull_request:46954", + "right": "pull_request:46961", "accept": false, - "reason": "DAC runtime fix vs Gemma3 generation-cache fix; different models and bugs." + "reason": "Pytest-v9-related GLM-ASR change and Serge workflow normalization are unrelated." }, { - "left": "pull_request:46907", - "right": "pull_request:46908", + "left": "pull_request:46928", + "right": "pull_request:47054", "accept": false, - "reason": "EdgeTam kwarg cleanup vs DeepSeekV32 test offload adjustment; unrelated." + "reason": "Different model test adjustments with no shared concrete bug." }, { - "left": "pull_request:46908", - "right": "pull_request:46951", + "left": "pull_request:46941", + "right": "pull_request:46986", "accept": false, - "reason": "DeepSeekV32 test offload fix vs PEFT loading fix; different failure modes." + "reason": "Both are broad bug-fix PRs, but for different models and different root causes." }, { - "left": "pull_request:46907", - "right": "pull_request:46941", + "left": "pull_request:46941", + "right": "pull_request:47006", "accept": false, - "reason": "EdgeTam processor-kwarg cleanup vs DAC correctness fix; unrelated." + "reason": "Different fixes in different areas of generation/model behavior." }, { - "left": "pull_request:46926", - "right": "pull_request:46927", + "left": "pull_request:46928", + "right": "pull_request:46941", "accept": false, - "reason": "MiniMax-M3-VL test offload fix vs GLM46V input casting fix; unrelated." + "reason": "Different PRs with no common concrete bug." }, { - "left": "pull_request:46954", + "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "GLM-ASR pytest-v9 compatibility fix vs workflow normalization PR; unrelated concerns." + "reason": "CohereASR loss fix vs workflow normalization branch are unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "GLM-ASR pytest compatibility vs docs autolink cleanup; unrelated." + "reason": "Pytest-v9 GLM-ASR fix vs docs autolink cleanup are unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "GLM-ASR pytest compatibility vs CohereASR training-loss fix; different models and bugs." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46961", - "accept": false, - "reason": "CohereASR loss fix vs workflow normalization; unrelated." + "reason": "Different model bugs: GLM-ASR pytest strictness vs CohereASR loss shifting." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Workflow cleanup vs MusicGen generate typo fix; different scopes." + "reason": "Workflow normalization and Musicgen typo fix are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss bugfix vs MusicGen cache-length typo; unrelated." + "reason": "CohereASR training loss and Musicgen generate typo are different bugs." }, { "left": "pull_request:46954", "right": "pull_request:46971", "accept": false, - "reason": "GLM-ASR pytest compatibility vs Mamba2 test dtype fix; unrelated." + "reason": "Different models and different fixes." }, { "left": "pull_request:46958", "right": "pull_request:46968", "accept": false, - "reason": "CohereASR loss fix vs docs autolink cleanup; unrelated." + "reason": "CohereASR loss fix and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46971", + "right": "pull_request:46974", + "accept": false, + "reason": "Mamba2 OOM tests vs Musicgen generate typo are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:46974", "accept": false, - "reason": "Docs autolink cleanup vs MusicGen generate bugfix; unrelated." + "reason": "Docs autolink cleanup and Musicgen code fix are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Workflow normalization vs docs autolink cleanup; unrelated." + "reason": "Workflow cleanup and docs autolink cleanup are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46971", "accept": false, - "reason": "Workflow normalization vs Mamba2 test dtype fix; unrelated." + "reason": "Workflow cleanup and Mamba2 OOM test fix are unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46968", "accept": false, - "reason": "Whisper/audioflamingo cache fix vs docs autolink cleanup; unrelated." + "reason": "Whisper/audio cache fix and docs autolink cleanup are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Dinov2 conversion-mapping modernization vs finegrained FP8 decode optimization; different subsystems." + "reason": "Dinov2 modernization and finegrained FP8/generation optimization are unrelated." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Neuron SFT experiment scaffolding vs torch-compile backend default for Neuron; related platform, but different changes." + "reason": "Both Neuron-related, but one is an example finetuning script and the other is a training_args backend default change." }, { "left": "pull_request:47019", "right": "pull_request:47025", "accept": false, - "reason": "masking_utils causal-mask contract fix vs DiffusionGemma test skips; unrelated." + "reason": "Masking-utils contract fix and Diffusion Gemma test changes are different issues." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch and MLU flash-attention availability are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Finegrained FP8 decode optimization vs DeepSeekV4 use_cache=False support; different features." + "reason": "Different DeepSeek V4 changes: generation optimization vs use_cache=False support." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:46707", + "right": "pull_request:46961", "accept": false, - "reason": "wav2vec2 SDPA dispatch/docs and model changes vs MLU flash-linear-attention availability; not the same bug/change." + "reason": "Native FSDP2 migration and workflow normalization are unrelated." }, { "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "Dinov2 modernization and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:46968", "right": "pull_request:47019", "accept": false, - "reason": "Dinov2/Dino conversion-mapping changes vs masking_utils causal-mask guard; unrelated." + "reason": "Docs autolink cleanup vs masking correctness fix are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46961", + "left": "pull_request:46707", + "right": "pull_request:46968", "accept": false, - "reason": "Unlimited OCR model addition vs workflow normalization; unrelated." + "reason": "FSDP2 migration and docs autolink cleanup are unrelated." }, { - "left": "pull_request:43451", + "left": "pull_request:46957", "right": "pull_request:47019", "accept": false, - "reason": "Molmo2 model addition vs masking_utils contract fix; unrelated." + "reason": "Generation optimization and masking regression fix are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46965", + "left": "pull_request:46912", + "right": "pull_request:47025", "accept": false, - "reason": "Unlimited OCR model addition vs DeepSeekV4 cache support; unrelated." + "reason": "RoPE test hardening and Diffusion Gemma test adjustments are unrelated." }, { "left": "pull_request:46957", - "right": "pull_request:46961", + "right": "pull_request:47058", "accept": false, - "reason": "Finegrained FP8 optimization vs workflow normalization; unrelated." + "reason": "Generation optimizer changes and Mamba2 OOM tests are unrelated." }, { - "left": "pull_request:43451", + "left": "pull_request:46836", "right": "pull_request:46995", "accept": false, - "reason": "Molmo2 model addition vs MLU flash-linear-attention availability; unrelated." + "reason": "Unlimited OCR addition and MLU flash-attention availability are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:46266", + "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model addition vs Dinov2 conversion-mapping modernization; unrelated." + "reason": "Dinov2 modernization and Neuron finetuning scaffolding are unrelated." }, { "left": "pull_request:46961", - "right": "pull_request:47035", + "right": "pull_request:47062", "accept": false, - "reason": "Workflow normalization vs Neuron torch-compile backend default; unrelated." + "reason": "Workflow cleanup and IMDb link docs fix are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47003", + "left": "pull_request:46196", + "right": "pull_request:47025", "accept": false, - "reason": "Dinov2/Dino conversion-mapping work vs OpenVINO exporter addition; different infra/features." + "reason": "Wav2Vec2 SDPA dispatch and Diffusion Gemma test fixes are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46995", + "left": "pull_request:46707", + "right": "pull_request:47025", "accept": false, - "reason": "Unlimited OCR model addition vs MLU flash-linear-attention availability; unrelated." + "reason": "FSDP2 migration and Diffusion Gemma test changes are unrelated." }, { - "left": "pull_request:46658", + "left": "pull_request:46836", "right": "pull_request:46965", "accept": false, - "reason": "Step-3.7-Flash model/build scripts vs DeepSeekV4 cache support; unrelated." + "reason": "Unlimited OCR addition and DeepSeek V4 cache support are unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:46965", + "left": "pull_request:46995", + "right": "pull_request:47003", "accept": false, - "reason": "Workflow normalization vs DeepSeekV4 use_cache=False support; unrelated." + "reason": "MLU flash-attention support and OpenVINO exporter work are different changes." }, { - "left": "pull_request:46658", + "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "Step-3.7-Flash model/build scripts vs workflow normalization; unrelated." + "reason": "Generation optimizer changes and workflow normalization are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47025", + "left": "pull_request:46961", + "right": "pull_request:47035", "accept": false, - "reason": "wav2vec2 SDPA dispatch/docs vs DiffusionGemma test skips; unrelated." + "reason": "Workflow cleanup and Neuron compile backend default are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:44517", - "accept": false, - "reason": "Molmo2 model addition vs Qwen3-TTS model addition; both are additions, but they target different models and code paths." - }, - { - "left": "pull_request:45694", - "right": "pull_request:47035", + "right": "pull_request:47025", "accept": false, - "reason": "TrainingArguments batch-size/split-batches fix vs Neuron torch-compile backend default; unrelated." + "reason": "Molmo2 model addition and Diffusion Gemma test fixes are unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47025", + "left": "pull_request:43451", + "right": "pull_request:46266", "accept": false, - "reason": "Native FSDP2 module/migration vs DiffusionGemma test skips; unrelated." + "reason": "Molmo2 model addition and Dinov2 modernization are unrelated." }, { - "left": "pull_request:46995", + "left": "pull_request:46266", "right": "pull_request:47003", "accept": false, - "reason": "MLU flash-linear-attention availability vs OpenVINO exporter; different backend features." + "reason": "Dinov2 modernization and OpenVINO exporter are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the one positive soft-edge verdict is too strong. PR 46903 is not clearly just a broader CohereASR superset of 46958; the packet shows it also bundles a separate PPFormulaNet training-loss fix, so treating the pair as a single same-bug duplicate overstates the evidence. The other negative verdicts look conservative." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -22279,13 +22379,13 @@ "component_index": 1, "component_count": 33, "review_unit_index": 2, - "review_unit_count": 2, + "review_unit_count": 3, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-38", + "cluster_id": "cluster-40546-44", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -22307,23 +22407,33 @@ "pull_request:46957", "pull_request:46958", "pull_request:46961", + "pull_request:46965", "pull_request:46968", "pull_request:46970", "pull_request:46971", "pull_request:46986", "pull_request:47003", "pull_request:47006", - "pull_request:47025", "pull_request:47034", - "pull_request:47035" + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47062" ], "soft_pairs": [ - "pull_request:44517|pull_request:46836", + "pull_request:46196|pull_request:46961", + "pull_request:46658|pull_request:46961", + "pull_request:46961|pull_request:46965", + "pull_request:46658|pull_request:46965", + "pull_request:45694|pull_request:47035", + "pull_request:43451|pull_request:44517", "pull_request:45694|pull_request:46707", + "pull_request:44517|pull_request:46836", "pull_request:44517|pull_request:47003", - "pull_request:43451|pull_request:47025", "pull_request:43451|pull_request:46957", - "pull_request:46196|pull_request:46961", "pull_request:43451|pull_request:46961", "pull_request:46961|pull_request:47003", "pull_request:46961|pull_request:47034", @@ -22336,340 +22446,503 @@ "pull_request:45694|pull_request:46836", "pull_request:46836|pull_request:46895", "pull_request:46912|pull_request:47034", - "pull_request:43451|pull_request:46968", "pull_request:46968|pull_request:47003", "pull_request:46895|pull_request:46958", + "pull_request:46907|pull_request:47055", + "pull_request:46949|pull_request:47056", "pull_request:46950|pull_request:46971", + "pull_request:46950|pull_request:47058", + "pull_request:46971|pull_request:47058", + "pull_request:46926|pull_request:47054", + "pull_request:46908|pull_request:47057", "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:46907|pull_request:46927", "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:47054", + "pull_request:46926|pull_request:47057", "pull_request:46908|pull_request:46926", "pull_request:46986|pull_request:47006", - "pull_request:46907|pull_request:46949", + "pull_request:47054|pull_request:47055", "pull_request:46970|pull_request:47006", + "pull_request:47057|pull_request:47058", "pull_request:46970|pull_request:46986", + "pull_request:46907|pull_request:47054", + "pull_request:47055|pull_request:47056", + "pull_request:46907|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:46907|pull_request:46949", + "pull_request:46970|pull_request:47055", "pull_request:46907|pull_request:46986", "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:47003", + "pull_request:46707|pull_request:46836", "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:46196", + "pull_request:46196|pull_request:47003", "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47003", - "pull_request:43451|pull_request:46196", "pull_request:43451|pull_request:47003", "pull_request:43451|pull_request:47034", "pull_request:43451|pull_request:47035", "pull_request:43451|pull_request:46912", - "pull_request:46196|pull_request:47003", "pull_request:47003|pull_request:47034", - "pull_request:47003|pull_request:47035", - "pull_request:46912|pull_request:47003", - "pull_request:46836|pull_request:47035", - "pull_request:46836|pull_request:46912" + "pull_request:47003|pull_request:47035" ], - "prepared_review_unit_hash": "606bfa11eb5f335fa10f3c5a8170b5ab670dea2588f8738fafa3444413c8727d", + "prepared_review_unit_hash": "e856be51c83ccdc85e4f5778c74beb41b4ee56db8c6cdf57a7f0f3209898f470", "component_budget": { - "node_count": 38, - "item_count": 38, - "soft_pair_count": 125, - "serialized_chars": 137698, - "estimated_input_tokens": 34425, - "estimated_eval_tokens": 69106 + "node_count": 44, + "item_count": 44, + "soft_pair_count": 148, + "serialized_chars": 161284, + "estimated_input_tokens": 40321, + "estimated_eval_tokens": 80898 }, "budget": { - "node_count": 29, - "item_count": 29, - "soft_pair_count": 53, - "serialized_chars": 84915, - "estimated_input_tokens": 21229, - "estimated_eval_tokens": 42714 + "node_count": 35, + "item_count": 35, + "soft_pair_count": 72, + "serialized_chars": 105197, + "estimated_input_tokens": 26300, + "estimated_eval_tokens": 52856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity cluster of unrelated PRs (new model additions, doc/exporter changes, test fixes, and infra work). The only clear duplicate pair is the CohereASR training-loss double-shift fix.", - "confidence": 0.97, + "summary": "This is a heterogeneous cluster: most edges are false-positive similarity matches across unrelated PRs, with a few true duplicate families in CohereASR, EdgeTam, Whisper, Mamba2, DeepSeekV3.2, and MiniMax-M3-VL.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46895 is the best canonical representative because it directly targets issue 46894 and fixes the concrete CohereASR double-shift loss bug; PR 46958 is the same fix with a different implementation.", + "canonical_pr_reason": "No single canonical PR for the whole cluster: the items split into several unrelated duplicate families plus many independent model additions/docs/exporter changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the best PR in this cluster because it is the only clearly duplicate-supported, issue-linked fix and cleanly represents the underlying bug.", + "best_pr_reason": "No single global best PR: the cluster is not one duplicate set, so any single representative would be misleading.", "soft_edge_verdicts": [ { - "left": "pull_request:44517", - "right": "pull_request:46836", + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "Unrelated changes: wav2vec2 SDPA dispatch docs/model work vs a Serge normalization workflow." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Different PR themes: Step-3.7-Flash model conversion/build scripts vs workflow normalization." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46965", + "accept": false, + "reason": "Different bugs: workflow normalization vs DeepSeek V4 use_cache=False support." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46965", + "accept": false, + "reason": "Unrelated models/features: Step-3.7-Flash work vs DeepSeek V4 cache handling." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47035", + "accept": false, + "reason": "Same file but different changes: split_batches batch-size fix vs torch-compile backend default selection." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "Different model additions (VibeVoice vs Unlimited OCR); not the same change or bug." + "reason": "Both add new model support, but for different models and code paths (Molmo2 vs Qwen3-TTS)." }, { "left": "pull_request:45694", "right": "pull_request:46707", "accept": false, - "reason": "Trainer batch-size/split-batches fix vs FSDP2 infrastructure work; unrelated code paths." + "reason": "Unrelated: Trainer batch-size behavior vs native FSDP2 module/migration." }, { "left": "pull_request:44517", - "right": "pull_request:47003", + "right": "pull_request:46836", "accept": false, - "reason": "Different features entirely: VibeVoice model support vs OpenVINO exporter." + "reason": "Different model additions: Qwen3-TTS vs Unlimited OCR." }, { - "left": "pull_request:43451", - "right": "pull_request:47025", + "left": "pull_request:44517", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition vs Diffusion Gemma test cleanup; unrelated." + "reason": "Different subsystems: Qwen3-TTS model support vs OpenVINO exporter support." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model addition vs RoPE behavior changes; not the same bug/change." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46961", - "accept": false, - "reason": "wav2vec2 SDPA support vs Serge branch-normalization workflow; unrelated." + "reason": "Molmo2 model support and finegrained FP8 work are unrelated changes." }, { "left": "pull_request:43451", "right": "pull_request:46961", "accept": false, - "reason": "Model addition vs workflow automation; unrelated." + "reason": "Model addition vs workflow normalization; not the same underlying change." }, { "left": "pull_request:46961", "right": "pull_request:47003", "accept": false, - "reason": "Branch-normalization workflow vs OpenVINO exporter; unrelated." + "reason": "Workflow normalization and OpenVINO exporter are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47034", "accept": false, - "reason": "Workflow automation vs Neuron SFT experiment; different changes." + "reason": "Workflow normalization vs Neuron SFT experiment; different scope and code paths." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE test/model work vs workflow automation; unrelated." + "reason": "RoPE test improvements vs workflow normalization are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46895", "accept": false, - "reason": "Step-3.7-Flash model support vs CohereASR loss fix; different models and bugs." + "reason": "Step-3.7-Flash conversion/scripts vs CohereASR loss fix are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:45694", "accept": false, - "reason": "Molmo2 addition vs Trainer argument fix; unrelated." + "reason": "Different areas: model addition (Molmo2) vs TrainingArguments behavior fix." }, { "left": "pull_request:43451", "right": "pull_request:46895", "accept": false, - "reason": "Molmo2 addition vs CohereASR training-loss fix; unrelated." + "reason": "Molmo2 support and CohereASR training-loss fix are unrelated." }, { "left": "pull_request:45694", "right": "pull_request:47003", "accept": false, - "reason": "Trainer batch-size fix vs OpenVINO exporter; unrelated." + "reason": "Trainer argument fix vs OpenVINO exporter addition are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47003", "accept": false, - "reason": "CohereASR loss bug vs OpenVINO exporter; unrelated." + "reason": "CohereASR loss fix and OpenVINO exporter are unrelated." }, { "left": "pull_request:45694", "right": "pull_request:46836", "accept": false, - "reason": "Trainer split-batches fix vs Unlimited OCR model addition; unrelated." + "reason": "TrainingArguments fix vs Unlimited OCR model addition are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46895", "accept": false, - "reason": "Unlimited OCR addition vs CohereASR training-loss fix; unrelated." + "reason": "Different models and problems: Unlimited OCR support vs CohereASR training-loss fix." }, { "left": "pull_request:46912", "right": "pull_request:47034", "accept": false, - "reason": "RoPE testing/model changes vs Neuron SFT experiment; unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46968", - "accept": false, - "reason": "Molmo2 addition vs docs autolink cleanup; unrelated." + "reason": "RoPE test coverage work vs Neuron SFT experiment are not the same bug/change." }, { "left": "pull_request:46968", "right": "pull_request:47003", "accept": false, - "reason": "Docs autolink cleanup vs OpenVINO exporter; unrelated." + "reason": "Docs autolink cleanup vs OpenVINO exporter support are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same code path; the two PRs differ only in implementation details." + "reason": "Same CohereASR training-loss double-shift fix in the same files; 46958 is just a different implementation of the same correction." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47055", + "accept": true, + "reason": "Same EdgeTam bug: both strip post-processing-only kwargs before calling the backbone, with 47055 extending the cleanup." + }, + { + "left": "pull_request:46949", + "right": "pull_request:47056", + "accept": true, + "reason": "Same Whisper cache-state initialization fix; 47056 is the Whisper-only slice of the earlier PR." }, { "left": "pull_request:46950", "right": "pull_request:46971", - "accept": false, - "reason": "Same model area (Mamba2) but not the same concrete fix: one changes runtime behavior, the other only adjusts test loading." + "accept": true, + "reason": "Same Mamba2 OOM integration-test fix family in the same test file; both are the same torch_dtype-based workaround." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47058", + "accept": true, + "reason": "Same Mamba2 OOM fix family; 47058 is another revision of the same test/runtime workaround." + }, + { + "left": "pull_request:46926", + "right": "pull_request:47054", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error fix: both add an offload folder for auto device-map loading." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47057", + "accept": true, + "reason": "Same DeepSeekV3.2 load_error fix: both add an offload folder for auto device-map loading." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Different models and failures (Whisper/AudioFlamingo3 vs Mamba2); not the same bug." + "reason": "Different models and bugs: Whisper/Audiobaseline cache issue vs Mamba2 OOM issue." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47057", + "accept": false, + "reason": "Different models and load failures: MiniMax-M3-VL vs DeepSeekV3.2." }, { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "Audio/Whisper cache fix vs PEFT integration load flag; unrelated." + "reason": "Whisper cache fix vs PEFT integration load behavior change are unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46949", "accept": false, - "reason": "GLM46V input handling vs audio/Whisper cache fix; different bugs." + "reason": "GLM46V input-casting fix and Whisper cache fix are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46927", "accept": false, - "reason": "EdgeTam forward-kwarg cleanup vs GLM46V input casting; unrelated." + "reason": "Different model families and code paths: EdgeTam vs GLM46V." }, { - "left": "pull_request:46907", - "right": "pull_request:46949", + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM46V input-casting fix and Mamba2 OOM test fix are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47054", + "accept": false, + "reason": "DeepSeekV3.2 and MiniMax-M3-VL are different model-specific load fixes." + }, + { + "left": "pull_request:46926", + "right": "pull_request:47057", + "accept": false, + "reason": "MiniMax-M3-VL and DeepSeekV3.2 load_error fixes are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", "accept": false, - "reason": "EdgeTam kwarg cleanup vs audio/Whisper cache fix; unrelated." + "reason": "Different models and failures; not the same underlying change." }, { "left": "pull_request:46986", "right": "pull_request:47006", "accept": false, - "reason": "Different models (glm_ocr vs gemma3) and different fixes; same failure label is not enough." + "reason": "Both mention output mismatch, but they are for different models and different fixes." }, { "left": "pull_request:46970", "right": "pull_request:47006", "accept": false, - "reason": "MusicGen Melody test fix vs Gemma3 generation fix; unrelated." + "reason": "MusicGen Melody output-mismatch fix vs Gemma3 output-mismatch fix are different model-specific issues." + }, + { + "left": "pull_request:47057", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeekV3.2 load_error fix vs Mamba2 OOM fix are unrelated." }, { "left": "pull_request:46970", "right": "pull_request:46986", "accept": false, - "reason": "MusicGen Melody test fix vs glm_ocr test fix; different models." + "reason": "Different model families and failure modes; only broad symptom text overlaps." }, { - "left": "pull_request:46907", - "right": "pull_request:47006", + "left": "pull_request:46970", + "right": "pull_request:47055", "accept": false, - "reason": "EdgeTam model fix vs Gemma3 generation fix; unrelated." + "reason": "MusicGen Melody output mismatch vs EdgeTam import_or_config failure are unrelated." }, { "left": "pull_request:46907", - "right": "pull_request:46970", + "right": "pull_request:47006", "accept": false, - "reason": "EdgeTam fix vs MusicGen Melody test fix; unrelated." + "reason": "EdgeTam fix vs Gemma3 output mismatch are unrelated." }, { "left": "pull_request:46907", - "right": "pull_request:46986", + "right": "pull_request:46970", "accept": false, - "reason": "EdgeTam fix vs glm_ocr test fix; unrelated." + "reason": "Different model-specific fixes: EdgeTam vs MusicGen Melody." }, { - "left": "pull_request:46707", - "right": "pull_request:47034", + "left": "pull_request:46907", + "right": "pull_request:46949", "accept": false, - "reason": "FSDP2 migration vs Neuron SFT experiment; shared trainer touchpoints are too broad to be a duplicate." + "reason": "EdgeTam kwarg cleanup and Whisper cache-state fix are separate bugs." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:46970", + "right": "pull_request:47056", "accept": false, - "reason": "Step-3.7-Flash model work vs Unlimited OCR model addition; different models." + "reason": "MusicGen Melody output mismatch vs Whisper cache-state fix are unrelated." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:46907", + "right": "pull_request:46986", "accept": false, - "reason": "VibeVoice model addition vs Molmo2 model addition; different models." + "reason": "EdgeTam and GLM OCR are different model-specific fixes." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46707", + "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 addition vs Unlimited OCR addition; different model implementations." + "reason": "Native FSDP2 migration and Neuron SFT experiment are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46658", + "left": "pull_request:46836", + "right": "pull_request:47062", "accept": false, - "reason": "Molmo2 addition vs Step-3.7-Flash model work; unrelated." + "reason": "Unlimited OCR model support vs IMDb link docs cleanup are unrelated." }, { "left": "pull_request:46658", - "right": "pull_request:47003", + "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7-Flash model work vs OpenVINO exporter; unrelated." + "reason": "Step-3.7-Flash model work and Unlimited OCR model addition are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46196", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition vs wav2vec2 SDPA support; unrelated." + "reason": "Molmo2 model support and OpenVINO exporter support are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter vs Neuron SFT experiment; different subsystems." + "reason": "OpenVINO exporter work and Neuron SFT experiment are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47035", "accept": false, - "reason": "OpenVINO exporter vs neuron compile-backend default; unrelated." - }, + "reason": "OpenVINO exporter support and torch-compile backend defaulting 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": 33, + "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-40546-44", + "nodes": [ + "pull_request:43451", + "pull_request:46707", + "pull_request:46836", + "pull_request:46912", + "pull_request:47003", + "pull_request:47035" + ], + "soft_pairs": [ + "pull_request:46912|pull_request:47003", + "pull_request:46836|pull_request:47035", + "pull_request:46836|pull_request:46912", + "pull_request:43451|pull_request:46707" + ], + "prepared_review_unit_hash": "252ca291668d43a60d98181c63773977820a3b624321425146cdb0fb42293f22", + "component_budget": { + "node_count": 44, + "item_count": 44, + "soft_pair_count": 148, + "serialized_chars": 161284, + "estimated_input_tokens": 40321, + "estimated_eval_tokens": 80898 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 16748, + "estimated_input_tokens": 4187, + "estimated_eval_tokens": 8630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All six PRs are distinct feature or infrastructure changes; none of the proposed soft edges look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR cluster emerges here; the PRs cover unrelated areas, so there is no canonical duplicate PR to merge them into.", + "best_issue_reason": null, + "best_pr_reason": "PR #43451 is the broadest self-contained change in the set (new Molmo2 model support with docs, code, and tests), so it is the most reasonable standalone representative if one must be chosen.", + "soft_edge_verdicts": [ { "left": "pull_request:46912", "right": "pull_request:47003", "accept": false, - "reason": "RoPE testing/model changes vs OpenVINO exporter; unrelated." + "reason": "RoPE test expansion and OpenVINO exporter work are different features with different code paths; shared model filenames are incidental, not duplicate evidence." }, { "left": "pull_request:46836", "right": "pull_request:47035", "accept": false, - "reason": "Unlimited OCR model addition vs neuron compile-backend default; unrelated." + "reason": "Adding Unlimited OCR support is unrelated to changing torch-compile defaults for Neuron." }, { "left": "pull_request:46836", "right": "pull_request:46912", "accept": false, - "reason": "Unlimited OCR model addition vs RoPE test/model work; unrelated." + "reason": "A new model integration and RoPE test improvements are not the same bug or change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Molmo2 model support and native FSDP2 migration are unrelated PRs touching different parts of the stack." } ] }, @@ -22699,12 +22972,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "f7f55dcc45764d3421bb76208e0fa867cd523b38267efa8186eb58af0e973cc3", + "prepared_review_unit_hash": "65bef7c382f60425c18e75cdc579b7be9bca450cb921a4582c33c65d4c2fd834", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -22712,7 +22985,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -22721,18 +22994,18 @@ "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 do not look like the same underlying change and should not be clustered as duplicates.", + "summary": "These are unrelated PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and user-facing features.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other. If forced to pick one as the cluster representative, 40755 is the broader feature addition, but it is not a canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different APIs, different codepaths, and different filenames. One adds TimesFM forecasting with external covariates; the other adds DINOv3 image classification support. They are not mergeable as one PR and do not fix the same bug/change." + "reason": "Different models and different functionality: TimesFM forecasting with covariates vs DINOv3 image classification. They do not fix the same concrete bug/change and would not plausibly merge into one PR." } ] }, @@ -22834,8 +23107,8 @@ "pull_request:46267" ], "soft_pairs": [ - "pull_request:41855|pull_request:43823", "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", @@ -22853,148 +23126,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "c5434fb687388fd7da550574196eabc4e9ab426884dd96ca2bfa2aa7170d731a", + "prepared_review_unit_hash": "c92d54ae87d6cfb600a7424c5570bf48958c6a711e9c5ca02e9d75a5c199d097", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34790, - "estimated_input_tokens": 8698, - "estimated_eval_tokens": 17652 + "serialized_chars": 34786, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34790, - "estimated_input_tokens": 8698, - "estimated_eval_tokens": 17652 + "serialized_chars": 34786, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft duplicate pair stands out: the two `fixed_cross_entropy` PRs (43251 and 43254) address the same underlying kwargs-forwarding bug. The rest are either unrelated changes or only share a broad subsystem/test area.", - "confidence": 0.96, + "summary": "Only one soft edge looks like a true duplicate: the two `fixed_cross_entropy` PRs against issue 43240. The rest are unrelated changes that happen to share broad themes like model additions, auto-mapping, or tests, but not the same concrete fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR for the cross-entropy bug: it explicitly targets issue 43240 and contains the broader fix for forwarding supported `cross_entropy` kwargs.", + "canonical_pr_reason": "PR 43251 is the better canonical representative of the duplicate pair: it explicitly targets issue 43240, has substantially more review activity, and already contains the full `cross_entropy` kwargs pass-through change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative in this set because it directly fixes the concrete `fixed_cross_entropy` kwargs bug and is issue-linked; the alternative PR is a smaller variant of the same change.", + "best_pr_reason": "PR 43251 is the best overall representative because it is the only clearly duplicate-aligned change in the set and is the more established version of that fix; the other PRs are unrelated enough that they should not anchor the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Different targets: Mistral tokenizer API additions vs adding MobileLLM model files; no shared code-path bug." + "reason": "Different subsystems and problems: Mistral tokenizer methods vs ExecuTorch dynamic-shape export testing." }, { "left": "pull_request:41855", - "right": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method additions and an Executorch export test are unrelated changes." + "reason": "Tokenizer utility additions and a new MobileLLM model implementation are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs a new model addition; only broad project overlap." + "reason": "Processor auto-loading robustness vs adding MobileLLM are different code paths and fixes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix and MobileLLM model addition are different concrete changes." + "reason": "Loss helper kwargs plumbing and a new model implementation do not address the same bug/change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs forwarding is unrelated to Mistral4 test/model changes." + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export test vs Mistral4 tests; not the same bug or change." + "reason": "ExecuTorch dynamic export tests and Mistral4 fixes are separate concerns." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "A dynamic-shapes export test and a new model import are unrelated." + "reason": "Dynamic-shape export testing and a new model addition are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code vs config resolution order fix; no shared underlying issue." + "reason": "Adding MobileLLM and changing `cls.config` resolution are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Different model implementations/refactors in unrelated files; not one mergeable fix." + "reason": "A new model implementation and Falcon output-collection refactoring do not overlap as the same fix." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output refactor and model-creation skill docs/templates are not the same code-path problem." + "reason": "Falcon model refactoring and the model-creation skill are unrelated; one is code, the other is tooling/docs scaffolding." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 tests are unrelated." + "reason": "Falcon interface refactor and Mistral4 test fixes are different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` spelling normalization across CLIP-like models are different bugs." + "reason": "Mistral4 test fixes are unrelated to the `layrnorm` rename/conversion-mapping cleanup." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests vs chat parsing updates do not fix the same issue." + "reason": "Mistral4 test fixes and chat parsing updates are unrelated features." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel integration are unrelated changes." + "reason": "Mistral4 test fixes and the TDT loss kernel integration are unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "A model test PR and a config-resolution fix are different concrete problems." + "reason": "Mistral4 tests and config-resolution ordering are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model tests vs a model-creation skill PR; no common bug or code-path." + "reason": "Mistral4 tests and the new-model skill are not the same underlying bug/change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM implementation and model-creation skill scaffolding are not the same change." + "reason": "A specific model addition and a repo skill/docs scaffold are not duplicates." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` kwargs-forwarding issue in `loss_utils.py`; one is a fuller version of the same concrete patch." + "reason": "Both PRs implement the same concrete fix in `loss_utils.py`: forward supported kwargs such as `weight` and `label_smoothing` into `nn.functional.cross_entropy` for issue 43240." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative. The only accepted soft-edge pair, 43251/43254, is well supported by the packet: both target the same `src/transformers/loss/loss_utils.py` bug and share issue 43240. The other pairs are reasonably rejected as unrelated feature/model/test changes rather than the same mergeable bugfix." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-aligned pair is PR 43251/43254, and they are mergeable as the same `fixed_cross_entropy` bugfix in `loss_utils.py`. The rest of the soft-edge rejections are consistent with the diffs and titles, and the canonical choice of 43251 is supported by the explicit issue link and higher review activity." }, "evaluator_used": true, "retried": false, @@ -23021,7 +23294,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "ea5d1701d94423b40b9c0bcfda4d5a1b962ee6e661bbc3df752f35bd3cace206", + "prepared_review_unit_hash": "614ddd1be7747edd5bcdb3b2d53d948b7db0cf81be1629a23e7c6f35eb79907e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23043,18 +23316,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are GitHub Actions maintenance upgrades, but they address different action ecosystems and different upgrade goals: one is for Node 24 compatibility of core workflow actions, the other updates Docker/build-related actions to newer versions.", - "confidence": 0.94, + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different upgrade goals; they are related maintenance work, not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR because its scope and title are clearer, and it covers the broader set of workflow-action upgrades tied to the Node 24 compatibility theme.", + "canonical_pr_reason": "PR 42975 is the more specific, self-contained upgrade: it focuses on core workflow actions (checkout/cache/upload-artifact) for Node 24 compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster since it is the more comprehensive and better-scoped GitHub Actions upgrade PR.", + "best_pr_reason": "PR 42975 is the best representative for this cluster because it has a clear, concrete theme and is easier to identify as the canonical 'workflow actions compatibility upgrade' PR than the broader, less specific 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying change sets: 42975 upgrades general workflow actions for Node 24 compatibility, while 42976 updates docker/build-push and a few related actions. They touch the same broad area but not the same concrete bug or mergeable change." + "reason": "Both are GitHub Actions dependency bumps, but they change different actions and address different upgrade concerns (Node 24 compatibility vs latest docker/build-push-action and related updates). They are not the same concrete fix and would not naturally be merged as one PR." } ] }, @@ -23089,58 +23362,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "dd75b8171197a3f7d71f4a7f5a4d27ddcb818cc98ec859e613dd20f37eeedf9c", + "prepared_review_unit_hash": "3e4743b167511440dabf14de6757b252f23b71786b2827b59f552e9917cf614e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13042, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13042, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "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 efforts (ViT NEPA, Molmo, CTSM, Step3.7) that only overlap on shared docs/auto-registry plumbing. The similarity is superficial and they do not look like duplicate fixes or mergeable into one PR.", - "confidence": 0.96, + "summary": "These are four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). They share boilerplate docs/auto-registry edits, but each targets a different model and code path, so none look like duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. If a PR must be chosen as the cluster representative, #46562 is the strongest candidate because it is the most developed/high-activity model addition, but it is still unrelated to the other PRs at the code-change level.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#46562 is the best representative of the set by completeness and review activity, but the cluster is not a duplicate group; the other PRs are distinct model implementations rather than alternate fixes for the same problem.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and different implementations; overlap is only in shared model-registration/docs infrastructure, not the same underlying bug or change." + "reason": "Different models and implementations (ViT NEPA vs Molmo); overlap is only generic docs/auto-registration boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are unrelated model additions with different files and code paths; shared auto/docs edits are too generic to justify duplication." + "reason": "Different model families and files; no shared underlying bug or single code change to merge." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model integrations; they touch common framework files but do not fix or add the same concrete feature." + "reason": "Molmo and CTSM are distinct model integrations with separate configs/modeling/tests, so not the same change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3.7 are separate model PRs with different model families and support code; similarity is limited to generic registry/documentation updates." + "reason": "Both are model additions in time-series/vision areas, but they implement different models (CTSM vs Step3p7) with different code paths and outputs." } ] }, @@ -23189,12 +23462,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "0a1d0ef91233c043ad8700c1aeb0b15b2a287bb854fde8840fd6a5406078899d", + "prepared_review_unit_hash": "1de2e64432631f4479af77d3ad02f18dcbbbd2d28e15fca53705ea14bbc02278", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, + "serialized_chars": 19603, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -23202,7 +23475,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, + "serialized_chars": 19603, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -23211,112 +23484,109 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous test/CI/model-fix PRs that do not look like duplicates. The only clear duplicate-like pair is the two YOLOS PRs, which both target the same device_map-related YOLOS device mismatch on the same file and issue.", - "confidence": 0.84, + "summary": "Most items are unrelated PRs. The only close pair is the two YOLOS device-mismatch fixes, but they are not the same concrete change: one only adds no-split modules for `device_map=\"auto\"`, while the other also moves mid-position embeddings to the hidden state device and includes the same split-module tweak.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46886 is the cleanest canonical representative if one must pick from this cluster: it has the precise YOLOS device_map auto title and an explicit issue target (46869), making it the most specific identifier for the shared bug.", + "canonical_pr_reason": "Pick PR 46922 as the canonical PR: it is the most complete YOLOS fix, touching the actual failing code path and including the device placement correction plus the split-module safeguard.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest standalone fix for the YOLOS problem because it contains the concrete forward-pass device placement correction and the matching _no_split_modules adjustment, directly addressing the runtime mismatch.", + "best_pr_reason": "PR 46922 is the best representative because it directly addresses the runtime mismatch in `modeling_yolos.py` and subsumes the narrower device-map fix in 46886.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are vague test-only PRs with different models and no shared bug path; they do not look mergeable as one fix." + "reason": "Both are tiny test-only fixes with different models and no shared bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test cleanup is unrelated to the FP8/dequant loader and kernel changes." + "reason": "Whisper tokenizer/test cleanup and FP8 dequant logic are unrelated subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test changes and generation/watermarking/CI validation changes are unrelated." + "reason": "Whisper tests vs generation watermarking/model-loading changes are unrelated." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to YOLOS device placement fixes." + "reason": "Whisper test/tokenizer changes do not match the YOLOS device-mismatch fix." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Dummy test edits for CLIP/ViT are unrelated to Phimoe CI/environment changes." + "reason": "Model test assertion edits and Phimoe CI integration changes are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and different failure modes; no shared underlying bug." + "reason": "Different models and problems: test failures vs FP8 dequantization." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "These target unrelated test files versus generation config/runtime validation." + "reason": "Both are broad test-related PRs, but they fix different bugs in different areas." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Vague model test edits are not the same concrete YOLOS runtime bug." + "reason": "Model test-only changes are not the same as the YOLOS runtime device mismatch fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8/dequant fixes are unrelated to Phimoe CI memory/device test infrastructure." + "reason": "FP8 dequantization/loading logic and Phimoe CI memory/device-map setup are different issues." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: FP8 quantization/loading versus generation watermarking validation." + "reason": "Different code paths: FP8 quantization vs generation configuration validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No overlap in model, failure mode, or code path; one is FP8/dequant, the other YOLOS device mismatch." + "reason": "FP8 kernel/loading fixes are unrelated to YOLOS device placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config/watermarking validation and Phimoe CI runner setup are unrelated." + "reason": "Generation watermarking validation and Phimoe CI/device-map behavior are different failures." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "These are different model/runtime areas with no shared concrete bug." + "reason": "Generation config watermarking fix is unrelated to the YOLOS device mismatch." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory patching for Phimoe integration is unrelated to YOLOS device splitting/device placement." + "reason": "Phimoe CI infrastructure changes do not share the same bug or code path as YOLOS." }, { "left": "pull_request:46886", "right": "pull_request:46922", - "accept": true, - "reason": "Both PRs target the same YOLOS device_map='auto' mismatch on the same file and issue target, and their changes are complementary parts of one concrete fix." + "accept": false, + "reason": "They share the same issue target, but they are not the same fix: 46886 only adds `_no_split_modules`, while 46922 also patches the forward pass device placement; these could not be merged as one single identical PR." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most PRs are clearly unrelated test/CI/runtime changes, and the only plausible duplicate-like pair is the YOLOS pair on the same file and issue target. The soft-edge rejections are conservative and do not overstate the evidence." - }, - "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 }, @@ -23342,52 +23612,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "a496e0d95eb9e4232469ebf455d310d8cd289b7023ba1d2098308f68de33dd4d", + "prepared_review_unit_hash": "5c4e78cf68f9e5a4d1cabc60e7358d8a57c7b0f5069560382d97821e1d4441af", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items look like unrelated '[don't merge]' test PRs. They share superficial CI/testing similarity, but they change different code paths and files, so none should be treated as duplicates of the others.", - "confidence": 0.96, + "summary": "These are three unrelated synthetic \"don't merge\" PRs: one changes setup/dependency/versioning, one rewrites CI/testing workflow plumbing, and one flips a security-gate workflow trigger. No pair looks like the same underlying fix or mergeable as a single PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the most representative artifact in the cluster because it has the broadest CI/workflow diff and the most discussion activity, but it is still not a duplicate of the others.", + "canonical_pr_reason": "PR 43532 is the broadest/hub-like change in the cluster, touching multiple workflow and test-related files, so it is the most representative member even though it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best single representative for the cluster: it is the most informative multi-file change, while 43488 is mainly setup/version/test noise and 46747 is a narrow workflow-trigger tweak.", + "best_pr_reason": "PR 43532 is the most central representative by surface area and connectivity, but it still is not a suitable duplicate target because it addresses a different CI/testing change than the other two.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Reject: these touch different areas entirely \u2014 setup/dependency/versioning and a Vit test versus a PR security-gate workflow change. The shared 'test PR' context is not enough to make them the same underlying change." + "reason": "Reject: setup/version/dependency changes versus a security-gate workflow trigger change are unrelated code paths, despite superficial similarity." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the only overlap is a shared Vit test filename, but the diffs are about different subsystems (packaging/dependencies versus workflows/testing utilities). They do not look like the same bug or change." + "reason": "Reject: the only overlap is a test file; one PR edits packaging/versioning, the other CI workflow/testing helper plumbing. Not the same bug or change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Reject: both are CI/workflow themed, but they modify different workflow files and different code paths. They would not plausibly be merged as one PR fixing the same concrete problem." + "reason": "Reject: both mention workflows, but they change different workflow logic and different scopes. They are not the same concrete fix and would not be merged as one PR." } ] }, @@ -23417,7 +23687,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "9fd3a34473d6496c0523875e2db280385974de53cd51b4a832ef64780fda5cb0", + "prepared_review_unit_hash": "29bf98b6a2823f53f09149737fd9551b22733896afbf43c33b2b391174e5b078", "component_budget": { "node_count": 2, "item_count": 2, @@ -23439,18 +23709,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct PRs adding different new pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share documentation and registry scaffolding, but the model integrations, tests, and pipeline files target different functionality, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These are two separate pipeline-addition PRs for different features: promptable concept segmentation vs promptable visual segmentation. They share a lot of scaffolding, but they are not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single representative is needed, 43613 is the broader PR, with more model integrations and tests; however, it is not a duplicate of 43612.", + "canonical_pr_reason": "No true duplicate exists in this cluster; if a single representative is needed, #43613 is the broader/more feature-complete PR, but it addresses a different pipeline than #43612.", "best_issue_reason": null, - "best_pr_reason": "43613 is the stronger standalone representative because it covers a wider set of backends and has more supporting tests, while still being clearly separate from 43612.", + "best_pr_reason": "#43613 is the better representative of the cluster because it is the more extensive pipeline addition and includes more model/test coverage, but it should not be treated as a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different feature work: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation. They share infrastructure files, but they do not fix the same code-path problem and would not plausibly merge into one PR." + "reason": "Different concrete changes: concept segmentation vs visual segmentation. Similar docs, registry, and pipeline scaffolding are expected, but the target tasks, pipeline class names, and model/test files differ enough that they should remain separate PRs." } ] }, @@ -23480,7 +23750,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "bb5e3d37add84cb441f9ecb8dcb0305504dd8df826ffedc08afd5008a41aa8de", + "prepared_review_unit_hash": "f2c0b58cb44768599697cf277c3b10a43e5e7922b073988e8434ca98c87f0ab3", "component_budget": { "node_count": 2, "item_count": 2, @@ -23502,18 +23772,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests both touch `trainer.py` but address different trainer extensibility points: 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, + "summary": "Two open PRs touch the same trainer file but implement different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not duplicates of the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs modify different code paths and solve unrelated trainer behaviors.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the more self-contained functional change, but it is not a duplicate of 43663; 43663 is a separate refactor around column filtering.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different behaviors and code paths in `trainer.py`: loss scaling during training step vs. signature-column selection for dataset filtering. Shared file alone is not enough to treat them as the same change." + "reason": "Different code paths and behaviors: 43651 changes training_step loss normalization for gradient accumulation, while 43663 adds _get_signature_columns to customize input column filtering. Same file/subsystem, but not the same bug or mergeable change." } ] }, @@ -23543,7 +23813,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "a52dbfa028036a432fc38b3abcf5aef26975f617d479499112d630ed76aba511", + "prepared_review_unit_hash": "345bbfb5df2036171f95cf8c9e4fc01b7b558d13690b10373bcf371121a44e50", "component_budget": { "node_count": 2, "item_count": 2, @@ -23565,18 +23835,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the same CLI file and the same general area of type-annotation handling, but they address different failure modes and are not clearly the same fix.", - "confidence": 0.85, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they fix different runtime annotation issues in different code paths. They are related, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader, issue-linked CLI NameError fix and makes the main annotation/runtime typing cleanup in serve.py.", + "canonical_pr_reason": "PR 43842 is the better canonical PR for this cluster because it directly addresses the TypeAdapter NameError path with the narrowest fix and clearest trigger (pydantic import handling).", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the better representative of the cluster because it is the more direct and substantive fix for the CLI import/type-annotation problem.", + "best_pr_reason": "PR 43842 is the best representative because it has the clearest, most specific bug statement and a focused fix in the relevant validation path.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Related but not the same concrete bug fix: 43656 adds postponed annotations and broader typing cleanup, while 43842 narrowly gates TypeAdapter for missing-pydantic cases. They could both land separately in the same file, but they do not look like duplicates or one mergeable PR for the same underlying change." + "reason": "Both edit src/transformers/cli/serve.py and both involve NameError-type annotation issues, but 43656 is about postponing evaluation of several other type hints while 43842 specifically avoids importing TypeAdapter at runtime when pydantic is absent. Different concrete failures, so not the same change." } ] }, @@ -23674,6 +23944,7 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", + "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -23722,33 +23993,31 @@ "pull_request:44071|pull_request:44085", "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", "pull_request:44017|pull_request:44071", - "pull_request:43997|pull_request:44073", + "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:44073|pull_request:44161", "pull_request:44018|pull_request:44059", - "pull_request:44056|pull_request:44101", - "pull_request:44059|pull_request:44068", + "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:43997|pull_request:44018", "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:44018|pull_request:44161", - "pull_request:43997|pull_request:44071", "pull_request:44010|pull_request:44071", "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", @@ -23766,363 +24035,437 @@ "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:44044|pull_request:44154", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "9e3ebcdc833fcf9db967cd95f7d359c93b38f9b8172ed5f881254b3dd1693296", + "prepared_review_unit_hash": "1979fdba8a04447432fba150cd3cf5cbcfacf897b5e32bdba9398306c8a7a085", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84901, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "soft_pair_count": 76, + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 }, "budget": { - "node_count": 27, - "item_count": 27, + "node_count": 28, + "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 75098, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 76930, + "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 a collection of separate model-specific output-tracing refactors rather than one duplicate change. The clearest duplicate lines are the GPT-J/CodeGen group and the GPT-Neo pair; the rest are broadly similar but not mergeable as the same fix.", - "confidence": 0.86, + "summary": "This cluster is mostly a wave of model-by-model refactors to standardized output tracing/decorator-based capture. Most PRs are related thematically but not duplicates; the only strong duplicate-like overlaps are within the same model family/code path, especially GPT-J/CodeGen and GPT-Neo.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest canonical representative of the actual duplicate subcluster because it is the most complete GPT-J/CodeGen output-tracing consolidation and has the clearest explicit issue linkage; the other PRs are mostly distinct per-model migrations.", + "canonical_pr_reason": "PR #44722 is the clearest representative of the repeated GPT-J/CodeGen output-tracing refactor: it targets the same concrete code paths as the earlier GPT-J PRs, has an explicit issue link, and appears to be the most polished/latest variant of that specific change.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best overall representative of the cluster because it captures the most concrete duplicate line of work and is the most explicit, consolidated version of that shared refactor; the remaining PRs are largely separate model-by-model changes.", + "best_pr_reason": "PR #44722 is the best standalone exemplar of the cluster because it captures the core change pattern with concrete model code, explicit issue linkage, and enough scope to represent the duplicate GPT-J/CodeGen refactor work.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; only the generic output-tracing pattern matches." + "reason": "Same broad output-tracing theme, but different models and code paths (CVT/FNet vs GPT-J); not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model code paths; same refactor theme is not enough to merge." + "reason": "Both are standardized output-tracing refactors, but they touch different architectures and different concrete implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same concrete code path and are plausibly one mergeable change line." + "accept": false, + "reason": "Same GPT-J family and same tracking issue, but #44085 is a narrower single-model variant rather than the same exact change set as #44066." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet versus EfficientNet; same decorator migration pattern, different implementations." + "reason": "ResNet/RegNet versus EfficientNet; same refactor pattern, but not the same underlying bug or code path." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet is unrelated to the GPT-J/CodeGen code path." + "reason": "Different model families and implementations; too broad to treat as duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different concrete model changes." + "reason": "Different models and different code paths despite similar output-tracing modernization." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations." + "reason": "MobileNetV2 versus DeBERTa V2; same framework-level pattern only, not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR are different model code paths." + "reason": "GPT-J/CodeGen versus MGP-STR; only the refactor style matches, not the underlying implementation." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate refactors, not one underlying bugfix." + "reason": "GPT-J/CodeGen versus MPT; shared decorator migration theme, but unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same modeling_gpt_neo.py/test area and look like the same mergeable change line." + "reason": "Both target GPT-Neo output tracing on the same model code path; the later PR looks like a reworked version of the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model-specific patches." + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations; similar modernization, but not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate model-specific output-tracing refactors." + "reason": "Different model families and different refactor targets; not a duplicate." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + "reason": "ResNet versus GPT-J/CodeGen; no shared concrete code path." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different models and different concrete output-handling code." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations; same high-level pattern only." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate code paths." + "reason": "ResNet versus GPT-J; different models and different changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT2 and ResNet are unrelated beyond the generic output-tracing pattern." + "reason": "GPT-Neo and ResNet are unrelated model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different model implementations." + "reason": "ResNet versus MPT; shared refactor style only." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors, not one mergeable patch." + "reason": "GPT-Neo versus GPT-J/CodeGen; similar output-tracing work, but different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT2 and Flaubert/XLM are unrelated concrete changes." + "reason": "GPT-Neo versus Flaubert; not the same concrete fix." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model code paths." + "reason": "GPT-Neo versus Flaubert; only a shared refactor theme." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are not the same bug/change." + "reason": "MPT versus GPT-J/CodeGen; different models and code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT2 and GPT-J are separate model-specific refactors." + "reason": "GPT-Neo and GPT-J are different model families; not a duplicate change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 versus MGP-STR; same theme, different code." + "reason": "GPT-Neo versus MGP-STR; unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated implementations." + "reason": "GPT-Neo versus MGP-STR; same refactor motif only." }, { - "left": "pull_request:44059", + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR touch different model internals." + "reason": "MPT and MGP-STR are different model code paths." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "GPT-J versus MGP-STR; only both mention output tracing." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "ResNet and GPT-J are unrelated code paths." + "reason": "GPT-2 versus MGP-STR; unrelated concrete changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are different concrete changes." + "reason": "ViLT versus Flaubert; different model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and LongT5 are separate model-specific refactors." + "reason": "GPT-2 versus GPT-J/CodeGen; similar refactor language, but not the same code path." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "SegFormer and VisualBERT are unrelated implementations." + "reason": "GPT-Neo versus MPT; separate model families and code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBERT are different code paths." + "reason": "VisualBERT versus LongT5; not the same underlying bug or change." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated model changes." + "reason": "VisualBERT versus Flaubert; same migration theme only." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "44101", "accept": false, - "reason": "GPT2 and MPT are separate model refactors." + "reason": "MPNet versus Flaubert; different implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBERT and LongT5 are unrelated concrete changes." + "reason": "GPT-2 versus MPT; related modernization pattern, but not duplicate code-path work." }, { "left": "pull_request:44018", "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and GPT2 are separate model-specific output-tracing edits." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are different code paths." + "reason": "GPT-Neo versus GPT-2; separate model-specific output handling changes." }, { "left": "pull_request:44059", - "right": "pull_request:44068", + "right": "pull_request:44066", "accept": false, - "reason": "GPT2 and GPT-Neo are not the same underlying patch." + "reason": "GPT-2 versus GPT-J/CodeGen; different concrete changes." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated implementations." + "reason": "Flaubert versus LongT5; not the same model or fix." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different model families." + "reason": "RegNet versus SegFormer; both are output-tracing refactors, but not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated concrete changes." + "reason": "RegNet versus MPNet; unrelated model code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model-specific refactors." + "reason": "MPT versus ImageGPT; same framework idea, different concrete implementation." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated code paths." + "reason": "TextNet versus Flaubert; not the same underlying bug/change." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and GPT-Neo are not the same bug/change." + "reason": "MPNet versus LongT5; different model code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "MPNet and LongT5 are unrelated model implementations." + "reason": "RegNet versus GPT-Neo; unrelated implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are separate concrete changes." + "reason": "RegNet versus LongT5; not a duplicate." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated." + "reason": "TextNet versus LongT5; different model-specific changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and LongT5 are different model refactors." + "reason": "SqueezeBERT versus MPT; same output-tracing theme only." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SegFormer are unrelated implementations." + "reason": "GPT-Neo versus SpeechT5; different model families and code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and MPT are different code paths." + "reason": "SqueezeBERT versus VisualBERT; not the same concrete fix." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBERT and VisualBERT are separate model changes." + "reason": "RegNet versus TextNet; separate model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated concrete patches." + "reason": "SqueezeBERT versus GPT-Neo; only the decorator migration pattern matches." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT versus SpeechT5; different code paths and outputs." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet versus SpeechT5; not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet versus LongT5; same broad refactor family, but unrelated models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet versus SegFormer; different model-specific implementations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are different model implementations." + "reason": "SqueezeBERT versus DeBERTa V2; unrelated concrete code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 versus TextNet; same standardization effort only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same underlying code paths; the later PR is a clear duplicate-style variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors affecting the same block-level code path, so they look like the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT versus ResNet/RegNet; same topic, different concrete code." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT versus SpeechT5; not the same underlying fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 versus SpeechT5; separate model-specific changes." }, { "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 versus VITS; only the migration pattern is shared." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet versus ImageGPT; same refactor style, but not the same concrete problem." + }, + { + "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated." + "reason": "VisualBERT versus TextNet; different model families and code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall cluster read is mostly grounded, but at least one soft-edge verdict is not conservative/grounded enough. In particular, the rejected pair pull_request:44018 vs pull_request:44068 is mislabeled in the rationale and both PRs are GPT-Neo output-tracing refactors on the same file/test area, so they do look mergeable as the same bugfix line. Because the verdict set contains this clear mismatch, I can\u2019t accept the analyst result as-is." + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly centers the wave of output-tracing/decorator refactors and keeps the duplicate-style claims mostly limited to same-model/code-path cases. The accepted soft pairs are conservative enough given the shared files/issue links in GPT-Neo and GPT-J/CodeGen, and the rejected pairs are appropriately treated as only thematic matches across different model families. One minor wording point is that the canonical-PR rationale leans a bit on subjective phrasing like \"most polished,\" but it does not materially overstate the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -24142,85 +24485,69 @@ "nodes": [ "pull_request:43997", "pull_request:44010", - "pull_request:44024", "pull_request:44056", "pull_request:44073", "pull_request:44074", - "pull_request:44076", "pull_request:44129" ], "soft_pairs": [ - "pull_request:44024|pull_request:44076", - "pull_request:44073|pull_request:44074", "pull_request:44056|pull_request:44073", "pull_request:44056|pull_request:44074", "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "cc86bfc84bb73bc25b2508791417b6e0221efd303ca767d2a97b46c7f186276f", + "prepared_review_unit_hash": "d2d0d04ee86619f599b77148941a4d945687ec944768423020657ce21a41341b", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84901, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "soft_pair_count": 76, + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are separate model-specific PRs in the same broad standardized-output-tracing migration, but none look like duplicates of the same concrete change path.", - "confidence": 0.93, + "summary": "This cluster is a set of separate model-specific PRs that all migrate output tracing to the newer capture_outputs/can_return_tuple pattern. They are thematically similar but not duplicates of the same bug or change; each targets a different model implementation and code path.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly refactors output tracing to the standardized capture/decorator pattern and shows concrete integration in a model file.", + "canonical_pr_reason": "PR 44129 is the most concrete representative because it has an explicit linked issue target and a substantive model-specific output-tracing refactor, making it the best anchor for the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best single representative because its title and diff most directly describe the shared refactor theme, even though the rest are distinct model migrations.", + "best_pr_reason": "PR 44129 is the strongest standalone PR in the set: it is tied to a specific issue, changes a concrete code path in SpeechT5, and is more clearly scoped than the other migration-style PRs.", "soft_edge_verdicts": [ - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "Both are output-tracing refactors, but they target different models and code paths (FocalNet vs ImageGPT), so they are not the same change." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44074", - "accept": false, - "reason": "Same broad migration pattern, but VisualBert and TextNet are separate model implementations with different forward logic and no sign of a shared fix." - }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both modernize output capture, but MPNet and VisualBert are unrelated model code paths and could not plausibly be merged into one PR." + "reason": "Same broad refactor pattern, but different models and different forward/output code paths; these are not the same underlying change and would not sensibly merge into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are distinct per-model refactors; the similarity is only in using the same output-capture infrastructure." + "reason": "Both are standardized output-tracing migrations, but they affect different model implementations with distinct logic and tests; similarity is architectural, not duplicate-specific." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert have different forward implementations and architecture-specific output handling, so this is not a duplicate." + "reason": "Both update model output handling, but RegNet and SqueezeBert are unrelated code paths and the diffs are separate model migrations rather than one shared fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different models and the changes affect different output/signature details, not one shared bug fix." + "reason": "These are separate model refactors for SqueezeBert and SpeechT5; they share a migration theme but not the same concrete bug or change." } ] }, @@ -24300,274 +24627,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "445928a87883d551f1d0788a7422fbf527909f4931c1ade269c58ff13d70b759", + "prepared_review_unit_hash": "99d2a233b8862d006d54a715aaad5da4fdb564155a7590fd3ea50907065a2b98", "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": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by theme only: each PR refactors output tracing for a different model or model pair. They are not the same underlying fix/change, so none of the soft edges should be merged as duplicates.", - "confidence": 0.96, + "summary": "These PRs are all separate model-specific output-tracing refactors, not duplicates of one underlying bug/change. The shared theme is broad, but each patch targets a different architecture and code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present; as a representative PR, 44003 is the broadest concrete change because it adds the tracing/capture infrastructure and updates two related mamba files.", + "canonical_pr_reason": "No true duplicate candidate here; if an anchor is needed, PR 44003 is the most representative because it makes the core tracing refactor across two closely related Mamba-family code paths and shows the full pattern clearly.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest cluster representative: it is more infrastructure-heavy than the others and touches a broader, closely related code path in both falcon_mamba and mamba.", + "best_pr_reason": "PR 44003 is the best representative of the cluster because it is a substantive, concrete implementation of the shared output-tracing refactor rather than a smaller or more incidental variant.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model backends (timm_backbone vs upernet); same refactor pattern, but not the same code path or change." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and APIs; both only share a generic output-tracing cleanup theme." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model-specific refactors in unrelated subsystems." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Mamba/falcon_mamba tracing infrastructure is distinct from timm_backbone output handling." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and concrete implementations; not one duplicate fix." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated code paths despite similar refactoring style." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "No shared underlying bug; one is image backbone tracing, the other segmentation model tracing." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are separate model changes, not mergeable into one PR." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Vision encoder-decoder output typing and MobileNetV1 tracing are different changes." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Speech encoder-decoder refactor is unrelated to MobileNetV1's model-specific output tracing." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are different models and code paths." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "CLIP-like dual encoder vs UperNet segmentation tracing are unrelated concrete fixes." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures; only the high-level output-tracing refactor pattern overlaps." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Vision-text dual encoder and Depth Anything are separate model-specific refactors." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet touch unrelated forward/output behavior." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; no shared bug or shared patch target." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet audio model tracing is unrelated to Depth Anything vision tracing." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet segmentation and RWKV sequence modeling are distinct code paths." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "No common concrete fix; one is segmentation output refactor, the other is mamba tracing infrastructure." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/falcon_mamba tracing is unrelated to SuperPoint's keypoint model output cleanup." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "CodeGen output tracing and mamba output tracing are separate model implementations." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated models; similarity is only at the refactor pattern level." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen fix different forward/output signatures and code paths." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems and different concrete output handling changes." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated; not the same bug or feature." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are separate model families with different changes." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are unrelated concrete refactors." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are different model-specific forward/output changes." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures; no single shared fix beyond the generic tracing refactor theme." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR change unrelated model code paths." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated and not plausibly one merged PR." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different encoder-decoder stacks; same theme but not same underlying change." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are distinct model implementations." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Separate model families and separate output-tracing changes." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model-specific refactors." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Audio encoder-decoder tracing vs RWKV tracing are different concrete changes." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and APIs; not the same underlying bug/change." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV touch unrelated code paths." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint keypoint model vs DPR retrieval model are different changes." + "reason": "Different model families and code paths; same refactor motif only." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model implementations with different fixes." + "reason": "Different model families and code paths; same refactor motif only." } ] }, @@ -24597,7 +24918,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "fef49f6b79a5f600d6e9f10861e40fd2be9b26a92bd6d41e14977847c8535eca", + "prepared_review_unit_hash": "93e71f03520ab7303309a3f5dd09b715e506ff1f35e9b44bce14d32eea8fb7ef", "component_budget": { "node_count": 2, "item_count": 2, @@ -24619,18 +24940,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-integration PRs (PenguinVL vs. Voxtral TTS). They overlap in shared Transformers plumbing and docs, but they do not appear to fix or implement the same concrete change.", - "confidence": 0.98, + "summary": "These are two separate model-onboarding PRs (PenguinVL vs Voxtral TTS). They share only the standard Transformers integration scaffolding, not the same underlying feature or code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If a single PR must be designated, #45401 is the better anchor because it has an explicit issue target and a tighter, clearly scoped TTS integration; however, it is not a duplicate of #44662.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the more targeted integration, with an explicit issue target and a narrowly scoped Voxtral TTS implementation; 44662 is an unrelated PenguinVL add.", + "best_pr_reason": "#45401 is the best representative PR in this cluster because it is explicitly tied to issue #45027 and is more narrowly scoped. #44662 is a separate model implementation with its own files and tests.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with different code paths and artifacts. Shared auto-registration/docs files are expected for separate integrations, so they are not the same underlying change." + "reason": "Reject: different models and different code paths. The overlap is only broad Transformers integration boilerplate (auto mappings, docs, __init__), which is not enough to treat them as the same change." } ] }, @@ -24660,7 +24981,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "19bf84cebfa99eacc5e4ed2f6f16f23cc362bb55177ae66de33a8bc556b538c9", + "prepared_review_unit_hash": "0d646d8668802ce3e4f6bf1be449c0a4d365295854c7147248723fc6c25562d4", "component_budget": { "node_count": 2, "item_count": 2, @@ -24682,18 +25003,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are related conceptually to fusion, but they implement different feature tracks: PR 44979 adds a generic Module Fusion API, while PR 45363 adds n-to-1 kernel fusion through KernelConfig and integration plumbing. They are not the same underlying change and should not be deduplicated.", - "confidence": 0.93, + "summary": "These PRs are related to module/kernel fusion, but they are not the same change: #44979 introduces a general Module Fusion API and new module_fusion.py plumbing, while #45363 adds n-to-1 kernel fusion via KernelConfig and integration hooks. They target different abstraction layers and would not plausibly be merged as one PR.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete feature implementation, centered on KernelConfig and integration changes across multiple files, whereas PR 44979 is a separate generic module-fusion API proposal.", + "canonical_pr_reason": "#45363 is the better anchor if this cluster is grouped by fusion work because it implements a concrete end-user feature with broader integration changes, whereas #44979 is a lower-level API foundation for module fusion.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the stronger representative for this cluster because it is an end-to-end, user-facing kernel-fusion feature with explicit code-path changes and examples; PR 44979 is a separate foundational API effort.", + "best_pr_reason": "#45363 is the most representative PR for the cluster because it is the more complete, specific fusion implementation rather than a general API scaffold.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different scopes and code paths: 44979 introduces a generic module fusion API in a new module, while 45363 implements KernelConfig-based n-to-1 kernel fusion via integration/modeling changes. They are related infrastructure, not the same mergeable change." + "reason": "Related theme, but different concrete changes: one is a new module-fusion API, the other is kernel-config-driven n-to-1 fusion. They operate at different layers and are not the same underlying bug/change." } ] }, @@ -24723,7 +25044,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "7401fd35274323d9e948daa6b1b0f67fc4c7c53ca18719f520c3bed6d7e11c5d", + "prepared_review_unit_hash": "5be9a5c57f4fcd1c926edb0a57dbd4fa34c5309d27cf665e29b8b1fd0f578d51", "component_budget": { "node_count": 2, "item_count": 2, @@ -24745,18 +25066,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch in the same file and fix the same AttributeError by switching to tokenizer.pre_tokenizer; 45317 is the more complete version because it includes tests.", - "confidence": 0.97, + "summary": "Both PRs fix the same Mistral regex AttributeError in `_patch_mistral_regex` against the same issue, with 45317 appearing to be the fuller version (adds tests).", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it fixes the same code path as 45086 and also adds test coverage, making it the more complete change.", + "canonical_pr_reason": "45317 is the stronger canonical PR: it targets the same bug as 45086 but is more complete and includes test coverage, making it the better representative fix.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best representative of the cluster: same underlying bug fix as 45086, plus accompanying tests in the same area.", + "best_pr_reason": "45317 best represents the cluster because it fixes the same concrete code path while also adding validation via tests; 45086 is effectively a narrower precursor.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in _patch_mistral_regex; same code change in the same file, and 45317 just adds tests around the same fix." + "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file and issue target, and the diffs are essentially the same fix with 45317 adding tests." } ] }, @@ -24786,7 +25107,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "acf3ff3000681eefca7372a70a448e3e42545ba3f3978cb0a2ca6095acc0bc66", + "prepared_review_unit_hash": "6c9d86dd516b85f88a9843fde8d43092cac68b01748f61bb5ea57c96472a9327", "component_budget": { "node_count": 2, "item_count": 2, @@ -24808,18 +25129,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to Nemotron H, but they address different scopes: one is a conversion-mapping/refactor patch, the other is a larger model-splitting and documentation update. They are not the same underlying change, so they should not be deduplicated.", - "confidence": 0.86, + "summary": "These are related NemotronH PRs, but they are not duplicates: one is a conversion/refactor mapping update, while the other is a broader architecture split into nemotron_h_dense and nemotron_h_sparse with docs and tests.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more complete Nemotron H update, including the new dense/sparse model split, auto-mapping changes, docs, and tests.", + "canonical_pr_reason": "45115 is a narrow conversion-mapping/refactor change; 45569 is the more complete PR that introduces the actual dense/sparse NemotronH split and associated model/docs updates, so it is the better canonical representative if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest overall candidate: it covers the main functional model restructuring rather than just auxiliary conversion mapping tweaks.", + "best_pr_reason": "45569 is the strongest standalone PR because it covers the concrete model restructuring, documentation, and test updates, whereas 45115 is a smaller supporting refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related Nemotron H work, but not the same concrete change: 45115 focuses on checkpoint conversion renames/inheritance refactor, while 45569 introduces the dense/sparse model split plus docs and test updates. They would not plausibly be merged as one PR." + "reason": "They share NemotronH files, but fix different things: 45115 only adds checkpoint conversion/rename mappings for compatibility, while 45569 introduces the model split into dense/sparse variants and broader API/docs changes. They would not plausibly be merged as one PR." } ] }, @@ -24849,12 +25170,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "f5ce4230e9d5a7e10d9a4217988206c92635748e4c6db5c7f28a2130679a10e3", + "prepared_review_unit_hash": "6035227e1ccd42f46d1d8476f744293d299b79e29271f17abc6e609d58bff28b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6089, + "serialized_chars": 6091, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -24862,7 +25183,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6089, + "serialized_chars": 6091, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -24871,18 +25192,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related PRs for a new heterogeneous configuration/modeling feature, but they are not the same change: #45333 is configuration-only, while #45332 includes broader model/runtime integration work. I would not deduplicate them as exact duplicates.", - "confidence": 0.82, + "summary": "Two open PRs target the same new heterogeneous-config feature area, but they are not duplicates in the strict sense: #45332 is the broader end-to-end heterogeneous model support PR, while #45333 is a narrower config-only slice of that work.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the better canonical PR because it appears to be the superset implementation: it covers per-layer config plus the modeling/runtime integration, cache/masking support, and broader test coverage.", + "canonical_pr_reason": "#45332 is the best canonical PR because it is the more complete change set: it includes heterogeneous configuration plus the downstream modeling, masking, cache, and integration updates. #45333 is a subset focused on configuration only.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the best representative of the work because it is the more complete end-to-end feature PR; #45333 looks like a narrower component focused on configuration only.", + "best_pr_reason": "#45332 is the strongest representative of the cluster because it subsumes the config work and extends it into actual heterogeneous model behavior; #45333 is narrower and would not capture the full feature.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not the same underlying change. #45333 only adds heterogeneous config support, while #45332 also changes modeling, masking/cache utilities, and broader integration points. They could be part of one feature branch, but they are not strict duplicates." + "reason": "Related feature work, but not the same concrete change: #45332 adds full heterogeneous model support across config, modeling, masking, and cache paths, whereas #45333 only adds per-layer configuration. The overlap is a shared foundation, not a duplicate fix/change." } ] }, @@ -24912,12 +25233,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "b831a0ca26c0dd5e2c54b6856785fb6817b306e22623749f0d7d0c38062ffbe3", + "prepared_review_unit_hash": "d2ea0abdc1b8efcf0976cb2b94a13ff7208468034a4c4a26999ffa4fbb2bca89", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24925,7 +25246,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24934,18 +25255,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate typing-focused PRs with some overlap in shared files, but they target different scopes: one is a broad type-checking sweep across many Transformers modules, the other adds specific typing protocols/aliases and related fixes in modeling utilities. Not a duplicate pair.", - "confidence": 0.79, + "summary": "These are related typing-focused PRs, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds typing aliases/protocols and a smaller set of `modeling_utils`-adjacent fixes. Shared files alone aren\u2019t enough to treat them as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the cleaner canonical representative: it has a focused typing purpose, introduces reusable protocol/alias definitions, and its changes hang together as one coherent typing fix set.", + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it adds type checking coverage across many transformer modules and even adjusts type-ignore policy, so it is the more canonical representative of this typing sweep.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the best standalone PR in this cluster because it is more self-contained and clearly scoped, whereas PR #45415 is a wide multi-file typing pass rather than a single concrete fix.", + "best_pr_reason": "PR 45415 is the best representative for the cluster because it is the larger, more central typing cleanup; PR 45425 looks like a narrower support/refinement PR.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They overlap on typing-related files, but the actual changes are different in scope and intent: #45415 is a broad type-checking cleanup across many modules, while #45425 adds specific typing aliases/protocols and targeted adjustments. They do not look like the same underlying bug or mergeable single PR." + "reason": "Both are typing-related and share a few filenames, but they address different scopes: 45415 is a broad multi-file type-checking pass, while 45425 introduces typing helpers/protocols and targeted fixes. They do not look like the same underlying bug or change, and would not plausibly be merged as one PR." } ] }, @@ -24975,7 +25296,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "af69674d10f599d9dbfce2935a94c8a7143548ab63b5213abce6cf68e91dcd92", + "prepared_review_unit_hash": "109ffc7bb319b794687dcb30aa53a6f044d1c168729dbe09091e60619a0e71a2", "component_budget": { "node_count": 2, "item_count": 2, @@ -24997,18 +25318,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different EP-related pull requests, but they target different loading bugs and distributed backends: one fixes EP + DeepSpeed ZeRO-3/accelerate launch serialization and config handling, while the other fixes EP + FSDP2 expert parameters being overwritten during rank-0 broadcast. Not duplicates.", - "confidence": 0.96, + "summary": "Both PRs are about expert parallelism, but they fix different concrete loading paths: #45548 targets EP + DeepSpeed ZeRO-3/accelerate launch serialization and model config handling, while #45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast with additional load-time wrapping changes. They are related but not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45548 is the better canonical representative for the cluster because it is the earlier, narrower fix centered on EP loading via accelerate/ZeRO-3 and config persistence, making it the cleaner anchor for that specific bug class.", + "canonical_pr_reason": "#45662 is the better canonical PR for this cluster because it addresses a more concrete and code-path-specific EP loading failure, with changes spanning model loading and MoE/tensor-parallel handling rather than only config serialization.", "best_issue_reason": null, - "best_pr_reason": "PR #45548 is the best single PR to represent the cluster if one must be chosen, because it is more self-contained and directly addresses one concrete loading-path issue without mixing in the separate FSDP2 overwrite problem.", + "best_pr_reason": "#45662 is the strongest representative of the cluster: it fixes a clearly defined expert-parameter overwrite bug during distributed loading and has the broader implementation footprint needed for the underlying issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both mention expert parallelism, but they fix different code paths and failure modes: #45548 handles EP + DeepSpeed ZeRO-3/accelerate launch loading, while #45662 fixes EP + FSDP2 expert parameters being clobbered by rank-0 broadcast. They should not be merged as duplicates." + "reason": "They share the EP theme, but the bugs differ: #45548 is about Accelerate/ZeRO-3 loading and config serialization, while #45662 is about FSDP2/rank-0 broadcast overwriting expert weights. Different code paths and fixes, so not a duplicate." } ] }, @@ -25038,40 +25359,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "f2faf7744223ea7af9ad259da5d3c2b73cc5286dc835ceef7680abb32f35439c", + "prepared_review_unit_hash": "da3ba35ee16ba1488316a020213a1e7a242f34e1c9e5d9464889f2332b4d2780", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "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 target the same xdist-related captured_info logging problem, with PR 45645 extending the core fix in 45639 to CI artifact collection and log preservation. They are close enough to be merged as one change set around the same bug.", - "confidence": 0.91, + "summary": "Both PRs address the same xdist-related captured_info logging problem around `src/transformers/testing_utils.py`; PR 45645 is the broader superset that also updates CI log collection, so this looks like one underlying change split into two PRs.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete fix: it includes the xdist-safe output path change plus the workflow update needed to actually collect multiple captured_info files in CI.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe `captured_info` fix plus the CI workflow update to read multiple log files, making it the more complete version of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster because it addresses the full end-to-end failure mode, not just the library-side logging write path.", + "best_pr_reason": "PR 45645 is the best single PR for the cluster since it covers the full fix path and the downstream log-handling adjustment, whereas 45639 only covers the testing utility side.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info/xdist collision problem in the same code path, and 45645 is a plausible superset of 45639 rather than a separate change." + "reason": "Both PRs target the same underlying xdist collision in captured_info handling, share the same core file, and 45645 appears to be a superset of 45639 rather than a separate change." } ] }, @@ -25167,7 +25488,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "648ec56e7f81e4fd3a25846fda641051db62d6fb84cdaa1d8df00bc01ad16e8d", + "prepared_review_unit_hash": "5082445c8d94dd4feb1ebc9104f0db3908988a34dcd55d8c1d84ff247e5829dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -25189,18 +25510,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one is a broad experimental/CI-and-model tweak PR, the other is a test-migration PR. They do not appear to fix the same concrete code-path problem.", - "confidence": 0.96, + "summary": "The two pull requests are not duplicates: one is a broad CI/modeling cleanup for grafana/testing, while the other is a test migration focused on kernels and VIT/ALTCLIP coverage. Their overlap is only superficial at the repo/subsystem level.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 45932 is a mixed CI/telemetry plus model-edit PR, while 46100 is a focused test-migration PR; they do not represent the same underlying change.", + "canonical_pr_reason": "No single canonical PR stands out as the same underlying change; the PRs address different code paths and purposes. If forced, PR 46100 is the more self-contained test migration, but it is not a duplicate of 45932.", "best_issue_reason": null, - "best_pr_reason": "46100 is the more self-contained PR to represent this cluster, but only as a loose representative; 45932 is broader and clearly experimental ('DO NOT MERGE').", + "best_pr_reason": "PR 46100 is the cleaner representative of its own change set because it is a focused test-migration PR. PR 45932 is a mixed CI/modeling PR and does not represent the same underlying work.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: these PRs touch different concerns and code paths. 45932 mixes CI workflow secrets with model implementation/config changes, while 46100 adds kernel/test migration files. Shared testing context is not enough to treat them as the same fix or mergeable into one PR." + "reason": "Reject: the diffs are about different changes. 45932 modifies CI workflow secrets and multiple model files/configs; 46100 adds kernel test infrastructure and model tests. They do not fix the same concrete bug or implement the same feature, and would not plausibly be merged into one PR." } ] }, @@ -25230,12 +25551,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "ac79e4c55a64551f2cdf398dd79f4cc0e3a5ccce851bbffc87fdf5dac5f89aff", + "prepared_review_unit_hash": "5a2fa20da0a647f4ac4a63c3af32291d8ff8912d44792208d5cd29035271dfb6", "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 }, @@ -25243,7 +25564,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25252,18 +25573,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap in distributed/MoE files, but they are not the same change set: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated areas. The shared filenames alone are not enough to treat them as duplicates.", - "confidence": 0.95, + "summary": "The two pull requests overlap on a few distributed/MoE files, but they are not the same underlying change: PR 46126 is a focused EP + Trainer integration, while PR 46269 is a broad distributed branch-base PR spanning many unrelated subsystems. The shared files alone are not enough to treat them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the better canonical PR if one must be chosen: it has a narrow, concrete scope (EP + Trainer integration) and a clear feature goal. #46269 is too broad and looks like an umbrella branch rather than the same specific fix/change.", + "canonical_pr_reason": "PR 46126 is the more specific, self-contained change set centered on EP and Trainer integration; PR 46269 is a broad branch-base PR with many unrelated edits, so it is a poor canonical duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the strongest representative for the cluster because it is specific and self-contained, whereas #46269 spans many subsystems and is not a clean duplicate candidate.", + "best_pr_reason": "PR 46126 is the best representative of the cluster because its scope is narrow and directly matches the shared distributed/MoE code paths, whereas PR 46269 is too broad to serve as a clean duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the overlap is at the subsystem level only. #46126 targets EP/Trainer integration and a specific router/tensor-parallel path, while #46269 is a broad distributed branch base with many unrelated file changes. They do not look like the same concrete bug or change and would not plausibly be merged into one PR." + "reason": "Reject: they share some filenames, but the diffs indicate different goals and scopes. 46126 is a focused EP/Trainer integration change, while 46269 is a large distributed branch-base PR touching many unrelated areas, so they are not the same concrete fix and would not plausibly be merged as one PR." } ] }, @@ -25331,220 +25652,238 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "899ca01a86215212aa31410f47495ed5a7ae0cbdaeef44ac02f328688197d83e", + "prepared_review_unit_hash": "94713442cc1058c884568c0c083786b933f7884cc6d0c9189eaf24dc151e3a44", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26686, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26694, + "estimated_input_tokens": 6674, + "estimated_eval_tokens": 13604 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26686, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26694, + "estimated_input_tokens": 6674, + "estimated_eval_tokens": 13604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly workflow-maintenance PRs with superficial similarity only. There are three loose themes (CI comment handling, SSH runner hardening, and pr-ci-security-gate security tweaks), but the PRs do not duplicate the same underlying fix.", - "confidence": 0.93, + "summary": "These are all pull requests, mostly one-off workflow maintenance changes. The only apparent cluster is around pr-ci-security-gate.yml, but the PRs make different edits and should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive and central representative: it adds concrete security-gate checks in the reusable PR CI workflow, whereas the others are smaller, separate workflow adjustments.", + "canonical_pr_reason": "No true duplicate PR group is present; 46554 is the most substantive representative because it changes the pr-ci-security-gate workflow behavior in a meaningful security-focused way, while the others are separate workflow tweaks.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best standalone representative of the cluster because it makes the clearest functional change to workflow security behavior rather than only tweaking permissions, comments, or unrelated CI scripts.", + "best_pr_reason": "46554 is the best standalone representative: it introduces concrete security-gate logic changes rather than a narrow one-line workflow adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: PR comments stdin handling vs PR CI security gating." + "reason": "Different workflows and different behavior changes; only a loose similarity in being workflow updates." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Only broadly workflow-related; one changes comment piping, the other changes security-gate permissions/approval flow." + "reason": "Unrelated workflow changes; no shared code path or concrete bug fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated changes: self-comment CI input handling vs a comment-only tweak in pr-ci-security-gate." + "reason": "Different workflow areas and distinct edits; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different code paths and problems: comment stdin handling vs secrets handling in a reusable workflow call." + "reason": "Unrelated workflow update versus pr-ci-security-gate secret handling; not duplicates." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Similar shell style only; they fix different workflows and different commands." + "reason": "Different workflows and different fixes; no evidence of the same bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but one hardens ssh-runner and the other changes benchmark trigger conditions." + "reason": "Different CI workflows with unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and unrelated fixes; only generic CI-maintenance similarity." + "reason": "Both are workflow maintenance, but they modify different jobs for different purposes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner security/env handling is unrelated to assign-reviewers checkout behavior." + "reason": "No common underlying defect; separate workflow updates." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Separate workflow hardening areas: ssh-runner pinning/env cleanup vs PR CI security checks." + "reason": "Different workflows and different security concerns; not the same change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different fixes in different workflows; not the same underlying bug or change." + "reason": "Different workflows; no shared concrete bug or fix path." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Same broad CI area only; the actual changes are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different behavior; not duplicates." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files with different trigger/permission edits; not a duplicate change." + "reason": "Distinct workflow modifications with different triggers and permissions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Both are workflow updates, but they touch different files and solve different issues." + "reason": "Same repo area, but different workflows and different fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated CI workflow tweaks; no shared concrete bug or mergeable common fix." + "reason": "Unrelated workflow changes; only superficial similarity." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different concerns: anti-slop permissions vs PR CI security checks." + "reason": "Different workflow files and different concrete changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout change vs benchmark dispatch trigger change are unrelated." + "reason": "Different workflows and unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow maintenance changes in different files; not the same patch." + "reason": "No shared bug or code path; separate workflow tweaks." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and distinct fixes; no shared concrete code-path problem." + "reason": "Different files and different behavior changes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support vs build-image message parsing are separate changes." + "reason": "Different workflows; not the same underlying fix." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow behaviors: benchmark triggering versus PR CI security gating." + "reason": "Only broad CI similarity; the actual changes are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both touch workflow scripts, but the fixes are unrelated and not mergeable into one concrete change." + "reason": "Different workflows and different concrete issues being addressed." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-image commit-message handling is unrelated to PR CI security-gate permissions/approval logic." + "reason": "Different workflow updates; no duplicate fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Same broad automation area only; changes are unrelated." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different fixes: 46554 adds gating checks, 46558 changes permissions and conditional approval flow." + "reason": "Same file, but different edits: one adds security-check logic, the other changes permissions/approval flow." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "46554 adds enforcement logic; 46563 only adds comments/note text around the reusable workflow call." + "reason": "Both touch the same workflow, but they solve different problems and could not be merged as one duplicate PR." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security hardenings: one adds changed-file checks, the other removes inherited secrets." + "reason": "Different security-hardening changes in the same file; not the same underlying change." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating versus documentation comments; not the same underlying bug." + "reason": "Same workflow file, but distinct behavior changes and different code paths." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different concerns in the same workflow: explicit permissions vs secret inheritance." + "reason": "Different modifications to the same reusable workflow setup; not duplicates." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification is not the same change as switching to empty secrets." + "reason": "Related theme, but one adds explanatory comments while the other changes secrets handling; not the same change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated content; only superficial workflow-chore similarity." + "reason": "Different workflow files and unrelated fixes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening and reusable-workflow comments address different problems." + "reason": "Separate workflow updates with different objectives." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different CI workflow areas and different fixes; no duplicate underlying issue." + "reason": "Unrelated workflow changes; no shared concrete issue." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow security/hardening changes in different pipelines." + "reason": "Different workflow files and different fixes; not duplicates." } ] }, @@ -25637,12 +25976,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "27f91d20137a03f012bb60715888aac79ea1a929a178089b2f744ae72751711d", + "prepared_review_unit_hash": "a9128120f1aaf1ab8f03d8455c0379b3a78581d9faae5eab906d1890e169b773", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4280, + "serialized_chars": 4278, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -25650,7 +25989,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4280, + "serialized_chars": 4278, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -25659,18 +25998,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs harden path handling against directory traversal, but they fix different checkpoint-loading entry points and touch different code paths, so they are not duplicates.", + "summary": "Two security-hardening PRs that both block path traversal, but they target different loader paths and different inputs: sharded checkpoint `weight_map` resolution vs `transformers_weights` config resolution. They are related in theme, not duplicates.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: PR #46281 protects sharded checkpoint index filenames in `utils/hub.py`, while PR #46890 validates `transformers_weights` resolution in `modeling_utils.py`; they address different loaders and different inputs.", + "canonical_pr_reason": "PR 46281 is the cleaner representative of the cluster because it directly fixes shard-file resolution in `hub.py` with explicit containment checks and a corresponding test; however, the cluster does not contain true duplicate PRs.", "best_issue_reason": null, - "best_pr_reason": "PR #46890 is the better representative of the cluster only in a broad security-triage sense because it has the clearer, self-contained validation change and explicit config-field focus; however, it is not a duplicate of PR #46281.", + "best_pr_reason": "PR 46890 is also a legitimate standalone security fix, but it targets a different code path (`modeling_utils.py` / `transformers_weights`) and should not be treated as the same change as 46281.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both are path-traversal fixes, but for different concrete code paths: one validates shard filenames from a sharded checkpoint index, the other validates `transformers_weights`/archive resolution. Different inputs, different loaders, not mergeable as one PR." + "reason": "Both mitigate path traversal, but in different mechanisms and files: one validates sharded checkpoint filenames from `weight_map`, the other validates `transformers_weights` config paths. They are not the same underlying bug and would not plausibly merge into one PR." } ] }, @@ -25700,12 +26039,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "4baffa75e7db5344c8ef5b3981c0c6489590200a73fc7f7a2b865ef935a6c41a", + "prepared_review_unit_hash": "2bdee7cd9da6869cb9e143c40fd7af793af2925a976e11b9b5c34f6f38fa8afb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -25713,7 +26052,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -25722,18 +26061,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated fixes in the tokenizer stack: one changes CodeLlama decode behavior to preserve leading spaces, the other fixes AutoTokenizer class selection for certain DeepSeek checkpoints. They should not be deduplicated or merged as one change.", - "confidence": 0.98, + "summary": "These two PRs are not duplicates: #46574 fixes CodeLlama decode-time stripping of real leading spaces, while #46580 fixes incorrect tokenizer-class selection for specific DeepSeek checkpoints.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR: the changes touch different tokenizer code paths and solve different model-specific bugs.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because they are unrelated fixes and could not be merged as one change.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs and code paths: 46574 fixes CodeLlama decoder assignment/space stripping on decode, while 46580 fixes checkpoint-prefix-based tokenizer class selection for DeepSeek models during auto-loading." + "reason": "Different bugs and different affected model families: CodeLlama decode stripping vs DeepSeek tokenizer-class routing." } ] }, @@ -25765,7 +26104,7 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "6b11863996d96c11f7d804397cc0da763e6c0ace659952fae908cd9286665cbd", + "prepared_review_unit_hash": "240fdb6f1d5cd596617640bd27e16ee5976ec0b1d7fc0ce73e7fa600b2547231", "component_budget": { "node_count": 3, "item_count": 3, @@ -25787,24 +26126,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are distinct fixes. Two touch generation, but one is about prompt lookup decoding max_length budgeting and the other is about validation of empty lists in logits processors; the cache PR is unrelated. No soft pair looks like the same underlying change.", - "confidence": 0.92, + "summary": "All three pull requests address different bugs in different code paths: cache-layer validation, prompt lookup decoding length handling, and logits-processor input validation. The soft-similarity links are false positives.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46994 is the clearest self-contained bug fix, with a precise validation change and direct error-message improvement; however, it is not a duplicate of the others.", + "canonical_pr_reason": "No canonical PR: these are distinct fixes and do not describe the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #46994 is the best representative of the set because it addresses a concrete input-validation defect with a narrow, well-scoped patch.", + "best_pr_reason": "No single PR is a good duplicate anchor here; the PRs are unrelated beyond broad generation/cache validation overlap.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different subsystems and bugs: cache layer-type validation vs prompt lookup decoding max_length behavior. No shared code path or mergeable combined fix." + "reason": "Unsupported QuantizedCache layer-type validation is unrelated to prompt lookup decoding exceeding max_length." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both are generation-related, but they fix unrelated problems: one corrects candidate length budgeting, the other rejects empty lists in logits processor validation. Not the same underlying bug." + "reason": "Prompt lookup max_length handling and empty bad_words_ids/sequence_bias validation are different bugs in different subsystems." } ] }, @@ -25826,54 +26165,65 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47016-2", + "cluster_id": "cluster-47016-3", "nodes": [ "pull_request:47016", - "pull_request:47048" + "pull_request:47048", + "pull_request:47066" ], "soft_pairs": [ - "pull_request:47016|pull_request:47048" + "pull_request:47016|pull_request:47048", + "pull_request:47048|pull_request:47066" ], - "prepared_review_unit_hash": "928db2b2ecc91856772f21d3dfd869fd0535ba6f24cd9b82e83b26c4964327d5", + "prepared_review_unit_hash": "f839bbfa38ef80e0d5c0f1810ddaee6b1c351afb76a5569afd739890c3cac505", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4469, - "estimated_input_tokens": 1118, - "estimated_eval_tokens": 2492 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6945, + "estimated_input_tokens": 1737, + "estimated_eval_tokens": 3730 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4469, - "estimated_input_tokens": 1118, - "estimated_eval_tokens": 2492 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6945, + "estimated_input_tokens": 1737, + "estimated_eval_tokens": 3730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address Hungarian matcher failures caused by non-finite cost matrices, but they do so in different code paths: one is RT-DETR-specific, the other patches the shared object-detection matcher and Grounding DINO. They are related, but not duplicates under strict PR triage.", - "confidence": 0.87, + "summary": "These PRs are related sibling fixes for Hungarian matcher failures from non-finite cost matrices, but they are not all strong duplicate-equivalents. PR 47048 is the best representative. The 47048\u219447066 edge is well supported; the 47016\u219447048 edge is only thematic and should be rejected as a soft merge candidate.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47048 is the better canonical PR because it fixes the broader, shared matcher path used by DETR and Grounding DINO and includes targeted test coverage. It is more general and central than the RT-DETR-only workaround.", + "canonical_pr_reason": "PR 47048 is the best cluster anchor because it directly fixes the infeasible-cost-matrix crash with a minimal, reusable safeguard and applies it across multiple matcher implementations, making it the clearest representative of the shared bug class.", "best_issue_reason": null, - "best_pr_reason": "PR 47048 is the strongest representative of the underlying bug class: non-finite cost matrices causing `linear_sum_assignment` infeasibility in Hungarian matching. It addresses the problem in a reusable location rather than a model-specific implementation.", + "best_pr_reason": "PR 47048 is the strongest standalone PR for triage: its title and patch clearly target the underlying non-finite Hungarian cost matrix failure, and the fix is broadly reusable across similar matcher code paths.", "soft_edge_verdicts": [ { "left": "pull_request:47016", "right": "pull_request:47048", "accept": false, - "reason": "Same symptom, but different concrete code paths and model families. 47016 patches RT-DETR's matcher; 47048 patches the generic object-detection matcher plus Grounding DINO. They are related, not the same PR-worthy change." + "reason": "They share the general theme of non-finite Hungarian cost matrices, but the evidence is too soft for a duplicate edge: low Jaccard, no shared files, no shared target issue, and they patch different model-specific matcher paths. This is related work, not the same concrete bugfix PR." + }, + { + "left": "pull_request:47048", + "right": "pull_request:47066", + "accept": true, + "reason": "Both PRs implement the same concrete safeguard for the same Hungarian-assignment failure mode by replacing non-finite costs before scipy assignment. The patch pattern and bug are close enough that they could plausibly be merged into one broader fix." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the first soft-edge verdict is too strong. PR 47016 and PR 47048 do share the same general theme (Hungarian matcher cost matrices becoming non-finite), yet the packet only shows soft similarity there: low Jaccard, no shared files, and no shared target issue. That makes mergeability into a single same-bugfix PR plausible, but not established enough to mark as an accepted edge. The 47048\u219447066 edge is better supported. " + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -25897,7 +26247,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "f361b9afea1e20b3c7c5708625f337331aba324d1805a2799f82565ee967310a", + "prepared_review_unit_hash": "93571ce6f262e33ebd581a527331ef06aff943e94754c48e234617c96bd6ba9f", "component_budget": { "node_count": 2, "item_count": 2, @@ -25919,18 +26269,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target xLSTM training crashes around `return_last_states=False`, but PR #47046 looks like the broader, more complete fix; I would not treat the pair as a duplicate with enough certainty because #47046 also mentions `use_cache` and likely covers an additional code path.", - "confidence": 0.72, + "summary": "Both PRs target the same xLSTM train-mode forward crash path in `modeling_xlstm.py`, with PR 47046 appearing to be the broader/finalized fix that also covers `use_cache` and adds tests. They look duplicate enough to cluster together.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47046 is the better canonical candidate because it appears to consolidate the crash fix with broader handling and test coverage, while PR #47026 is a narrower patch only for `train_with_padding`/`return_last_states=False`.", + "canonical_pr_reason": "PR 47046 is the better canonical PR because it addresses the same train-mode crash path as 47026 but is broader and more complete, covering both `return_last_states=False` and `use_cache` with test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR #47046 is the best overall PR to keep: it targets the same xLSTM training crash theme but seems more complete and includes tests, making it likelier to represent the final merged fix.", + "best_pr_reason": "PR 47046 is the strongest representative: it fixes the xLSTM train-mode crash in the same file, spans the same underlying forward-path bug, and includes accompanying tests, making it the best standalone reference for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", - "accept": false, - "reason": "Related, but not clearly the same concrete bug/change. #47026 fixes `train_with_padding` when `return_last_states=False`; #47046 also calls out `use_cache`, suggesting an additional or different crash path. Shared issue target and file alone are not enough for a duplicate merge." + "accept": true, + "reason": "Both PRs fix the same xLSTM train-mode crash in `modeling_xlstm.py`; 47046 looks like the superset of 47026\u2019s `return_last_states=False` fix by also handling `use_cache`, so they are plausibly mergeable into one change." } ] }, @@ -25952,56 +26302,64 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47032-3", + "cluster_id": "cluster-47032-4", "nodes": [ "pull_request:47032", "pull_request:47045", - "pull_request:47051" + "pull_request:47051", + "pull_request:47060" ], "soft_pairs": [ "pull_request:47032|pull_request:47051", - "pull_request:47032|pull_request:47045" + "pull_request:47032|pull_request:47045", + "pull_request:47051|pull_request:47060" ], - "prepared_review_unit_hash": "b93202ddb629de6fcf2802ade44dd03320a218cd819b907467ede711efaff8c9", + "prepared_review_unit_hash": "48b2cf53d7b13e9982622a549dd83f169aa35a2bd1906f3bc4dae676e95c9a8c", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 6932, - "estimated_input_tokens": 1733, - "estimated_eval_tokens": 3722 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9407, + "estimated_input_tokens": 2352, + "estimated_eval_tokens": 4960 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 6932, - "estimated_input_tokens": 1733, - "estimated_eval_tokens": 3722 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9407, + "estimated_input_tokens": 2352, + "estimated_eval_tokens": 4960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only at a broad multimodal-pipeline level. The image-text-to-text stop-sequence fix and the direct-generation-kwargs refactor overlap in file scope, but they target different behaviors and are not the same change. The Voxtral audio-format PR is unrelated aside from being another multimodal input-validation fix.", - "confidence": 0.82, + "summary": "These are four distinct PRs that only overlap at a broad multimodal/processing-pipeline level. The only close-looking pair, 47032 vs 47051, shares a file but fixes different behavior: stop-sequence handling vs. forwarding generation kwargs. The others target unrelated Voxtral audio-format validation and Qwen Omni post-processing.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47051 is the best representative because it makes the broader multimodal-generation plumbing change and also touches the shared image-text-to-text pipeline, so it subsumes the narrower pipeline-specific handling better than the other PRs.", + "canonical_pr_reason": "PR 47051 is the broadest and most central of the set, spanning the multimodal generation pipeline plumbing across multiple files; it is the best representative of the cluster\u2019s shared pipeline theme, though it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 47051 is the strongest cluster anchor: it addresses the underlying kwargs-routing behavior across multimodal generation pipelines, while 47032 is a narrow stop-sequence fix and 47045 is a separate Voxtral input-validation issue.", + "best_pr_reason": "PR 47051 best represents the cluster because it addresses the core multimodal generation pipeline parameter routing and touches both pipeline implementations, making it the most central code change among these unrelated fixes.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47051", "accept": false, - "reason": "Both touch image-text-to-text, but 47032 fixes stop_sequence semantics while 47051 refactors generation-kwarg forwarding; they are different code paths and not plausibly one merged PR for the same bug." + "reason": "Both touch image_text_to_text.py, but 47032 fixes stop_sequence/stop_strings behavior while 47051 forwards direct generation kwargs. Different underlying bugs and different merge intent." }, { "left": "pull_request:47032", "right": "pull_request:47045", "accept": false, - "reason": "Different models and different failure modes: stop-sequence handling in an image-text pipeline vs. scalar audio-format validation in Voxtral. No shared underlying bug." + "reason": "Different subsystems and bugs: image-text-to-text stop-sequence handling versus Voxtral audio-array format validation and soundfile requirements." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "47051 is about multimodal pipeline kwargs routing; 47060 is about Qwen Omni batched post-processing. They do not fix the same concrete code path." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 2aac8839aa9d5eec17a09bae7b31fc37c77b3cde..2bf5e1c3184cd24883bc40a42490e5b7f6394ef5 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260704t060749z", + "analysis_id": "hybrid-model-20260704t120019z", "archived_artifacts": { - "hybrid": "snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-04T06:19:19Z", + "published_at": "2026-07-04T12:10:50Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260704T060749Z", + "snapshot_id": "20260704T120019Z", "variant": "hybrid" } diff --git a/snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.json b/snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a4f3ef13951e1d390526e308c1674a7c5e4b5690 --- /dev/null +++ b/snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.json @@ -0,0 +1,5081 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260704T120019Z", + "generated_at": "2026-07-04T12:10:49Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-40546-10", + "summary": "Cluster of 10 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 40546, + 43451, + 46196, + 46658, + 46707, + 46836, + 46912, + 47003, + 47034, + 47035 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 40546, + "right_pr_number": 43451, + "code_similarity": 0.179, + "size_similarity": 0.591, + "file_overlap": 0.089, + "area_overlap": 0.0, + "patch_similarity": 0.224, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py", + "utils/check_repo.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1153, + 1160 + ] + ], + "right_ranges": [ + [ + 1367, + 1374 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 630, + 636 + ], + [ + 1101, + 1107 + ] + ], + "right_ranges": [ + [ + 386, + 393 + ], + [ + 816, + 822 + ], + [ + 936, + 942 + ], + [ + 1057, + 1063 + ], + [ + 1189, + 1195 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 501, + 507 + ], + [ + 1307, + 1313 + ], + [ + 1797, + 1803 + ] + ], + "right_ranges": [ + [ + 326, + 333 + ], + [ + 1087, + 1093 + ], + [ + 1906, + 1912 + ] + ] + }, + { + "filename": "utils/check_repo.py", + "left_ranges": [ + [ + 280, + 286 + ], + [ + 523, + 529 + ] + ], + "right_ranges": [ + [ + 250, + 258 + ], + [ + 333, + 340 + ] + ] + } + ] + }, + { + "left_pr_number": 40546, + "right_pr_number": 46196, + "code_similarity": 0.173, + "size_similarity": 0.798, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.088, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 40546, + "right_pr_number": 46658, + "code_similarity": 0.157, + "size_similarity": 0.577, + "file_overlap": 0.041, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 630, + 636 + ], + [ + 1101, + 1107 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 892 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 501, + 507 + ], + [ + 1307, + 1313 + ], + [ + 1797, + 1803 + ] + ], + "right_ranges": [ + [ + 1085, + 1091 + ] + ] + } + ] + }, + { + "left_pr_number": 40546, + "right_pr_number": 46707, + "code_similarity": 0.034, + "size_similarity": 0.117, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.074, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 40546, + "right_pr_number": 46836, + "code_similarity": 0.252, + "size_similarity": 0.747, + "file_overlap": 0.114, + "area_overlap": 0.108, + "patch_similarity": 0.206, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/auto/tokenization_auto.py", + "utils/check_repo.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1153, + 1160 + ] + ], + "right_ranges": [ + [ + 887, + 894 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 630, + 636 + ], + [ + 1101, + 1107 + ] + ], + "right_ranges": [ + [ + 628, + 638 + ], + [ + 905, + 914 + ], + [ + 1112, + 1118 + ], + [ + 1238, + 1244 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 501, + 507 + ], + [ + 1307, + 1313 + ], + [ + 1797, + 1803 + ] + ], + "right_ranges": [ + [ + 501, + 507 + ], + [ + 1107, + 1113 + ] + ] + }, + { + "filename": "src/transformers/models/auto/tokenization_auto.py", + "left_ranges": [ + [ + 323, + 329 + ] + ], + "right_ranges": [ + [ + 373, + 379 + ] + ] + }, + { + "filename": "utils/check_repo.py", + "left_ranges": [ + [ + 280, + 286 + ], + [ + 523, + 529 + ] + ], + "right_ranges": [ + [ + 267, + 274 + ], + [ + 489, + 496 + ] + ] + } + ] + }, + { + "left_pr_number": 40546, + "right_pr_number": 46912, + "code_similarity": 0.161, + "size_similarity": 0.724, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.106, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 40546, + "right_pr_number": 47003, + "code_similarity": 0.192, + "size_similarity": 0.801, + "file_overlap": 0.036, + "area_overlap": 0.0, + "patch_similarity": 0.143, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "src/transformers/utils/__init__.py", + "src/transformers/utils/import_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 89, + 95 + ], + [ + 1321, + 1333 + ] + ], + "right_ranges": [ + [ + 127, + 133 + ], + [ + 625, + 634 + ] + ] + }, + { + "filename": "src/transformers/utils/__init__.py", + "left_ranges": [ + [ + 128, + 134 + ] + ], + "right_ranges": [ + [ + 181, + 187 + ] + ] + }, + { + "filename": "src/transformers/utils/import_utils.py", + "left_ranges": [ + [ + 937, + 947 + ], + [ + 1974, + 1986 + ], + [ + 2027, + 2033 + ] + ], + "right_ranges": [ + [ + 915, + 925 + ] + ] + } + ] + }, + { + "left_pr_number": 40546, + "right_pr_number": 47034, + "code_similarity": 0.052, + "size_similarity": 0.183, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.101, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 40546, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.003, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.001, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46196, + "code_similarity": 0.167, + "size_similarity": 0.741, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.122, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46658, + "code_similarity": 0.272, + "size_similarity": 0.976, + "file_overlap": 0.077, + "area_overlap": 0.026, + "patch_similarity": 0.301, + "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": [ + [ + 664, + 696 + ] + ], + "right_ranges": [ + [ + 739, + 807 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 386, + 393 + ], + [ + 816, + 822 + ], + [ + 936, + 942 + ], + [ + 1057, + 1063 + ], + [ + 1189, + 1195 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 892 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 326, + 333 + ], + [ + 1087, + 1093 + ], + [ + 1906, + 1912 + ] + ], + "right_ranges": [ + [ + 1085, + 1091 + ] + ] + } + ] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46707, + "code_similarity": 0.026, + "size_similarity": 0.069, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.079, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46836, + "code_similarity": 0.261, + "size_similarity": 0.792, + "file_overlap": 0.176, + "area_overlap": 0.0, + "patch_similarity": 0.332, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/conversion_mapping.py", + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py", + "utils/check_repo.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1367, + 1374 + ] + ], + "right_ranges": [ + [ + 887, + 894 + ] + ] + }, + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 664, + 696 + ] + ], + "right_ranges": [ + [ + 1420, + 1486 + ] + ] + }, + { + "filename": "src/transformers/models/__init__.py", + "left_ranges": [ + [ + 289, + 295 + ] + ], + "right_ranges": [ + [ + 452, + 458 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 386, + 393 + ], + [ + 816, + 822 + ], + [ + 936, + 942 + ], + [ + 1057, + 1063 + ], + [ + 1189, + 1195 + ] + ], + "right_ranges": [ + [ + 628, + 638 + ], + [ + 905, + 914 + ], + [ + 1112, + 1118 + ], + [ + 1238, + 1244 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 326, + 333 + ], + [ + 1087, + 1093 + ], + [ + 1906, + 1912 + ] + ], + "right_ranges": [ + [ + 501, + 507 + ], + [ + 1107, + 1113 + ] + ] + }, + { + "filename": "utils/check_repo.py", + "left_ranges": [ + [ + 250, + 258 + ], + [ + 333, + 340 + ] + ], + "right_ranges": [ + [ + 267, + 274 + ], + [ + 489, + 496 + ] + ] + } + ] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46912, + "code_similarity": 0.106, + "size_similarity": 0.428, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.134, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 47003, + "code_similarity": 0.174, + "size_similarity": 0.738, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.178, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 47034, + "code_similarity": 0.038, + "size_similarity": 0.108, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.106, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.001, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 46658, + "code_similarity": 0.163, + "size_similarity": 0.723, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.12, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 46707, + "code_similarity": 0.031, + "size_similarity": 0.093, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.083, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 46836, + "code_similarity": 0.205, + "size_similarity": 0.936, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.12, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 46912, + "code_similarity": 0.131, + "size_similarity": 0.578, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.103, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 47003, + "code_similarity": 0.227, + "size_similarity": 0.996, + "file_overlap": 0.048, + "area_overlap": 0.006, + "patch_similarity": 0.077, + "shared_filenames": [ + "src/transformers/models/unispeech/modeling_unispeech.py", + "src/transformers/models/unispeech/modular_unispeech.py", + "src/transformers/models/wavlm/modeling_wavlm.py", + "src/transformers/models/wavlm/modular_wavlm.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/unispeech/modeling_unispeech.py", + "left_ranges": [ + [ + 29, + 35 + ], + [ + 45, + 52 + ], + [ + 337, + 343 + ], + [ + 376, + 382 + ], + [ + 419, + 440 + ], + [ + 451, + 458 + ], + [ + 472, + 486 + ], + [ + 532, + 550 + ], + [ + 563, + 570 + ], + [ + 583, + 600 + ], + [ + 677, + 686 + ], + [ + 934, + 954 + ], + [ + 964, + 977 + ], + [ + 1029, + 1041 + ], + [ + 1048, + 1062 + ], + [ + 1080, + 1085 + ], + [ + 1091, + 1096 + ], + [ + 1165, + 1178 + ], + [ + 1181, + 1196 + ], + [ + 1223, + 1228 + ], + [ + 1267, + 1281 + ], + [ + 1289, + 1310 + ], + [ + 1322, + 1327 + ] + ], + "right_ranges": [ + [ + 1138, + 1150 + ] + ] + }, + { + "filename": "src/transformers/models/unispeech/modular_unispeech.py", + "left_ranges": [ + [ + 22, + 31 + ], + [ + 147, + 156 + ], + [ + 241, + 261 + ], + [ + 271, + 284 + ], + [ + 336, + 348 + ], + [ + 355, + 369 + ], + [ + 387, + 392 + ] + ], + "right_ranges": [ + [ + 383, + 395 + ] + ] + }, + { + "filename": "src/transformers/models/wavlm/modeling_wavlm.py", + "left_ranges": [ + [ + 15, + 21 + ], + [ + 28, + 37 + ], + [ + 153, + 160 + ], + [ + 184, + 190 + ], + [ + 194, + 199 + ], + [ + 222, + 229 + ], + [ + 314, + 334 + ], + [ + 338, + 344 + ], + [ + 357, + 382 + ], + [ + 394, + 402 + ], + [ + 411, + 431 + ], + [ + 446, + 454 + ], + [ + 462, + 484 + ], + [ + 561, + 570 + ], + [ + 998, + 1018 + ], + [ + 1030, + 1049 + ], + [ + 1118, + 1131 + ], + [ + 1134, + 1149 + ], + [ + 1176, + 1181 + ], + [ + 1220, + 1234 + ], + [ + 1242, + 1263 + ], + [ + 1275, + 1280 + ], + [ + 1316, + 1330 + ], + [ + 1338, + 1359 + ], + [ + 1362, + 1367 + ], + [ + 1480, + 1494 + ], + [ + 1502, + 1523 + ], + [ + 1547, + 1552 + ] + ], + "right_ranges": [ + [ + 241, + 251 + ] + ] + }, + { + "filename": "src/transformers/models/wavlm/modular_wavlm.py", + "left_ranges": [ + [ + 10, + 17 + ], + [ + 81, + 88 + ], + [ + 112, + 118 + ], + [ + 122, + 127 + ], + [ + 150, + 157 + ], + [ + 222, + 242 + ], + [ + 246, + 252 + ], + [ + 265, + 290 + ], + [ + 302, + 310 + ], + [ + 319, + 339 + ], + [ + 354, + 362 + ], + [ + 370, + 392 + ] + ], + "right_ranges": [ + [ + 172, + 182 + ] + ] + } + ] + }, + { + "left_pr_number": 46196, + "right_pr_number": 47034, + "code_similarity": 0.043, + "size_similarity": 0.146, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.094, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46196, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.006, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 46707, + "code_similarity": 0.025, + "size_similarity": 0.067, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.076, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 46836, + "code_similarity": 0.227, + "size_similarity": 0.772, + "file_overlap": 0.077, + "area_overlap": 0.0, + "patch_similarity": 0.33, + "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": [ + [ + 739, + 807 + ] + ], + "right_ranges": [ + [ + 1420, + 1486 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 892 + ] + ], + "right_ranges": [ + [ + 628, + 638 + ], + [ + 905, + 914 + ], + [ + 1112, + 1118 + ], + [ + 1238, + 1244 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1085, + 1091 + ] + ], + "right_ranges": [ + [ + 501, + 507 + ], + [ + 1107, + 1113 + ] + ] + } + ] + }, + { + "left_pr_number": 46658, + "right_pr_number": 46912, + "code_similarity": 0.104, + "size_similarity": 0.418, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.137, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47003, + "code_similarity": 0.174, + "size_similarity": 0.72, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "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": 46658, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.001, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46707, + "right_pr_number": 46836, + "code_similarity": 0.029, + "size_similarity": 0.087, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.08, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46707, + "right_pr_number": 46912, + "code_similarity": 0.045, + "size_similarity": 0.161, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.086, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46707, + "right_pr_number": 47003, + "code_similarity": 0.028, + "size_similarity": 0.094, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.061, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46707, + "right_pr_number": 47034, + "code_similarity": 0.175, + "size_similarity": 0.636, + "file_overlap": 0.083, + "area_overlap": 0.0, + "patch_similarity": 0.153, + "shared_filenames": [ + "src/transformers/trainer.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/trainer.py", + "left_ranges": [ + [ + 55, + 61 + ], + [ + 67, + 72 + ] + ], + "right_ranges": [ + [ + 976, + 982 + ], + [ + 2102, + 2108 + ] + ] + } + ] + }, + { + "left_pr_number": 46707, + "right_pr_number": 47035, + "code_similarity": 0.006, + "size_similarity": 0.027, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.006, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 46912, + "code_similarity": 0.128, + "size_similarity": 0.541, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.13, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47003, + "code_similarity": 0.214, + "size_similarity": 0.932, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.183, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47034, + "code_similarity": 0.042, + "size_similarity": 0.137, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.097, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.002, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46912, + "right_pr_number": 47003, + "code_similarity": 0.137, + "size_similarity": 0.58, + "file_overlap": 0.022, + "area_overlap": 0.0, + "patch_similarity": 0.096, + "shared_filenames": [ + "src/transformers/models/gemma3n/modeling_gemma3n.py", + "src/transformers/models/t5gemma2/modeling_t5gemma2.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gemma3n/modeling_gemma3n.py", + "left_ranges": [ + [ + 1537, + 1543 + ], + [ + 1553, + 1559 + ] + ], + "right_ranges": [ + [ + 2173, + 2179 + ] + ] + }, + { + "filename": "src/transformers/models/t5gemma2/modeling_t5gemma2.py", + "left_ranges": [ + [ + 110, + 116 + ] + ], + "right_ranges": [ + [ + 641, + 650 + ] + ] + } + ] + }, + { + "left_pr_number": 46912, + "right_pr_number": 47034, + "code_similarity": 0.064, + "size_similarity": 0.253, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.087, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46912, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.004, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.002, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47003, + "right_pr_number": 47034, + "code_similarity": 0.04, + "size_similarity": 0.147, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.069, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47003, + "right_pr_number": 47035, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.001, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47034, + "right_pr_number": 47035, + "code_similarity": 0.405, + "size_similarity": 0.017, + "file_overlap": 0.167, + "area_overlap": 1.0, + "patch_similarity": 0.013, + "shared_filenames": [ + "src/transformers/training_args.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/training_args.py", + "left_ranges": [ + [ + 1563, + 1570 + ] + ], + "right_ranges": [ + [ + 1563, + 1570 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46907-11", + "summary": "Cluster of 11 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46907, + "issue_numbers": [], + "pr_numbers": [ + 46907, + 46908, + 46926, + 46949, + 46950, + 46971, + 47054, + 47055, + 47056, + 47057, + 47058 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46907, + "right_pr_number": 46908, + "code_similarity": 0.115, + "size_similarity": 0.577, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46907, + "right_pr_number": 46926, + "code_similarity": 0.092, + "size_similarity": 0.462, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46907, + "right_pr_number": 46949, + "code_similarity": 0.169, + "size_similarity": 0.846, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46907, + "right_pr_number": 46950, + "code_similarity": 0.183, + "size_similarity": 0.897, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.023, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46907, + "right_pr_number": 46971, + "code_similarity": 0.169, + "size_similarity": 0.846, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46907, + "right_pr_number": 47054, + "code_similarity": 0.092, + "size_similarity": 0.462, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46907, + "right_pr_number": 47055, + "code_similarity": 0.925, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 0.5, + "shared_filenames": [ + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", + "left_ranges": [ + [ + 464, + 472 + ] + ], + "right_ranges": [ + [ + 464, + 472 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ + [ + 210, + 218 + ] + ], + "right_ranges": [ + [ + 210, + 218 + ] + ] + } + ] + }, + { + "left_pr_number": 46907, + "right_pr_number": 47056, + "code_similarity": 0.085, + "size_similarity": 0.423, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46907, + "right_pr_number": 47057, + "code_similarity": 0.08, + "size_similarity": 0.4, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46907, + "right_pr_number": 47058, + "code_similarity": 0.154, + "size_similarity": 0.769, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46908, + "right_pr_number": 46926, + "code_similarity": 0.31, + "size_similarity": 0.8, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 1.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46908, + "right_pr_number": 46949, + "code_similarity": 0.136, + "size_similarity": 0.682, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46908, + "right_pr_number": 46950, + "code_similarity": 0.103, + "size_similarity": 0.517, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46908, + "right_pr_number": 46971, + "code_similarity": 0.136, + "size_similarity": 0.682, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46908, + "right_pr_number": 47054, + "code_similarity": 0.31, + "size_similarity": 0.8, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 1.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46908, + "right_pr_number": 47055, + "code_similarity": 0.115, + "size_similarity": 0.577, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46908, + "right_pr_number": 47056, + "code_similarity": 0.147, + "size_similarity": 0.733, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46908, + "right_pr_number": 47057, + "code_similarity": 0.565, + "size_similarity": 0.231, + "file_overlap": 1.0, + "area_overlap": 0.565, + "patch_similarity": 0.143, + "shared_filenames": [ + "tests/models/deepseek_v32/test_modeling_deepseek_v32.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/deepseek_v32/test_modeling_deepseek_v32.py", + "left_ranges": [ + [ + 13, + 19 + ], + [ + 251, + 257 + ], + [ + 270, + 276 + ], + [ + 291, + 297 + ], + [ + 332, + 338 + ] + ], + "right_ranges": [ + [ + 13, + 19 + ], + [ + 248, + 260 + ], + [ + 268, + 281 + ], + [ + 290, + 303 + ], + [ + 332, + 345 + ] + ] + } + ] + }, + { + "left_pr_number": 46908, + "right_pr_number": 47058, + "code_similarity": 0.15, + "size_similarity": 0.75, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 46949, + "code_similarity": 0.109, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 46950, + "code_similarity": 0.083, + "size_similarity": 0.414, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 46971, + "code_similarity": 0.109, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 47054, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "left_ranges": [ + [ + 14, + 20 + ], + [ + 487, + 493 + ] + ], + "right_ranges": [ + [ + 14, + 20 + ], + [ + 487, + 493 + ] + ] + } + ] + }, + { + "left_pr_number": 46926, + "right_pr_number": 47055, + "code_similarity": 0.092, + "size_similarity": 0.462, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 47056, + "code_similarity": 0.183, + "size_similarity": 0.917, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 47057, + "code_similarity": 0.058, + "size_similarity": 0.185, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.143, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46926, + "right_pr_number": 47058, + "code_similarity": 0.12, + "size_similarity": 0.6, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 46950, + "code_similarity": 0.152, + "size_similarity": 0.759, + "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": 47054, + "code_similarity": 0.109, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 47055, + "code_similarity": 0.169, + "size_similarity": 0.846, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "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": 47057, + "code_similarity": 0.068, + "size_similarity": 0.338, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "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": 46950, + "right_pr_number": 46971, + "code_similarity": 0.393, + "size_similarity": 0.759, + "file_overlap": 0.5, + "area_overlap": 0.182, + "patch_similarity": 0.184, + "shared_filenames": [ + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 418, + 424 + ], + [ + 446, + 451 + ], + [ + 475, + 480 + ], + [ + 498, + 504 + ] + ], + "right_ranges": [ + [ + 418, + 424 + ], + [ + 450, + 456 + ], + [ + 480, + 497 + ], + [ + 508, + 514 + ] + ] + } + ] + }, + { + "left_pr_number": 46950, + "right_pr_number": 47054, + "code_similarity": 0.083, + "size_similarity": 0.414, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 47055, + "code_similarity": 0.183, + "size_similarity": 0.897, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.023, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 47056, + "code_similarity": 0.076, + "size_similarity": 0.379, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 47057, + "code_similarity": 0.116, + "size_similarity": 0.446, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.178, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 47058, + "code_similarity": 0.392, + "size_similarity": 0.69, + "file_overlap": 0.5, + "area_overlap": 0.127, + "patch_similarity": 0.395, + "shared_filenames": [ + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 418, + 424 + ], + [ + 446, + 451 + ], + [ + 475, + 480 + ], + [ + 498, + 504 + ] + ], + "right_ranges": [ + [ + 404, + 411 + ], + [ + 420, + 426 + ], + [ + 452, + 458 + ], + [ + 482, + 488 + ], + [ + 503, + 509 + ] + ] + } + ] + }, + { + "left_pr_number": 46971, + "right_pr_number": 47054, + "code_similarity": 0.109, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46971, + "right_pr_number": 47055, + "code_similarity": 0.169, + "size_similarity": 0.846, + "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": 47057, + "code_similarity": 0.086, + "size_similarity": 0.338, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.125, + "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": 47054, + "right_pr_number": 47055, + "code_similarity": 0.092, + "size_similarity": 0.462, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47054, + "right_pr_number": 47056, + "code_similarity": 0.183, + "size_similarity": 0.917, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47054, + "right_pr_number": 47057, + "code_similarity": 0.058, + "size_similarity": 0.185, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.143, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47054, + "right_pr_number": 47058, + "code_similarity": 0.12, + "size_similarity": 0.6, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47055, + "right_pr_number": 47056, + "code_similarity": 0.085, + "size_similarity": 0.423, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47055, + "right_pr_number": 47057, + "code_similarity": 0.08, + "size_similarity": 0.4, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47055, + "right_pr_number": 47058, + "code_similarity": 0.154, + "size_similarity": 0.769, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47056, + "right_pr_number": 47057, + "code_similarity": 0.034, + "size_similarity": 0.169, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "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": [] + }, + { + "left_pr_number": 47057, + "right_pr_number": 47058, + "code_similarity": 0.083, + "size_similarity": 0.308, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.143, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45488-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45488.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 45488, + "canonical_pr_number": 47017, + "issue_numbers": [ + 45488, + 46489 + ], + "pr_numbers": [ + 46580, + 47017 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46580, + "right_pr_number": 47017, + "code_similarity": 0.241, + "size_similarity": 0.352, + "file_overlap": 0.5, + "area_overlap": 0.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/models/auto/tokenization_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/tokenization_auto.py", + "left_ranges": [ + [ + 361, + 367 + ], + [ + 399, + 421 + ], + [ + 724, + 739 + ] + ], + "right_ranges": [ + [ + 426, + 473 + ], + [ + 805, + 823 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46894-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46895, + "issue_numbers": [ + 46894, + 46897 + ], + "pr_numbers": [ + 46895, + 46958 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46895, + "right_pr_number": 46958, + "code_similarity": 0.779, + "size_similarity": 0.915, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.81, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 176, + 214 + ] + ], + "right_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46886, + "right_pr_number": 46922, + "code_similarity": 0.711, + "size_similarity": 0.857, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.429, + "shared_filenames": [ + "src/transformers/models/yolos/modeling_yolos.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/yolos/modeling_yolos.py", + "left_ranges": [ + [ + 446, + 452 + ] + ], + "right_ranges": [ + [ + 434, + 440 + ], + [ + 446, + 452 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46159-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46159.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46159, + "canonical_pr_number": 46174, + "issue_numbers": [ + 46159 + ], + "pr_numbers": [ + 46174, + 46780 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46174, + "right_pr_number": 46780, + "code_similarity": 0.841, + "size_similarity": 0.87, + "file_overlap": 1.0, + "area_overlap": 0.767, + "patch_similarity": 0.657, + "shared_filenames": [ + "src/transformers/models/aimv2/modeling_aimv2.py", + "src/transformers/models/d_fine/modeling_d_fine.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/aimv2/modeling_aimv2.py", + "left_ranges": [ + [ + 134, + 141 + ], + [ + 144, + 154 + ], + [ + 157, + 165 + ] + ], + "right_ranges": [ + [ + 134, + 140 + ], + [ + 143, + 153 + ], + [ + 156, + 162 + ] + ] + }, + { + "filename": "src/transformers/models/d_fine/modeling_d_fine.py", + "left_ranges": [ + [ + 631, + 638 + ], + [ + 641, + 651 + ], + [ + 654, + 662 + ] + ], + "right_ranges": [ + [ + 631, + 637 + ], + [ + 640, + 650 + ], + [ + 653, + 659 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/modeling_deimv2.py", + "left_ranges": [ + [ + 703, + 710 + ], + [ + 713, + 723 + ], + [ + 726, + 734 + ] + ], + "right_ranges": [ + [ + 703, + 709 + ], + [ + 712, + 722 + ], + [ + 725, + 731 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "left_ranges": [ + [ + 1551, + 1558 + ], + [ + 1561, + 1571 + ], + [ + 1574, + 1582 + ] + ], + "right_ranges": [ + [ + 1551, + 1557 + ], + [ + 1560, + 1570 + ], + [ + 1573, + 1579 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "left_ranges": [ + [ + 804, + 811 + ], + [ + 814, + 824 + ], + [ + 827, + 835 + ] + ], + "right_ranges": [ + [ + 804, + 810 + ], + [ + 813, + 823 + ], + [ + 826, + 832 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 854 + ], + [ + 857, + 867 + ], + [ + 870, + 878 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 983 + ], + [ + 986, + 996 + ], + [ + 999, + 1007 + ] + ], + "right_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 995 + ], + [ + 998, + 1004 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 159 + ], + [ + 162, + 172 + ], + [ + 175, + 183 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 69 + ], + [ + 72, + 82 + ], + [ + 85, + 93 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.721, + "size_similarity": 0.973, + "file_overlap": 0.75, + "area_overlap": 0.563, + "patch_similarity": 0.696, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py", + "utils/notification_service.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3611, + 3618 + ], + [ + 3835, + 3869 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 144 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + }, + { + "filename": "utils/notification_service.py", + "left_ranges": [ + [ + 935, + 967 + ] + ], + "right_ranges": [ + [ + 935, + 967 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47013-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47013.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 47013, + "canonical_pr_number": 47026, + "issue_numbers": [ + 47013 + ], + "pr_numbers": [ + 47026, + 47046 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47026, + "right_pr_number": 47046, + "code_similarity": 0.308, + "size_similarity": 0.264, + "file_overlap": 0.5, + "area_overlap": 0.229, + "patch_similarity": 0.169, + "shared_filenames": [ + "src/transformers/models/xlstm/modeling_xlstm.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/xlstm/modeling_xlstm.py", + "left_ranges": [ + [ + 816, + 840 + ], + [ + 843, + 851 + ] + ], + "right_ranges": [ + [ + 25, + 39 + ], + [ + 789, + 795 + ], + [ + 808, + 817 + ], + [ + 823, + 846 + ], + [ + 849, + 857 + ], + [ + 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-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47048-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47065.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 47065, + "canonical_pr_number": 47066, + "issue_numbers": [ + 47065 + ], + "pr_numbers": [ + 47048, + 47066 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47048, + "right_pr_number": 47066, + "code_similarity": 0.3, + "size_similarity": 0.95, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.734, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-45488-4", + "canonical_issue_number": 45488, + "duplicate_issue_numbers": [ + 46489 + ], + "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-4", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897 + ], + "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-40546-10", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 40546, + 46196, + 46658, + 46707, + 46836, + 46912, + 47003, + 47034, + 47035 + ], + "target_issue_number": null, + "reason": "PRs in cluster-40546-10 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45488-4", + "canonical_pr_number": 47017, + "duplicate_pr_numbers": [ + 46580 + ], + "target_issue_number": 45488, + "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "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-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46894-4", + "canonical_pr_number": 46895, + "duplicate_pr_numbers": [ + 46958 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46907-11", + "canonical_pr_number": 46907, + "duplicate_pr_numbers": [ + 46908, + 46926, + 46949, + 46950, + 46971, + 47054, + 47055, + 47056, + 47057, + 47058 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46907-11 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47013-3", + "canonical_pr_number": 47026, + "duplicate_pr_numbers": [ + 47046 + ], + "target_issue_number": 47013, + "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47048-3", + "canonical_pr_number": 47066, + "duplicate_pr_numbers": [ + 47048 + ], + "target_issue_number": 47065, + "reason": "PRs in cluster-47048-3 are treated as duplicates because they converge on issue #47065 with closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45488-4", + "issue_number": 45488, + "reason": "Issue #45488 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 16 discussion comments plus 4 inbound references.", + "score": 176.0 + }, + "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/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..3139dad71ee487332ebda528ac933c1ab5d688f8 --- /dev/null +++ b/snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26374 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260704T120019Z", + "generated_at": "2026-07-04T12:10:49Z", + "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-10000-508", + "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", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "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:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "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:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:43716|issue:45685", + "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": "8b4e3c82d33ff97cc1dde6a154a1211904af5e7bc743d14345050a01926f3db7", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46565, + "estimated_input_tokens": 11642, + "estimated_eval_tokens": 23540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy cluster of mostly unrelated transformer bug reports that only share broad surface similarity (DeepSpeed, device maps, model loading, docs). I see three likely true duplicate pairs: the ZeRO-3/BERT index-out-of-bounds reports, the Qwen3.5 MoE rotary-embedding/offload reports, and the torch 2.4.1 incompatibility reports. The rest look distinct.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43596 is the clearest representative of the strongest duplicate pair in the set: it describes the same ZeRO-3/BERT index-out-of-bounds failure as 43638, with a cleaner and more specific title.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the best single issue to anchor the cluster because it is concrete, well-scoped, and sits in the most convincing duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failure surface: config attribute error vs streaming API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models and backends; both GPU-related but distinct bugs." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and symptoms (dtype mismatch vs AMD GPU failure)." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch vs AMD GPU incompatibility; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Both are model-specific runtime failures, but the code paths are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model behavior and bug surface; not mergeable." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export vs device-map CUDA assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different docs/example issues despite both being examples." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export error vs import error; unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed topics and pages." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume issues; unrelated scenarios." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume/trust_remote_code issue vs YOLO multi-GPU device-map issue." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device/shape mismatches, but the models and failure sites differ." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures; only superficial zero3/shape similarity." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad zero3 family, but a different concrete failure." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch vs video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Shape mismatch vs TP/MoE device-map issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model-loading issue vs Nemotron example breakage." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video/chat-template failure vs model resume issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice_preset bug vs ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but different models and error modes." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BERT index-out-of-bounds failure, just phrased with different training/init contexts." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross_entropy call vs GPT-OSS MoE TP issue." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different tokenizer/detokenization bug vs LoRA save/load consistency issue." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different Qwen3/NVFP4 run failure vs LoRA merge/save issue." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Voxtral processor failure vs remote-code config_class error." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral dtype mismatch vs YOLO multi-GPU device map." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed appears in both, but one is a 2-D weight shape error and the other is a collective mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpoint/FSDP recompute mismatch vs mask/tensor shape mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram unsupported vs YOLO multi-GPU mapping." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding/offload bug; one report highlights offload compatibility, the other the underlying uninitialized-memory path." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index error vs GPT-OSS TP/MoE issue." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch vs trainer API kwarg error." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index error vs GPT-OSS TP issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific forward bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.x failures; one NVFP4 run, one TRL embedding unpacking." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid method vs MPS histogram backend error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral dtype mismatch vs Qwen3 NVFP4 failure." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model and backend bug classes." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding unpacking vs GPT-OSS TP issue." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross_entropy vs TRL embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Similar ZeRO-3 index error symptom, but different models and no clear same code path." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs topics: removed pipeline tasks vs removed run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram backend issue." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch vs Qwen3 NVFP4 run failure." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report; one is a general statement and the other adds the same version detail." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpoint mismatch vs device-map CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility vs Qwen3 NVFP4." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Model runtime failure vs outdated RAG examples." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy vs generic mask-shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The three accepted duplicate pairs are well supported by the titles, and the rejected soft edges are generally framed cautiously rather than overstated. The summary accurately describes the cluster as mostly unrelated surface-similar issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-508", + "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:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "1722fc3e8166bc91f7c549113c6020deb841271e8e5c034baf679a7f99ee583f", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40040, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only two soft pairs look like true duplicates: the ZeRO-3 IndexError reports and the AutoTokenizer token-ID regression reports. The rest are different models, APIs, or failure modes and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broader tokenizer regression across multiple model families, while issue:45812 is a narrower Granite-specific instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative overall: clear symptom, broad impact, and it subsumes the Granite-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different incompatibility reports: one is torch 2.4.1 vs transformers 5.8.0, the other is v5.9.0 breaking USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated failures: PaddleOCR-VL loading in vLLM vs distributed build support in transformers." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and symptoms: checkpoint corruption vs text encoder weights not being loaded." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both describe the same ZeRO-3 loading path hitting an IndexError on empty/size-0 tensors during model initialization; different models, same underlying bug class." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and failure modes: Gemma3 config attribute error vs Qwen3 auto-device-map cuda assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation issues, but they cover unrelated docs and different behaviors." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage-object dtype error vs distributed build flag regression are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU execution problem vs table-question-answering crash; no shared code path." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch issue is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization bug vs outdated RAG documentation; not the same problem." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different Qwen/Gemma multimodal failures: device mismatch during forward vs video token/feature mismatch in chat template." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption vs ModelOpt/NVFP4 compatibility are different root causes." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to RAG example docs drift." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage in recent transformers versions is not the same as the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same silent AutoTokenizer token-ID regression; 45920 is the broader report covering multiple model families and 45812 is a narrower Granite instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are load failures, but one is a corrupted checkpoint and the other is an implementation issue for NemotronH." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to distributed support regression." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but they are different models and different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch is not the same as the Zero-3 index-out-of-bounds error." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load/run failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test-loading failure is unrelated to the Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig field breakage are different issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash do not share a concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure vs PretrainedConfig/pydantic regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but the reported paths and symptoms differ too much to treat as one bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3 index-out-of-bounds loading bug is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to YOLO multi-GPU device-map issues." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model execution error is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing and Gemma4 PLE device mismatch are different model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure is unrelated to the MPS histogram_mps integer kernel issue." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different kernels and failure modes: grouped_mm tracing vs MPS histogram implementation missing for Int." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve MoE/dtype/tracing problems, but they are not the same concrete code path or fix." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and YOLO device-map failure are different model/runtime problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "These are both IndexErrors, but the mask-shape mismatch and Zero-3 empty-tensor index error are different bugs." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn fallback selection bug is unrelated to remote-code model_class.config_class errors." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both involve config/model update regressions, but the StableLm pad_token_idx issue and the pydantic PretrainedConfig field issue are distinct." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version incompatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and mostly conservative. The two accepted soft pairs are supported by very similar titles/symptoms: the ZeRO-3 size-0 IndexError reports and the AutoTokenizer wrong-token-ID regression reports. The remaining rejections stay cautious and do not overclaim duplicate status." + }, + "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-10000-508", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507" + ], + "prepared_review_unit_hash": "b6d041a799c307bd502c5370d648e35fafd1dffae39ad218d180c701c581cf5e", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "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": "Most pairs are not duplicates and only a few share a plausible concrete bug family. I kept the validation-bug and Qwen video-input matches, but rejected the remote-code/custom-module pair as too title-level to prove the same underlying defect.", + "confidence": 0.65, + "canonical_issue_reason": "issue:45183 is the best canonical issue because it describes a broad, concrete validation bug that can explain the narrower T5-specific report in issue:46463.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45183 is the strongest representative issue: it states the underlying input-validation defect directly and is the most reusable across models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different bugs with different model paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related errors, but one is a mask/tensor mismatch and the other is TRL embedding unpacking." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure and tensor-parallel support failure are different MoE issues." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different execution paths." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression is unrelated to tied-weight handling in translation models." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig field validation are different breakages." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic config regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they arise from different initialization/training code paths." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and video token/feature mismatch are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-compatibility complaints, but they describe different failure modes and code paths." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 embedding-quality regression vs nonsensical AutoModel/pipeline output is too vague to treat as the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "The titles are consistent with the same area, but the evidence here is not enough to prove the same concrete video-input bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5 multimodal models, but config unwrapping and uninitialized rotary memory are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed zero3/BertModel init failure is unrelated to resume-training with trust_remote_code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attention availability/selection and remote-code model_class.config_class handling are different problems." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different subsystems: image-preprocessor dtype mismatch vs SFT trainer embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model initialization in Jupyter and flash-attn2 fallback gating are different issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and symptoms; no shared concrete bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both are in the remote-code/custom-module area, but the packet only supports related symptoms, not a clearly shared underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 are unrelated to translation-model tied-weight issues in v5." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn fallback selection are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior does not match the tied-weights translation-model bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA/indexer discussion and a docs typo are not duplicates." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo vs removed run-command docs mention are different documentation fixes." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation-bug family: wrong XOR/input validation logic, with 46463 being a T5-specific manifestation." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the reasoning is grounded, but one accepted soft-edge verdict overstates the evidence: issue:45632 vs issue:45698 are both in the remote-code/custom-module area, yet the packet only gives titles that suggest related symptoms, not a clearly shared concrete bug. The other accepted pairs look more defensible, but this one is not conservative enough to approve the whole output." + }, + "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": 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-10000-508", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:41553|issue:43881", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "b6116fb006a005d87a0a388e84e0f9a0c94de0f5ba75fba92dd0503253859388", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set, with a few clear duplicate clusters around non-persistent-buffer corruption, SigLIP2 implementation mismatch, StaticCache.get_seq_length return type, and Gemma4 quantized multimodal embedders.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43950 is the broadest, most explicit report of the non-persistent-buffer regression in transformers 5.x, and it cleanly subsumes the closely matching buffer-corruption reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest canonical issue candidate overall: clear root cause, broad impact, and multiple near-duplicate manifestations.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different bugs: tokenizer detokenization regression vs a Qwen3-8B-NVFP4 loading/runtime failure." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different code paths/symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization errors are not the same as a general SigLIP2 text-embedding quality regression." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: transformers 5.x corrupting non-persistent buffers / leaving them junk-filled." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected trainer kwarg vs DeepSpeed ZeRO-3 loading IndexError are unrelated failures." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is a different bug from non-persistent-buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Distinct bitsandbytes/storage compatibility problems, not the same failure mode." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 reads as the follow-up fix report." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Import error for a model class vs Qwen3.5 flash-attn/3D position_ids crash are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and outputs." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression is not the same as a broad tokenization-change report." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Zero-probabilities symptom and degraded text embeddings are different reports without a clear shared root cause." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both report the same StaticCache.get_seq_length contract/return-type regression causing downstream arithmetic failures." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both describe the same non-persistent-buffer materialization bug; 45902 is a specific manifestation of junk/uninitialized buffer state." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention illegal memory access from 3D position_ids is unrelated to CPU-offload incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 discrepancy theme: 43493 looks like the root-cause implementation mismatch behind the degraded embeddings in 43054." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and int4 quantization OOM are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_state rebuild bug is unrelated to buffer materialization corruption." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message and Molmo tied-weights AttributeError are distinct model-loading bugs." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a model-specific load failure are not the same underlying issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to a Python 3.13 flash_attn import error." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error and early-stopping metric lookup are unrelated trainer issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad area (loading) but different model-specific failures and no shared concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is narrower and different from the broader remote_code breakage report." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory usage are separate training/perf problems." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback gating are different subsystems and bugs." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral AutoTokenizer error-message issue and glm-4v-9b loading failure are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing Qwen2_5_VL export and bitsandbytes _is_hf_initialized incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error and GLM5 are different model-specific failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the accepted soft-edge links are conservative enough. The strongest cluster around non-persistent-buffer corruption is well supported by the issue titles (43950/44534/43644/45902), and the StaticCache, SigLIP2, and Gemma4 pairings are also plausible from the packet alone. No PR-pair 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": 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-10000-508", + "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:43881|issue:43883", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:43827|issue:44509", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:43872|issue:44291", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "71e34af024d5b25c62b42afb2bb60950eec2831bbb4b4e3a2f75f44a82eb0b25", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36755, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue cluster with a few true duplicates: docs cleanup around removed pipelines, tokenizer regressions, DeepSpeed/Qwen weight-loading failures, and exact mask-shape error clones. Most other soft edges are only broad thematic matches and should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:41093 is the strongest anchor because it has an exact duplicate in issue:44805 with the same mask/tensor shape-mismatch symptom and a precise, reproducible failure signature.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41093 is the clearest representative of the cluster\u2019s duplicate-worthy subset: it is specific, actionable, and paired with an exact same-bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS histogram/int handling in MoE vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated tokenizer-regex crash vs flash-attn fallback gating failure." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code loading regression vs a specific Gemma4 forward device mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping lookup bug and remote_code breakage are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA, but checkpoint incompatibility and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-load failures for different architectures; no shared concrete bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code breakage and Kimi tokenizer regression are separate failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different conversion APIs and look like distinct fixes." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes/_is_hf_initialized incompatibility is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup after v5 removed summarization/translation pipeline tasks." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping and remote-code config_class errors are different AutoModel bugs." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Same DeepSeek tokenizer regression in v5; both report incorrect tokenizer handling on DeepSeek families." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same unexpected `_is_hf_initialized` kwarg regression during model loading/init_empty_weights." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug and silent non-persistent buffer corruption are unrelated regressions." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug reported on two model families." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "The latter is a specific remote-code AttributeError, but not clearly the same concrete bug as the broader regression report." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper-large-v2 run failure and `_torch_extract_fbank_features()` look related at a high level, but the evidence is too thin to merge." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion under ZeRO-3 and GAS loss averaging are separate DeepSpeed issues." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "LoRA gradient-checkpointing ineffectiveness is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and mask-shape IndexError are unrelated trainer/runtime failures." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 weight-loading failure across closely related Qwen3-family variants." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model checkpoint-loading failures with no concrete shared root cause." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad tokenizer error messaging for Voxtral is not the same as a tokenizer-load failure on est-roberta." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN from SDPA/BF16 behavior and a flash_attention s_aux=None crash are separate issues." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same Qwen3 VL video-input regression in v5.3.0, with 44560 as a model-specific symptom." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Exact same mask/tensor shape mismatch error; clear duplicate." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dim error and void-segmentation image-processor failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary correctly characterizes the cluster as mostly heterogeneous and only claims a small number of duplicate-worthy pairs, which are supported by the packet (e.g. 41093/44805 exact mask-shape clone, 43827/44509 docs cleanup, 43872/44291 `_is_hf_initialized`, 44479/44560 video regression, 43940/45313 DeepSpeed Qwen load failure). The soft-edge rejections are appropriately conservative, and the accepted pairs are reasonably backed by the issue titles rather than stretched beyond the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 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-10000-508", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:41553|issue:44488", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "6f6e03aaad845b51ec5d12dc0e7819676a400a27687501301ebe4d3d99c03303", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38059, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of unrelated Transformers issues. Only two soft pairs look like true duplicates: the custom model initialization regression and the SigLIP2 bad-output regression. Everything else is either a different model family, a different failure mode, or just the same broad subsystem.", + "confidence": 0.88, + "canonical_issue_reason": "43646 is the broadest, most central report of the clearest duplicate theme here: Transformers 5.0.0 breaking custom model initialization. 43645 reads like the same bug with a narrower Jupyter-notebook reproduction.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best representative issue because it states the underlying regression in the most general form and is easier to anchor duplicate triage on than the notebook-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different bugs: Qwen3.5 PagedAttentionCache group-type failure vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading-related, but one is a NemotronH architecture/load mismatch and the other is a Sam3Model text-encoder weight-loading regression." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated model bugs: GGUF gpt-oss support vs Phi-tiny-MoE dtype mismatch under autocast." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizer loading, but they target different models and likely different code paths." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF feature requests or bugs; not the same underlying change or failure." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are rotary-embedding related, but one is a Qwen2.5-VL rope scaling bug and the other is a meta->to_empty materialization memory bug in Qwen3_5Moe." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Completely different issues: DeepSpeed ZeRO3/Bert index error vs a torch-version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is a track-leak batching bug and the other is an empty-transcription generation failure." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different bugs: FSDP2 shared_kv_states rebuild vs device_map='auto' device mismatch." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared concrete bug: gpt-oss support vs missing Float8 storage handling." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: ZeRO3/Bert initialization index error vs torch compatibility issue." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems and symptoms: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is Qwen3Moe FP8 failure and the other is meta-device loading breakage." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export failure for a VL class is not the same bug as meta-device model loading breaking some models." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and code paths: Mistral-3 dtype mismatch vs Qwen3-vl-embedding video StopIteration." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache behavior, but one is a Qwen3.5 flash-attention position_id bug and the other is static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers 5 breaks custom model initialization; 43645 is the notebook-specific reproduction." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated: Qwen3-vl video input StopIteration vs an MPS histogram/int-type issue in moe." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different reports with no shared concrete code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both are attention/compile failures, but they affect different models and failure mechanisms." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different problems: GenerationMixin import error vs Qwen3Moe FP8 model failure." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen issues: video StopIteration vs trl SFT embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Torch version issues, but not the same one: compiled flex_attention on torch >=2.9 vs generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device placement bug is distinct from the torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different issues: tokenizer mapping-name validation vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: both describe incorrect/meaningless outputs for google/siglip2-base-patch16-224." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: video StopIteration vs a generic mask/tensor shape mismatch." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 multimodal 4-bit behavior, but one is uint8 torch.finfo failure in audio modules and the other is a broader unsafe dtype cast issue." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: _is_hf_initialized breakage vs Kosmos2.5 long-input indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation problems for different model families." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed/Bert ZeRO3 index error is unrelated to TOKENIZER_MAPPING_NAMES add-new-model-like validation." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "No shared underlying bug: ZeRO3/Bert loading failure vs tokenizer mapping validation." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different issues entirely: Qwen3_moe LoRA compatibility across branches vs BitNet packed-weight unpacking during accelerate loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the verdicts are conservative. The accepted pair 43645/43646 is well supported by the titles and descriptions, and the other pairs are rejected with appropriately cautious, model- and failure-mode-based reasoning. No PR-pair mergeability issues apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-508", + "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:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "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:44661|issue:44805", + "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:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "3d803237048f2871cbf95780850aece2d1ca488e8487a529323c71d33d73b880", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only clear duplicate here is the Transformers v5 non-persistent-buffer regression pair; the rest are mostly same-subsystem or same-model-family reports but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the cleanest canonical issue: it is a broad, generic statement of the regression and has an exact duplicate in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 best represents the confirmed duplicate pair because it describes the core bug directly and broadly, without model-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: quantization/offload loading failure vs Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated bugs: tokenizer-mapping failure vs a tensor mask shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a SigLIP2 probability/output issue while the other is a doc-example/model-processor mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3/Qwen3MoE, but the failure modes and code paths are different (device-mapping assert vs FineGrainedFP8Config)." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Completely different root causes: FP8/Qwen3MoE failure vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both are loading/embedding issues, but one is Qwen3 MoE LoRA compatibility across versions and the other is Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures; only a broad flash-attention theme is shared." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading regressions for different repos, but the titles do not establish the same concrete bug or shared code path." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different issues: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel planning missing entries." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype theme, but one is loading composite checkpoints and the other is from_config() leaving config.dtype stale." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Separate regressions: DeepSpeed ZeRO-3 load failure vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different kinds of breakage; no evidence of a shared underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Same version bump, but one is buffer initialization and the other is custom-model initialization in Jupyter; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 model family, but one is a documentation example failure and the other is bad runtime outputs; not clearly the same underlying defect." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different loading paths and models: Qwen3 MoE accelerate+deepspeed weight conversion vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different models and do not clearly share the same root cause." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offloading, but one is Qwen3 MoE training memory inefficiency and the other is quantization offloading behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading bugs with different symptoms: GLM-4.7-Flash test failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Both are embedding-related, but the issues are about different model families and different affected submodules." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated training-loop max_steps math bug vs optimizer argument handling." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Similar API symptom, but the titles point to different model-specific embedding update paths and not one concrete duplicate bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and failure modes: GLM5 issue vs quantized model save/load corruption." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different serialization/load bugs: extra_state handling vs unexpected _is_hf_initialized argument with init_empty_weights." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are double-shift training-loss bugs, but for different model implementations; the titles do not show one shared code-path fix." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are silent tokenizer regressions, but they affect different tokenizer families and appear to be separate bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar API symptom, but the affected models/submodules differ enough that this looks like separate model-specific fixes rather than one duplicate." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes in different components: Qwen3.5 chat path vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention, but one is a 3D position_ids packing bug and the other is an s_aux=None AttributeError; not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical/duplicate choice is grounded in the packet: issue:43644 and issue:44534 both describe the same non-persistent-buffer regression, and the remaining pair verdicts stay conservative by requiring more than shared subsystem/model family 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": 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-10000-508", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "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:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "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:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:42175|issue:43957", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "0953ad7182bf993457101b7953890c06f41b4efdd3b56d158a44657e659b2264", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues. The only clear duplicate family is the resize_token_embeddings/output_embeddings regression across Gemma4, generic, and T5Gemma variants.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45292 is the cleanest representative of the resize_token_embeddings regression because its title is the most general and matches the shared symptom across the related model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best standalone issue to keep: it is concrete, broadly scoped, and can absorb the closely related model-specific variants in the same duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures involving vocab/special-token mismatches, but the titles do not indicate the same concrete bug or code path." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failures: SigLIP2 doc example errors vs a GLM5 issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is a Torch compatibility complaint; the other is a meta-device model-loading bug. Different problems." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 batched inference token leakage are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they target different models and likely different initialization paths; not enough to treat as the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument when using init_empty_weights is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated issues." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/offloading memory behavior, but one is about offloading not working and the other about increased reserved memory leading to OOM; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment semantics and VideoPrism output field mapping are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 training/FSDP2 and Qwen3_5Moe rotary embedding CPU offload are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization-related model-loading issues, but they concern different quantization formats and failure modes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language behavior are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other about eval-mode restrictions." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization OOM and mmap disablement on Strix Halo are different issues." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and mmap/OOM behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration and Gemma4 FSDP2 attention state rebuilding are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken official Nemotron example are not clearly the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug; 45276 is just the Gemma4-specific manifestation of the more general output_embeddings issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "A video-input regression in Qwen models and a strict-config loading failure for granite_speech are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RLHF NaN explosions from 3D position_ids are different problems." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap/OOM behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permissions propagation in save_pretrained is unrelated to loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same resize_token_embeddings bug failing to update downstream embedding/output weights across model variants." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model notebook initialization and extra_state save/load handling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Missing TensorFlow backend in pip extras and meta-device model loading failures are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading issues around specific BERT-style models, but the titles do not show the same concrete failure or shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only elevates the resize_token_embeddings/output_embeddings trio (45292, 45276, 45335) as a clear duplicate family, which is well supported by the titles. The other pairwise rejections are cautious and consistent with the visible evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 9, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-508", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "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" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:44589|issue:44756", + "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:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43906|issue:44530", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:39404|issue:44912", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43299|issue:43931", + "issue:44164|issue:46821" + ], + "prepared_review_unit_hash": "37d85894051b0e696b8ab4620301b3a8b80178b5cf86e99853b5575933bd29ec", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers regressions and model-specific bugs; none of the proposed soft edges look like true same-bug duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different failures: custom model init in notebooks vs Trainer checkpoint resume/max_steps logic." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated bugs: float8 storage lookup vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same broad symptom class, but different models and likely different training-loss implementations." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as an autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token conversion vs a leading-space round-trip correctness bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are distinct tokenizer issues." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization-change report." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths: PagedAttentionCache group-type crash vs template compilation error." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom models, but one is base_model_prefix loading and the other is notebook initialization behavior." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility is unrelated to YOLO device_map multi-GPU loading failure." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper return_language pipeline behavior is not the same as from_pretrained-in-class inconsistency." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General Torch version incompatibility does not match a Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Broad Torch incompatibility and device_map auto mismatch are separate failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different tensor-shape paths: video input regression vs mask/index shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation failure." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different deprecated pipeline/task references." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of one bug is not the same as a Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are unrelated bugs." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolate_pos_encoding behavior." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message are different subsystems." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer load error and gguf AutoTokenizer/AutoModel loading failure are distinct issues." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is not the same as unwrapping text_config in composite configs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These concern different models and code paths; no clear shared bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM output regression and tokenizer-loading failure for EMBEDDIA/est-roberta are not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure and Mistral regex patch crash are separate tokenizer code paths." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4, but one is device placement and the other is unsafe dtype casting in multimodal embedders." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification bug and training-loss label shift bug are different problems." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance/memory issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL loading, but one is a broad v5.dev regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization and TimesFM window_size AttributeError 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": 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-10000-508", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue: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", + "issue:47050" + ], + "soft_pairs": [ + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "78916c606c253e40d6bccf49504afda4f5468cddb4dd93ad8f7dc85536b2a3d7", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are separate Transformers v5 regressions across different models/features. The only soft pair that looks like the same underlying bug is the v5 initialization regression around custom model construction and buffer state (43644/43646). No PRs were provided.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43646 is the best canonical issue because it is the broader regression report: custom model initialization is broken in v5, which can subsume the more specific buffer symptom in 43644.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest standalone representative of the cluster since it describes the most general and actionable failure mode in the v5 init path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different failures and code paths: HF init flag/loading regression vs Canine ONNX attention dtype mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss bugs, but they are different mechanisms: degenerate classification loss vs double-shift seq2seq loss." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated areas: deepspeed/bert zero3 init error vs torch>=2.9 flex_attention compilation failure." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they involve different models and likely different tokenizer/config failures." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading regression vs a Mistral regex patch crash; not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both relate to v5 regressions, but base_model_prefix loading and non-persistent buffer contents are distinct problems." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different subsystems and symptoms." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior, but one ignores tokenizer.json while the other has a DeepSeek-specific output regression." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model-structure/loading regressions: CLIP class inconsistency vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral dtype mismatch in image preprocessing is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language-return regression and CamemBERT masked-LM predictions are separate model-specific bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping failure and flex_attention compilation failure are unrelated changes." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 paged-attention cache errors." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload behavior, but XLNet CPU arange and Qwen3_5Moe CPU offload are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Same model family but different bugs: FP8 config failure vs cache group-type crash." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different repositories and do not indicate the same underlying bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to the template-node compilation error." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting and multimodal IterableDataset failures are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same v5 initialization regression: broken model construction/custom init, with 43644 being a concrete symptom of the broader failure." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different multimodal/tokenizer issues: IterableDataset with multiple images vs continue_final_message handling for mistral_common tokenizers." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the `_is_hf_initialized` regression." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend packaging, but one is torch extra installation and the other is an unsupported tensorflow_text backend mapping error." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature issues, but one is a LasrFeatureExtractor API regression and the other is a separate fbank extraction problem." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and Jupyter custom model initialization are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decoding skip_special_tokens bug and empty-transcription generation failure are related to Whisper but not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve gguf/model loading, but the concrete failures differ: gguf_file handling vs Qwen2.5-GGUF incompatibility with v5." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading failures after v5, but they involve different models and likely different root causes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error and GraniteMoEHybrid invalid method call are unrelated issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43644/issue:43646, is supported by the titles and similarity signal as a shared v5 initialization regression. The rest of the verdicts avoid overclaiming and the note that no PRs were provided is accurate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-508", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "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:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:43883|issue:44488", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:28530|issue:34567", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:44464|issue:45987", + "issue:42915|issue:44291", + "issue:44008|issue:46899", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43883|issue:44991" + ], + "prepared_review_unit_hash": "5f48cbd4886cf5449400e6e628073faea1503ebdcd129ae2faa4985090fe40b5", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous grab bag of unrelated Transformers bugs. A few items cluster around v5/custom-model initialization and a few around Qwen VL video handling, but the proposed soft edges are not tight enough to be treated as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43632 is the closest thing to a root-cause regression in the set: it targets a core v5 initialization/state-change problem that could plausibly underlie some nearby model-loading/custom-model failures.", + "canonical_pr_reason": null, + "best_issue_reason": "As the representative issue for this cluster, 43632 is the broadest and most systemic; most other issues are either narrower manifestations or clearly unrelated model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different code paths and symptoms: dequantized model offload/loading vs GGUF model loading failure." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local checkpoint loading and tokenizer continue_final_message are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio sampling-rate defaulting and MIMI batch-vs-single padding-mask behavior are distinct issues." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM-related, but one is a bundle of three training bugs while the other is a specific train-mode unpacking crash." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and a model-loading failure for a different checkpoint are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure vs YOLO multi-GPU device-map loading failure; different models and failure modes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noisy loading output is unrelated to the Mistral regex-patch crash." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both touch v5/custom-model behavior, but one is initialization breakage and the other is non-persistent buffer corruption." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model init in notebooks and remote-code AutoModel config_class errors are different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden_states output vs temporal position-ID scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching and DAC from_latents/STE mismatch are unrelated audio-model issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a missing tie and the other is a device-dependent serialization inconsistency." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen tracking are unrelated trainer issues." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is not the same as the Mistral tokenizer regex crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision bugs: nonsensical outputs vs processor/model input-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and StaticCache seq_length contract are different generation/cache issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and unexpected _is_hf_initialized argument during init are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but the titles indicate different defects: variable-name collision vs unsafe dtype cast." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A BERT model loading failure and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict and MobileLLM key error are distinct load-time errors." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict and a model loading failure for a specific repo are not the same underlying bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to an OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video-related, but a Llava Next segfault and a Qwen3OmniMoe ValueError are different concrete failures." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure and missing Float8 storage are separate quantization/runtime issues." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized regression and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video-position handling, but the titles point to different symptoms and model scopes; not enough to call them the same bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync overhead and StaticCache seq_length return-type mismatch are unrelated performance/API issues." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights metadata and tokenizer loading for EMBEDDIA/est-roberta 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": 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-10000-508", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "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:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:45216|issue:45357", + "issue:43425|issue:44403", + "issue:44991|issue:46315", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812" + ], + "prepared_review_unit_hash": "060ed75a26cbdbb4aab4a0b1a20f30cdd98cc656f7b45ad310981c44ff1c6213", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers issues with a couple of likely duplicate pairs. The clearest duplicate is the Qwen3.5 `save_pretrained` regression pair; a second likely duplicate concerns TensorFlow backend packaging/install extras. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45216 is the cleanest canonical issue: it is a concrete regression report with a follow-up in 45357, and it captures the broader Qwen3.5 `save_pretrained` checkpoint corruption path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the best representative because it has the clearest duplicate linkage and a broader, well-scoped failure mode than the narrower follow-up issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different failures: T5 tokenizer construction error vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different code paths: Qwen3-MoE sliding-window behavior vs Granite speech config loading." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 `save_pretrained` regression; 45357 reads like a specific follow-up about incorrect visual encoder keys in the same checkpoint-saving path." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated issues: Torch 2.10 compatibility vs noisy transformer loading logs." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is tokenizer loading correctness and the other is `convert_tokens_to_ids` performance; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL problems: multi-image IterableDataset training failure vs still-image RoPE/position-id scaling regression." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated model loading failure vs Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype-related, but they affect different models and distinct mechanisms." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: `base_model_prefix` loading vs non-persistent buffer initialization." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction vs compiled flex attention on newer Torch." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise/logging issue vs tokenizer loading regression; not the same underlying bug." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong token IDs and CodeLlama leading-space round-trip loss are distinct failures." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different models and bug classes: tokenizer BPE-marker handling vs PEFT/local-checkpoint loading." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient-checkpointing behavior is different from a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: `_is_hf_initialized` flag handling vs mmap-related OOM avoidance." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is not the same as Qwen2.5-VL multi-image IterableDataset failure." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime failures with different root causes; no shared code path is evident." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated problems: perplexity regression vs Whisper `batch_decode` special-token handling." + }, + { + "left": "issue:44291", + "right": "issue:45663", + "accept": false, + "reason": "Different issues: unexpected `_is_hf_initialized` argument vs Gemma4 FSDP2 shared KV-state rebuilding." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different internals and different observable failures." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and downstream accuracy regression are not the same concrete bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with embeddings/past kv is unrelated to Qwen2.5-VL multi-image finetuning failure." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model load/config issues: Qwen2.5-GGUF loading vs Llama4Config missing `pad_token_id`." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 shared_kv_states FSDP error." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding window vs `init_empty_weights` / `_is_hf_initialized` type error." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both describe the same TensorFlow optional-dependency packaging problem: the TF backend is not properly installed/exposed, leading to an undefined TF backend error." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer, but one ignores `tokenizer.json` while the other produces wrong Granite token IDs; different symptoms and likely different fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted soft pairs are well supported by the issue titles and context: Qwen3.5 `save_pretrained` regression (45216/45357) and the TensorFlow backend packaging/install-extra problem (42175/45542). The cluster summary is appropriately cautious, and the canonical/best-issue choices are defensible." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 13, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-508", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "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:43296|issue:46821", + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43818|issue:46402", + "issue:44829|issue:45479", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:45325|issue:45834", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:41553|issue:43582", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444" + ], + "prepared_review_unit_hash": "777aba8f499913ba0d143ac39a0b3aaf52c392c3b45dc587980d45e3462072db", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36619, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous cluster spanning unrelated issues (model loading, multimodal regressions, docs, tokenization, packaging, and device/dtype bugs). None of the soft pairs look like true duplicates, so all are rejected. If a representative issue is needed, issue 43611 is the broadest v5 loading regression, but there is no single clean canonical duplicate set here.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 43611 is the broadest, most central regression in the set (a general v5 model-loading breakage), but the cluster as a whole is too heterogeneous to have a strong true canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best umbrella representative because it describes a general loading regression with wider impact than the more model-specific or doc-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different models and failure modes: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they concern different docs and different examples; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is custom model initialization; distinct code paths." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding symptoms, but on different models with different underlying bugs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Generic core behavior regressions, but one is non-persistent buffer initialization and the other is ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning and the other is video position-id handling." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and defects: Video-LLaVA architecture issue vs Sam3 text encoder weight loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both describe degenerate training/loss behavior, but the causes are different and not the same code-path bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different failures: Video-LLaVA tower mismatch vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated failures: torch.export compatibility vs dtype mismatches in bf16 inference." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and different indexing bugs; not the same underlying defect." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is an implementation-vs-JAX discrepancy and the other is an AutoModel/pipeline bad-output report; not clearly the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both mention Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids; close but not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is missing weight tying and the other is inconsistent serialization behavior." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error message vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and subsystems: FineGrainedFP8 config failure vs GGUF loading failure." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading-related, but one is init_empty_weights argument handling and the other is strict config rejection; distinct bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior vs tokenization changes; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id logic." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling vs Qwen2.5-VL video position IDs; different layers of the stack." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different tasks and bugs: perplexity eval regression vs Whisper empty transcription generation failure." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Device-mismatch bug in Bark CPU offload vs torch.export failure with torch_compilable_check; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are regressions, but on different models and different mechanisms (video input handling vs device-map forward mismatch)." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Speech/audio-related, but one is chat-template sample-rate defaulting and the other is PEFT checkpoint loading." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Dtype mismatch under autocast vs a window_size AttributeError; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation inputs_embeds/past_key_values bug vs Qwen3 auto device-map cudaErrorAssert; different code paths." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors vs Qwen2.5-VL multi-image finetuning failure; 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": 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-10000-508", + "nodes": [ + "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:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "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:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:45823|issue:46821", + "issue:43454|issue:45072", + "issue:46305|issue:46315", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:43881|issue:44488", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "800e66de643a4add6076ee5306181d7cf7f6c3112301d0def25d16d761ce4aa3", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes several distinct regression classes (device/offload/quantization, tokenizer behavior, save/load serialization, and model-specific config bugs). None of the soft pairs look like true duplicates; they share broad subsystem keywords but not the same concrete failure mode.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43873 is the broadest representative of the repeated device_map/offloading/quantization failure theme, which is the closest common thread in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single issue to stand in for the cluster because it is broad, active, and closest to the most recurrent loading/offloading complaints, even though the cluster is not actually one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Both are export/tokenizer-adjacent failures, but one is LayoutLMv2 tokenizer NER/padding and the other is torch.export with torch_compilable_check; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but one is a Qwen3 auto-device-map crash and the other is a Gemma4 forward device mismatch; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying and Bamba torch.compile+SDPA are unrelated model-specific problems." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents vs forward STE mismatch are unrelated mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different model/runtime bugs." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "add_special_tokens not adding BOS/EOS is a tokenizer implementation bug, while 45920 is wrong token IDs across multiple tokenizers." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and OmDet-Turbo processor output-size mismatch are different processor/model issues." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying in AyaVision and dtype mismatches in bfloat16 inference are different bugs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one masking and slow convert_tokens_to_ids are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model and ineffective gradient checkpointing with PEFT LoRA are not the same failure mode." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py startup failure and Qwen3Moe fine-grained FP8 failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support for MIMI and Perceiver non-default-resolution failure are distinct models/features." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern loading/offloading, but one is device_map auto loading a dequantized model and the other is a broader quantization/offloading regression; not the same concrete bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different lifecycle problems." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and AutoBitLinear packed-weight unpacking are unrelated model-loading bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config in composite Qwen configs are different config issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are separate model-specific reports." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault on load and sinq quantized save/load breakage are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are not the same failure path." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved memory growth under int4 quantization and apex FusedRMSNorm memory leak are separate memory issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-map CUDA assert and Qwen3.5 flash-attention generation issues are different runtime paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature mismatch and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejecting granite_speech and tokenizer loading failure for EMBEDDIA/est-roberta are distinct config/tokenizer bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a model and tokenization changing across versions are not the same issue." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and incorrect visual encoder keys in save_pretrained are different serialization regressions." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug and version-dependent tokenization are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text encoder weights not loaded are different parts of the model." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map crash and 3d_parallel.py failure do not describe the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 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-10000-508", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "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:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:44451|issue:47020", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44671|issue:44743" + ], + "prepared_review_unit_hash": "84f14557382f875ca75810e660ad8deda4c407f5ee976275ad60b79ae27fde18", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36200, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes (training, cache, quantization, multimodal serving, tokenizers) but not the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the cluster: the reports cover unrelated bugs across trainer resume logic, tokenizers, model loading, generation cache, serving, and device/offload behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor triage, issue:43708 is the clearest, most self-contained, and most reproducible report; however, it is not a good umbrella for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Different trainer behaviors: checkpoint-resume epoch_iterator failure vs early-stopping metric lookup/disablement." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offload/memory, but one is quantization offloading and the other is Strix Halo mmap OOM." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer/padding crash vs dtype mismatch in bfloat16 inference; unrelated code paths." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache handling, but beam-search reorder skipping is a different bug from static-cache seq-length arithmetic." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP-2 dtype propagation on load is unrelated to Trainer resume/max_steps calculation." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: torch.compile+SDPA on Bamba vs packed-weight unpacking during BitNet loading." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is custom processor/tokenizer API breakage; the other is a tokenization-behavior regression." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram error in MoE vs TimesFM window_size AttributeError; different models and stacks." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-load issues, but with different models and incompatible failure modes." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage vs inconsistent from_pretrained behavior in user classes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Same broad runtime theme, but compile+SDPA and CPU-offload device mismatch are distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label-reduction bug vs missing all_tied_weights_keys attribute on a causal LM." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading failures for unrelated models." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error vs inability to run a 3D parallel script; no shared defect." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight-tying bug in Mistral3 vs incorrect visual-encoder keys on Qwen3.5 save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure vs gpu+cpu offload loading failure; related only by broad quantization/loading context." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different image-size/processor issues on different models, not the same underlying bug." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError vs YOLO multi-GPU device-map loading failure." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Serve KV-continuation indexing bug is distinct from static-cache seq-length/device-tensor arithmetic." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve crashes in multimodal models, but one is string-to-device handling and the other is a missing processor tokenizer attribute." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma family, but a variable-name collision in forward is unrelated to a PLE device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model-parallel failures: cudaErrorAssert on auto device mapping vs tensor-parallel not working." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric lookup/disablement is unrelated to a Qwen2-VL multi-GPU training request." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different cache/generation bug than static-cache seq-length arithmetic." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs missing pad_token_idx in StableLmConfig; different failure surfaces." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Model-specific FP8 loading failure vs pipelines import failure due to kernels version/revision requirements." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression vs Qwen3.5 recurrent-state reset under cache." + } + ] + }, + "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-10000-508", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43425", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44857", + "issue:44913", + "issue:45072", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:36331|issue:41720", + "issue:44857|issue:47050", + "issue:44186|issue:44361", + "issue:44464|issue:47050", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:45859|issue:47050", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:43452|issue:47020", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45072|issue:47050", + "issue:45406|issue:45464" + ], + "prepared_review_unit_hash": "57e7a5b4aa8e1ab451bd805991baf5a89711aee7a780345686fce4839d946fc8", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34922, + "estimated_input_tokens": 8731, + "estimated_eval_tokens": 17718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive mix: the paired issues share surface vocabulary but not the same underlying bug or fix path, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is safe here; the set spans unrelated tokenizer, generation, loading, quantization, offload, and docs problems.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping: none of these issues appears to represent the others as the same concrete defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: local cache-path collision vs read-only permission propagation in save_pretrained." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API keyword mismatch is unrelated to a Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different code paths: AMP loss crash in LwDetrImageLoss vs ONNX export dtype mismatch in CanineModel." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer problems, but one is NER padding/truncation crashes and the other is an AttributeError in MLukeTokenizer tasks handling." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to fp16 ONNX export dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility is not the same defect as TimesFM window_size AttributeError." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy for Gemma3TextConfig is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup and void segmentation-map processing are separate failures." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is a different loading/configuration issue from Llava Next segmentation faults." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only from_pretrained error affect different model paths." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer's add_special_tokens name conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map handling is unrelated to BarkProcessor voice_preset not working." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 apex FusedRMSNorm memory leak are distinct bugs." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory growth is unrelated to tokenization changes across versions." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding is not the same as an ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 is unrelated to inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and text_config unwrapping in composite configs are different model/config issues." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading regression is unrelated to XLMRobertaTokenizer passing the wrong vocab type to Unigram." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-mapping CUDA asserts and GraniteSpeech PEFT local-checkpoint loading failures do not share a concrete fix path." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-branch symbols in _get_num_multimodal_tokens are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "bfloat16 inference dtype mismatches in SwitchTransformers/TimmWrapperModel are different from CanineModel fp16 ONNX export mismatch." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming chat/completions failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 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-10000-508", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43526|issue:43881", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:44625|issue:45479", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:45704|issue:45923" + ], + "prepared_review_unit_hash": "3e0e6f6898fe69e09ffe99381b25b7a4b4a020bf3eedb43d0624aba6e1d83664", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36326, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated and should remain separate. The only strong duplicate-like pair is the offline tokenizer cache regression: issue:44843 gives the concrete root cause for the symptom described in issue:42886. Everything else spans different models, APIs, or failure modes.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44843 is the best canonical issue because it states the concrete failure mechanism (_patch_mistral_regex calling model_info() in offline mode) and cleanly explains the symptom reported in issue:42886.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest issue to keep as the representative bug report: it is specific, reproducible, and root-cause oriented, while issue:42886 is the broader symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems and bugs: metric gathering/last-batch label dropping vs SAM3 text+box prompting behavior." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated training-state counter bug vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch in Bark CPU offload vs tokenizer special-token decode failure; no shared code-path bug." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but they are different models and different failures (sliding_window vs window_size AttributeError)." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to Qwen3 auto device mapping CUDA assertion." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction bug vs glm-4v-9b loading failure; not the same underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError is unrelated to static-cache seq-length arithmetic in torch.compile." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping bug vs CPU-offload rotary embedding incompatibility; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a Float8 storage lookup TypeError." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression vs Sam3Model text-encoder loading regression." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but for different repositories and likely different causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy issue is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs from_pretrained-in-Python-class inconsistency; different behavior and root cause." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: loading a specific model repo vs unnecessary torchvision dependency in PIL image processors." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor duplication is not the same as ScandiBERT loading failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver positional-encoding resize failure vs dtype mismatch in bfloat16 inference are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode checkpointing restriction and ZeRO-3 gradient inflation are different training issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation bug is distinct from degenerate zero-loss behavior with num_labels=1." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/example errors and OmDet-Turbo processor/model size mismatch are different issues." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading failure is not the same as quantized sinq save/load breakage." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding bug vs FA2 long-context performance regression; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs config save/load custom-token-id loss; different layers and symptoms." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "SFT embedding unpacking failure is unrelated to train-then-evaluate failure." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-cache regression; 44843 identifies the concrete root cause in _patch_mistral_regex/model_info() while 42886 reports the user-facing symptom." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding error and generation performance regression are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The representative-issue choice is grounded in the packet: 44843 is the concrete offline-mode root-cause report, while 42886 is the symptom report. The soft-edge verdicts are generally conservative and stay within what the titles support, with only one accepted duplicate-like pair and the rest clearly separated by model, API, or failure mode." + }, + "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-10000-508", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45507", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:45507|issue:46858", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:45987|issue:46829", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:43596|issue:44220", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:44186|issue:44898" + ], + "prepared_review_unit_hash": "eafbc663cac856e8d6980d1b53f492f840e21f80e8d0524e5a035823aeecfe2b", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36757, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across different models/subsystems; only the Qwen2_5_VLProcessor batched `apply_chat_template` crash looks like a true duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the clearest canonical report for the duplicate Qwen2_5_VLProcessor batched `apply_chat_template` / `padding=False` crash; issue:44545 is the same bug with a near-identical title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue representative because it is the earliest and most explicit report of the only strong duplicate in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same processor, same batched `apply_chat_template` crash when `padding=False`; titles are effectively identical." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Both involve loading/config behavior, but one is `text_config` unwrapping in composite Qwen multimodal configs and the other is a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different bugs: PEFT adapter local checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 nonsensical outputs vs CamemBERT MLM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is an implementation discrepancy with the original JAX model." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated code paths: Mamba2 cache corruption with `use_cache` vs a T5 decoder input validation error message." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "One is a backend post-processor update bug for runtime special-token changes; the other is a BigBirdTokenizer mask-token registration issue." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation-map handling vs a `GenerationMixin` import error." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL issues: `from_pretrained(..., weight_only=True)` failure vs incorrect `vision_position_ids` for video input." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both concern tokenizer regex handling, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 regression with codec handling and warnings." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "Different areas entirely: GraniteMoEHybrid invalid method call vs static-cache seq-length returning a device tensor." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but the concrete failures differ: runtime special-token update vs LayoutLMv2 NER/padding/truncation crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs a CI bug in `list_repo_files` argument forwarding; no shared underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/example issues are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model/runtime bugs: BitNet packed-weight loading vs DAC `from_latents` mismatch due to missing STE." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal loading/processing issues, but one is a regression in processor/tokenizer access and the other is a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems: tokenizer special-token decode bug vs BitNet accelerate-loading unpacking bug." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different outputs/errors: VideoPrism hidden_states plumbing vs RT-DETR feature-level mismatch in forward." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: torch.compile + SDPA on Bamba-9B-v2 vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different failures in different models: torch.compile/SDPA issue vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache length contract bug vs VideoPrism output field misassignment; no shared bug." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both concern video input, but they are different Qwen model families and different failure modes." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position-id bug in Qwen2.5-VL is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "A tokenizer `AddedToken` constructor error is not the same as a model/tokenizer load failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Completely unrelated: Deepspeed ZeRO-3/BertModel index error vs `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs `trust_remote_code=True` config field loss are distinct bugs." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve `from_pretrained`, but one is a `base_model_prefix` regression and the other is inconsistent behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and tokenizer-loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Perceiver non-default resolution image-classification failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514 and issue:44545, is well supported by near-identical titles and matching failure mode. The remaining pair rejections are cautious and the rationale does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 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-10000-508", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:43653|issue:43819", + "issue:44220|issue:44661", + "issue:44008|issue:46858", + "issue:45987|issue:46932", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:44488|issue:47020", + "issue:43550|issue:43819", + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:34634|issue:36010", + "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:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44561|issue:45020" + ], + "prepared_review_unit_hash": "f3473e8d4e7da5ff620a2a4e1618bafb15da652079726bbebad1a2eb41fd2830", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35598, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate pairs here; the set is mostly a collection of distinct Transformers issues with a few thematic overlaps around remote-code/tokenizer loading and cache/runtime regressions.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the overlapping remote_code regression theme and is the clearest cluster anchor among otherwise mostly unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best overall representative because it is broad, concrete, and central to the few adjacent remote_code/config-loading reports without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failures: image processor segmentation-map handling vs trainer loss-signature mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs audio codec latent/STE mismatch; no shared code path." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction helper issue vs tokenizer mapping/name-generation issue; unrelated concrete bugs." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs static-cache seq-length returning a tensor; different code paths." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Both mention shape/dtype issues, but one is cache-length contract breakage and the other is Gemma4 quantized embedder casting." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE-layer selection bug; not the same change." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment vs RTDetrV2 output differences; different models and behaviors." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is a specific model load failure and the other is a Unigram vocab type mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs DAC from_latents forward mismatch; different model internals and bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config/remote-code loading, but one is missing fields from AutoConfig and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch mistral regex helpers, but one is an offline model_info call and the other is a backend_tokenizer attribute crash." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "URL-based AutoImageProcessor loading vs template-node compilation error; unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs example errors vs Kosmos2.5 long-OCR index error; no shared underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior vs GenerationMixin import regression; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3Omni video-input processing vs Gemma3n audio-mask attribute collision; different models and code paths." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction bug; different model-specific regressions." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching/NER crash vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer; unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-generation after token alignment vs Kosmos2.5 long-input index error; distinct issues." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR error vs degenerate zero-loss classification behavior; different model logic." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault vs MPS histogram Int limitation; not the same bug or fix." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffers junk in v5 vs FSDP CPU RAM efficient loading broken; both loading-related but different mechanisms." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but one is a model-specific load failure and the other is a constructor/vocab-sequence mismatch." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper; different concrete code paths." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor sync for special tokens vs Whisper batch_decode skip_special_tokens handling; similar area, different bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation issue; unrelated failures." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both concern remote_code regressions, but one is specifically due to removing is_torch_fx_available while the other is a broader version-loading breakage; not the same concrete 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": 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-10000-508", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:44991|issue:46291", + "issue:43550|issue:45072", + "issue:43388|issue:46032", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:44805|issue:44936", + "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:44671|issue:45701", + "issue:34634|issue:36331", + "issue:43577|issue:43582", + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43782|issue:45325" + ], + "prepared_review_unit_hash": "3e1fde08b77079a0d26dc89bd67854b00d8f6a639edbc3167c2e6b71f8dcb732", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35492, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft pairs mostly share only broad subsystem overlap, not the same concrete bug. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate emerges from this set; if one issue must represent the cluster, issue 45701 is the broadest umbrella report about version-dependent tokenization changes and has the most inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the most generic and central-sounding report in an otherwise mixed cluster, so it is the best loose representative for the tokenization/version-regression slice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are runtime failures, but one is a video-input regression across Qwen VL models and the other is an OCR long-input indexing bug in Kosmos2.5; different models and root causes." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading mismatch and Video-LLaVA temporal-attention/weight-sharing bug are unrelated multimodal model issues." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipeline import failure stem from different code paths and dependencies; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel are distinct model/runtime problems." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "One is a distributed metrics batching issue, the other is a cache correctness bug in Mamba2Mixer; different functionality and symptoms." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype/loading-adjacent behavior, but Apple Silicon warmup TypeError and stale config.dtype after from_config are different APIs and failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Error-message wording for removed translation pipelines is not the same as SigLIP2 producing nonsensical outputs in AutoModel/pipeline." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation messaging are unrelated model-specific bugs." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma 3n variable-name collision in forward() are different multimodal issues." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "These are different failure modes: a mask/index shape mismatch versus trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen models and shapes, but one is a load-time weight mismatch and the other is a tensor-parallel planning/OOM issue." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video inputs, but they affect different Qwen model families and different internals (chat template vs rope/position IDs)." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer spacing after added tokens and slow/fast tokenizer inconsistency are related only at a high level; they are not the same concrete bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and dtype mismatch in bf16 inference are unrelated issues." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized argument handling are different loading-path regressions." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and bf16 dtype mismatch in inference are not the same code-path problem." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and from_pretrained inconsistency inside Python classes are both UX/loading-related but distinct bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "These are both about pipeline deprecations, but one is a runtime error message and the other is stale documentation; not a single fix." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is a model-specific inference bug, not the broad tokenizer-version behavior change reported in 45701." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Both touch loading/dtype-adjacent areas, but BLIP2 dtype loading and Apple Silicon warmup TypeError are distinct failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and a Mistral tokenizer regex patch crash are completely different concerns." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4 issues, but one is a huge one-hot position-embedding implementation and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Swin2SR over-padding and Aria patch-count miscalculation both involve image preprocessing, but they are different algorithms and bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and CLIPTextModel structural inconsistency are unrelated implementation issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight-only loading error and Qwen2.5-VL rope-index scaling bug are different model families and different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 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-10000-508", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46209", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43906|issue:46209", + "issue:36010|issue:43645", + "issue:43526|issue:43697", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:43819|issue:43927", + "issue:42175|issue:46291", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "334500e3da9ad8cda688747b8915451e9679a9987375de6df1a64a40d619f659", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36798, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired issues share only superficial theme-level similarity, not the same concrete bug. I would not merge any of the soft edges as duplicates. If forced to pick a canonical issue, the broadest umbrella regression report is the best fit.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45020 is the most umbrella-like report in the set, describing a broad regression across recent Transformers versions and remote_code models rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the widest apparent scope and the clearest potential to subsume related version-regression reports, so it is the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems and failures: audio chat template sampling-rate defaults vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs quantization/load fallback issue for a different model." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA float16 loss crash are unrelated code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different Mistral-common related failures: missing ReasoningEffort import vs continue_final_message behavior." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL image processor torchvision dependency handling." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A single model load KeyError is not the same concrete bug as the broad remote_code regression report." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are separate model/runtime issues." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same underlying FP8-on-B200 inference bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and Jupyter custom model initialization failures are distinct breakages." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels behavior and RTDetrV2 output drift are different image-model bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to undefined multimodal token helper functions." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage and CustomTrainer.compute_loss signature mismatch are unrelated API changes." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling for auto classes is different from tokenizer loading failure for a specific model." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4 processor missing _tokenizer are different attributes and code paths." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they affect different Qwen variants and appear to be different warning mechanisms, not one exact bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero-sized tensor IndexError during zero3 training is unrelated to evaluate-after-train failure." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior has no concrete overlap with PIL backend torchvision requirements." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token ID loss are different generation/model-state bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow in an install extra is unrelated to kernels v0.15 import-time requirement failures." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal token helper functions and stale auto_mappings config references are unrelated maintenance bugs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error and CLIPTokenizer max-length constant are unrelated tokenizer/template issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and Whisper batch_decode skip_special_tokens are different processor/model-loading bugs." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to Qwen3 MOE weight conversion." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different model-specific regressions." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code config field loss and composite Qwen config unwrapping are different config-loading problems." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probability behavior and OmDet-Turbo input-size mismatch are unrelated vision-model issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/quantization example problems are not the same as git-oss-20b MXFP4 loading fallback." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are distinct processor 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": 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-10000-508", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:46832" + ], + "soft_pairs": [ + "issue:43257|issue:43696", + "issue:44387|issue:44617", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:45459|issue:45803", + "issue:44291|issue:45042", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43454|issue:43577", + "issue:43425|issue:46291", + "issue:33357|issue:34567", + "issue:43697|issue:45357", + "issue:44857|issue:46832", + "issue:43404|issue:45127" + ], + "prepared_review_unit_hash": "30849e096bbc56c30a802f2c356b2710ad9f68d90871887d55d5a4ca3d0a2b93", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35309, + "estimated_input_tokens": 8828, + "estimated_eval_tokens": 17912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues that only share broad topical overlap (loading, tokenizer, multimodal, cache, OOM, etc.). I found one plausible true duplicate pair around multimodal video token handling in Qwen VLM processors; the rest look like distinct bugs or regressions.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43329 is the clearest representative because it names a specific failing code path (`_get_num_multimodal_tokens` video branch) and a concrete multi-processor impact, making it the most actionable issue in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43329 is the best overall issue to anchor the cluster: it is specific, technically grounded, and its symptom/risk spans multiple VLM processors rather than a single model quirk.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both are model-loading/quantization themed, but one is Qwen3 MoE conversion under accelerate+deepspeed and the other is GPT-oss OOM; different failure modes and code paths." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression while the other is a model-specific CUDA OOM in Sam3Video; not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "One is a video-token-counting helper bug in multimodal processors; the other is a batched video processor shape bug. Related area, but different concrete failures." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading problems: Qwen3 MoE weight conversion vs Qwen3-VL weight-shape mismatch. Similar model family, not the same underlying issue." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input regression in Qwen VLM processor code paths; 43329 gives the concrete helper-level root cause, while 44479 describes the broader affected-model regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "One is FineGrainedFP8 loading failure for Qwen3Moe, the other is a MobileLLM key error; no shared bug mechanism." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting not updating is unrelated to GPT-oss perplexity behavior." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are about hiding errors, but they affect different tokenizer/image-processing code paths and different failure classes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is an init_empty_weights argument incompatibility; the other is an image processor dependency regression. Same release window, different bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored outside quantized cache; not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first is an invalid/placeholder issue title; the second is a real reproduction of another issue. They are not duplicates." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to trainer token-count tracking." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both can lead to memory issues, but one is FSDP CPU RAM efficient loading and the other is mmap on Strix Halo; different code paths and fixes." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Bart generate's unbound decoder_attention_mask bug." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipeline failures affecting different model families and different symptom surfaces." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to importing pipelines with kernels v0.15." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is not the same as MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions in different model families; no shared concrete root cause." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch installation error is unrelated to Llama 3.2 Vision model-loading breakage." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying failure in AyaVision is unrelated to Blip2 dtype propagation remaining float32." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels package import failure are different dependency problems." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and trainer token-count update bug are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output differences and Qwen3.5 save_pretrained key mapping are different subsystems and fixes." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR related, but one is AMP/CUDA loss crashing and the other is a forward-pass feature-level mismatch. Not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is a specific Mistral3 lm_head tying bug and the other is LoRA merge behavior with extended vocab; too different to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge decisions are conservative. The single accepted pair (43329/44479) is plausibly the same video-input regression, while the rest are appropriately rejected as distinct bugs or only loosely related." + }, + "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": 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-10000-508", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:45081|issue:47020", + "issue:28282|issue:29127", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:45538|issue:46869", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:44062|issue:44991", + "issue:43452|issue:43582", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:43577|issue:46512", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44568|issue:45488", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43582|issue:46821" + ], + "prepared_review_unit_hash": "95496ff71dba9284cbc19c081c8572df63e38ff289f203af9c1cd33ab3adfa28", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36953, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated transformer bugs, not a true duplicate set. I found one plausible duplicate-style soft edge around Qwen video-input regressions, but the rest are best kept separate. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items span many unrelated subsystems. If one representative anchor is needed, issue 45701 is the broadest tokenizer-regression report, but it is still too vague to cover the full set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best broad issue-level anchor among the tokenizer-related subset because it describes a version-dependent tokenization regression in general terms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different problems: backend packaging for torch-only installs vs missing Qwen2.5-VL import symbol." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and PEFT version pinning are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but they hit different models and different code paths." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import detection is unrelated to LayoutLMv3 error messaging." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8/Qwen3MoE failure and CLIPTokenizer max-length handling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is video-input Qwen behavior and the other is FA2 long-context performance." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length bug and YOLO auto device-map failure are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM load key error and init_empty_weights argument mismatch are different loading bugs." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate() after train() is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizers, but the AddedToken keyword conflict and est-roberta loading failure are distinct." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading and Apple Silicon allocator warmup are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and FSDP CPU RAM efficient loading are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and generic tokenization changes are not the same issue." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "FlashAttention2 on XLMRoberta is unrelated to missing PyTorch import detection." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype propagation, but one is BLIP2 loading and the other is from_config config-staleness." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping crash and Qwen3OmniMoe video-input ValueError are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input problems, but they affect different models and failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and sleng-bert loading failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression in v5.3.0, centered on incorrect video position handling; one is the broad umbrella and the other a specific manifestation." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but they involve different Qwen model families and do not clearly share the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failure are unrelated vision bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mDeBERTa special-token insertion and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal load failure are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken duplicate keyword and Mistral regex patch crash are different tokenizer failures." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image processors wrongly requiring torchvision is unrelated to Mistral tokenizer regex patching." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet: it treats the cluster as mostly unrelated, identifies only one plausible soft duplicate in the Qwen video-input family, and avoids claiming broader duplication. The tokenizer anchor choice is defensible as a broad representative, and the accepted soft edge (44479/45381) is plausibly the same bug family rather than an overreach." + }, + "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-10000-508", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:45005", + "issue:45072", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43716|issue:46701", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693", + "issue:43577|issue:45072", + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:46463|issue:46899", + "issue:28282|issue:32090", + "issue:44737|issue:45588", + "issue:44913|issue:46121", + "issue:45357|issue:45920", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "f71ab93a2ed63ec8f5e69d15b1ab0bdd97dc38e4e05e8d517afe90ba81a049db", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35779, + "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 highly heterogeneous: the soft pairs share broad themes like loading, dtype, rotary embeddings, or tied weights, but not the same concrete bug or code path. I would not deduplicate any of the listed pairs, 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:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: MobileLLM key lookup vs float8 storage-object loading error." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch rotary logic, but one is RoPE layer dropping and the other is a missing registration decorator in Qwen3.5 kernels." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Unrelated model behaviors: Smollm3 RoPE layer count vs Qwen2.5-VL still-image temporal position IDs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window MoE issue and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different subsystems and bugs: multimodal dtype mismatch vs broken DiffusionGemmaGenerationOutput pipeline." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug vs T5 decoder-input validation error; not the same code path." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump, the other is a broken auto-mapping reference; not duplicates." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behavior." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of an older issue is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they involve different models and different failure modes." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve quantization, but one is unsafe uint8 casting in Gemma4 audio modules and the other is a BitsAndBytes skip-module exclusion bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error and Bart generate UnboundLocalError are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Older reproduction issue vs broken Nemotron example; different bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to FA2 long-context performance." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but the reported symptoms and likely root causes are too different to merge safely." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is num_labels propagation and the other is strict config validation." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError and missing TP-plan entries are different training-time bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different outputs in RTDetrV2 vs hidden_states misassignment in VideoPrism." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation is unrelated to Gemma4 4-bit multimodal dtype casting." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-not-found import error vs NoneType broadcast error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU arange placement bug vs flash-attention sink-less-model AttributeError." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both concern rope config, but one is reload persistence of rotary_pct and the other is type handling in validation." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key serialization bug vs AutoTokenizer token-ID regression across many models." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and zero-loss sequence-classification bug are different layers of the stack." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 checkpoint serialization regression are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model regression." + } + ] + }, + "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-10000-508", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44568", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46491", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43761|issue:46829", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43531|issue:43742", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:29159|issue:33357", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:42898|issue:46491" + ], + "prepared_review_unit_hash": "da287bbb9b47d086873098f0b0d0922d1552273516c45b394227b08b6c1a7c72", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35452, + "estimated_input_tokens": 8863, + "estimated_eval_tokens": 17982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly contains distinct model/tokenizer/runtime regressions rather than true duplicates. The common thread is transformer version-related behavior changes, especially in tokenization/loading paths, but none of the soft pairs look like the same underlying bug.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45701 is the broadest and most central tokenizer-regression report in the set, with the strongest cross-reference signal and the best fit for the cluster\u2019s shared theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most umbrella-like issue and the closest representative of the tokenization/version-regression subset.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure modes; no shared code path." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 input defaults vs T5 decoder validation error message; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is AutoConfig/trust_remote_code and the other is a specific vision config field loss." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash vs trainer lifecycle failure; unrelated code paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key warnings vs sinq quantized save/load breakage; not the same issue." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug vs FSDP CPU/RAM-efficient loading regression; different subsystems." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Two different tokenizer-loading failures with different tokenizers and error types." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 output anomaly vs processor/tokenizer regression in custom multimodal code; distinct bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer-specific failures; no evidence of a shared underlying defect." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and offline mistral-regex network access are separate from_pretrained regressions." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both touch hidden_states, but in different vision models and different incorrect outputs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsense outputs vs Perceiver interpolation failure; different model behaviors." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import dependency issue vs Windows/ROCm torch.distributed dependency problem." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different RT-DETR loss crashes with different error conditions; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding window issue and MobileLLM key error are unrelated." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR forward shape mismatch vs Gemma4 dtype casting for quantized embedders; different fixes." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 config attribute error vs DiffusionGemma pipeline failure; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error in CLIP are different problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-dependency issues, but they concern different optional backends and different failure paths." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions in different models; no direct duplicate evidence." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token bugs, but on different tokenizers and different symptoms." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug vs Apex RMSNorm memory leak; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Training loss normalization bug vs broad tokenization regression; different code paths." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage vs FSDP loading regression; not the same issue." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE layer drop bug vs missing text encoder weights; distinct model-specific problems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior change vs CodeLlama leading-space round-trip regression; related area but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-508", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:46002", + "issue:46050", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:43452|issue:43577", + "issue:44843|issue:44991", + "issue:43761|issue:47013", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:33666|issue:36010", + "issue:44484|issue:44704", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43688|issue:45440", + "issue:45491|issue:46002", + "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:33666|issue:36331", + "issue:43611|issue:46846", + "issue:43262|issue:43295", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:44514|issue:45290", + "issue:43504|issue:44610", + "issue:43643|issue:44561" + ], + "prepared_review_unit_hash": "cec5df568abc45c3380ce1650a39c52441797ceeedb6331c16879d34195d7345", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36461, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "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 bug reports across loading, generation, training, vision, audio, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate: the items are heterogeneous and span different subsystems, models, and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44704 is the best broad representative because it targets a core `from_pretrained` loading path that could plausibly sit near several loader-related reports, but it still does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation/cache behavior, but one is about compiled forward producing inconsistent chunked generation and the other about recurrent states resetting in xLSTM; different code paths and bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One is a `gguf_file` loading regression for tokenizer/model creation; the other is a dtype mismatch in BLIP2. Same broad loading area, but not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but one is an offline `model_info()` call in `_patch_mistral_regex` and the other is an `est-roberta` tokenizer regression in v5; distinct causes." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both mention state/return values, but one is CLIPVision hidden states and the other is xLSTM train-mode unpacking; unrelated model internals." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "One is a tokenizer special-token registration bug; the other is config persistence losing custom token IDs. Related area, different underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is `num_labels` propagation into text config; not the same change." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "One is AutoImageProcessor URL loading; the other is a TimesFM `window_size` attribute error. No shared bug path." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import failure are completely different issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One questions the default shard size in `save_pretrained`; the other is `AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`. Different API surfaces and failures." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both affect save/load behavior, but one is tied-weight serialization varying by device and the other is sinq quantization persistence. Not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both touch distributed training, but one is a NoneType broadcast error in Trainer and the other is Qwen2-VL multi-GPU training setup. Different root causes." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a native-vs-remote DeepSeekV3MoE divergence. Not mergeable as one fix." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both report NaNs, but one is Gemma3 sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init. Different triggers and code paths." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation cache handling, but one is KV-cache continuation tensor indexing in serve and the other is beam-search cache reorder being skipped for specific model families. Distinct bugs." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention flash attention / long-context generation, but one is a Qwen3.5 correctness regression and the other is a performance regression after 5.2.0. Not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "One is an auto-device-mapping CUDA assert for Qwen3; the other is compiled-forward chunked generation inconsistency. No direct overlap." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "One is about compiled-forward inconsistency in chunked generation; the other is a flash-attention generation regression in Qwen3.5. Different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "A legacy-field load failure for Beit segmentation and a torch.compile SDPA issue in Bamba-9B-v2 are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Both touch dtype/loss behavior, but one is embedding dtype drifting from BF16 to FP32 and the other is auxiliary-loss normalization in MoE models. Different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit preset loading with a legacy field and BitNet packed-weight unpacking during accelerate loading are separate model-loading failures." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load errors and an FA2 long-context performance regression are different problems." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training on Qwen2-VL and a `compute_loss` signature change in CustomTrainer are unrelated trainer issues." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "One is a base-model-prefix loading regression in v5.0; the other is missing `linear_attn` tensor-parallel plan entries for Qwen3.5. Different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "One is an audio processor sampling-rate default bug; the other is a processor/tokenizer regression in v4.57.5. No shared defect." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype handling and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig custom token ID persistence are different persistence/config bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and DiaConfig token ID loss after save/load do not share a code path." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are `apply_chat_template` crashes, but one is batched input with `padding=False` and the other is assistant tool-call messages without content; too different to treat as the same bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model input-size mismatch are unrelated vision-model issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve `trust_remote_code`, but one is missing config fields from `AutoConfig.from_pretrained` and the other is v5 removal of `is_torch_fx_available`. Different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 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-10000-508", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43452|issue:44451", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:46209|issue:46710", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:44849|issue:46209", + "issue:43278|issue:43701", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:43575|issue:45405", + "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:45245|issue:46710" + ], + "prepared_review_unit_hash": "01623108cdafca42d705b14fc6031ba389d2578bf6f2fce1c669dfc4135e7ee5", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous and does not look like a true duplicate set. Most items are unrelated model/config/loading regressions; the closest common thread is tokenizer-related bugs, with issue 45812 the best representative if one must be chosen.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 45812 is the strongest representative: a concrete, high-impact tokenizer regression with broad scope. The cluster itself is heterogeneous, so there is no true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the best standalone issue to keep because it is specific, reproducible, and broadly relevant; most other items are unrelated model/config/loading bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute errors after v5, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`) with no shared code path." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a model-loading failure for Phi-4 multimodal, the other is a dependency version bump for PEFT; different problems and fixes." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading with accelerate and MLukeTokenizer task-attribute errors are unrelated failures." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 output mismatch and a pipeline translation-task error message are unrelated bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 label propagation and Whisper empty-transcription handling after special-token alignment are different code paths." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation for Qwen3.5 and FP8 inference on B200 are distinct runtime issues." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failing because of datasets are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and sinq save/load breakage are different bugs in different flows." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are not the same underlying issue." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both mention model loading, but one is a `gguf_file` path bug in `from_pretrained` and the other is a specific model repo load failure." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and `return_tensors` being ignored when `text_kwargs` is passed are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are separate problems." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a DeepSpeed gradient blow-up are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and a processor/tokenizer regression in custom model code are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and abnormal gradient growth under ZeRO-3 are different training issues." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 and a DeepSeek accuracy regression after upgrade do not describe the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are different regression types." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "These are both tokenizer regressions, but they affect different models and different behaviors (`add_special_tokens` vs BPE markers / token IDs)." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 dtype change and resume-from-checkpoint key mismatch are different issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP and a Qwen2-VL multi-GPU training request are not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is missing BOS/EOS insertion for mdeberta while the other is wrong token IDs for Granite models; different code paths and models." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus test and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig losing custom token IDs and MLukeTokenizer task attribute errors are separate bugs." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model load failure and an offline-mode regression caused by `model_info()` in `_patch_mistral_regex` are different loading problems." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM while loading Qwen2-57B and a PEFT version bump have no shared bug path." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and incorrect visual-encoder keys during save are different regressions." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5 VL import failure and missing Float8 storage type are unrelated errors." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM `window_size` attribute errors and RT-DETR forward shape/type errors are separate model bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "A category-cardinality runtime error and a DeepSeek accuracy regression after upgrade are 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": 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-10000-508", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44589", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:44589|issue:45520", + "issue:44493|issue:46285", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:43504|issue:43653", + "issue:46399|issue:46846", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44464|issue:46424", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43937|issue:46701", + "issue:44869|issue:46752", + "issue:45229|issue:45823", + "issue:45588|issue:46050", + "issue:45200|issue:45229", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446" + ], + "prepared_review_unit_hash": "196f5e2d8f93390ffce928017821f983c3ec674dcf7a33612e624c9c440eb2fc", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36157, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items only share broad theme-level similarity (mostly loading/config/tokenizer/runtime regressions), but they span different models, code paths, and failure modes. None of the soft pairs should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the clearest, most self-contained load-time regression in the set (init_empty_weights / transformers>=5.0.0rc0) and is the best representative of the loading-compatibility subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Both are load-time bugs, but one is a legacy-field model load failure and the other is a CPU-offload device mismatch; different code paths and fixes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading failures after a version change, but the missing pad_token_idx issue and the unexpected _is_hf_initialized argument are distinct incompatibilities." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config loading, but one is a missing pad_token_id attribute and the other is an AutoModel.from_config text_config unwrapping bug." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: one is a missing Float8 storage object, the other is a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both mention structural/key regressions, but the unexpected position-id keys and the CLIP text model structure change are unrelated bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute loading problems, but they affect different fields, models, and failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MOE-loading regressions, but one is accelerate+deepspeed weight conversion and the other is a transformers dev-version attribute breakage." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "One is a BEiT legacy-field load bug; the other is a tokenizer special-token registration problem. Same broad area, different underlying issue." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen3.5 attention/kernel plumbing, but one is a missing decorator on kernel registration and the other is a missing TP-plan entry causing OOM/shape errors." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "The first is a real device mismatch during CPU offload; the second is a stale CI test failure, not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different model/runtime failures: dtype mismatch in bfloat16 inference versus RT-DETR feature-level shape/type handling." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both relate to generation/cache behavior, but compiled-forward inconsistency and max_cache_length handling for quantized cache are distinct problems." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "One is offloading not working with quantization; the other is quantized save/load breakage after from_pretrained. Related area, not same fix." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and a model-load failure are different classes of bugs." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: nonsensical SigLIP2 outputs versus unexpected position-id keys." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "A GenerationConfig validation error is unrelated to the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Both are edge-case decode crashes, but one is Whisper trailing replacement-character handling and the other is apply_chat_template on an empty list." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both concern Gemma4 runtime problems, but OOM in multi-GPU inference and device mismatch in forward are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention s_aux=None crash and sinq save/load breakage are unrelated issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "One is a missing default for mm_token_type_ids; the other is a multi-GPU OOM. Different root causes." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLflow reporting on failed jobs are different subsystems and bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning is not the same as a CUDA OOM." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compiler/template-node failure and flash_attn import KeyError are separate code paths." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior and TrainerState token-count updates are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3-litetext memory overflow are not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "GeneratorExp torch.jit.script export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check import bug do not share the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-508", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:44977|issue:46701", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:44423|issue:44734", + "issue:44977|issue:46710", + "issue:37428|issue:43957", + "issue:45406|issue:46121", + "issue:43295|issue:43450", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:43232|issue:44849", + "issue:39692|issue:46192", + "issue:42490|issue:43493", + "issue:44554|issue:45356", + "issue:44521|issue:45290", + "issue:43295|issue:43493", + "issue:45381|issue:46209", + "issue:44466|issue:45127" + ], + "prepared_review_unit_hash": "a6633b9f664a8180486027ca7d63953241781d3066df33f30bbb222ecaeaff69", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37335, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a tight duplicate set: the items span many unrelated Transformers bugs across generation, multimodal processors, tokenization, serving, and loading. I found no soft-edge pair that looks like the same underlying bug or fix.", + "confidence": 0.73, + "canonical_issue_reason": "There is no clearly canonical duplicate here because the cluster is heterogeneous. If one issue must anchor the cluster, #44521 is the strongest representative: it is open, has multiple inbound refs, and concerns a broad multimodal chat-template failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best single issue to represent the cluster because it is user-facing, actively discussed, and likely to affect multiple multimodal workflows.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attn generation vs DiffusionGemma image-text-to-text pipeline." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Unrelated symptoms and code paths: A800 device-mapping cuda assert vs DeepSeek accuracy regression." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but the concrete bugs differ: string .to() crash vs KV-cache tensor indexing." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Different model families and different failure classes: flash-attention generation bug vs accuracy regression." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a flash-attn helper is not the same as meta-device loading breakage." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope validation type handling." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are multimodal-processing issues, but one is a processor/tokenizer regression and the other is batched video shape handling." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems and failures: dtype mismatches in inference vs save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling is unrelated to AutoModelForCausalLM config unwrapping." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is not the same as missing default mm_token_type_ids in Gemma 4." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantized offloading behavior are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as TimesFM window_size AttributeError." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mapping forward mismatch is unrelated to return_tensors precedence." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different processors and different model expectations; these are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure on Bamba is unrelated to ZeRO-3 gradient inflation." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting multimodal token IDs and Gemma4 PLE device placement are distinct issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape handling is unrelated to tensor-parallel OOM while loading a large model." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import/backend lookup failures: flash_attn key error vs tensorflow_text backend mapping error." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate() UnboundLocalError is not the same as failing Flash Attention 2 tests." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad token regression and loading physical-intelligence/fast are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Two import errors, but for different symbols and models; not the same underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "sync_gpus generation kwarg handling and Qwen3.5 output_hidden_states behavior are different generation paths." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and return_tensors precedence are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local-path warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue has no clear relation to Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is wrong assistant masks and the other is a tool-call/no-content crash." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is a different problem from LoRA merge collapse with extended vocab." + } + ] + }, + "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-10000-508", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44995", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46858", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:42915|issue:43824", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:43824|issue:43975", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:44442|issue:45198", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:44792|issue:45563", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:44995|issue:46858" + ], + "prepared_review_unit_hash": "63090011b872bf900326e0bd576a174674979d1117f1032997d3c9fd4bb4a2f8", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: almost all soft edges connect unrelated bugs across different models, processors, caches, docs, and hardware paths. I would not merge any of the candidate pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster; the linked items are mostly unrelated false-positive similarities rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good cluster representative because the soft links do not converge on one underlying bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different failures in different model families: Qwen3MoE FP8 config vs Qwen2.5-VL import error." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug vs embedding resize/post-init reinitialization; unrelated code paths." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet device placement bug vs CohereASR training-loss shift bug; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Dtype drift in evaluate vs memory usage in Qwen3 MoE training; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import failure for Qwen2.5-VL vs incorrect detokenization for DeepSeek Coder; different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration vs a GraniteSpeech CI test/device override issue; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading regression vs from_config dtype/config staleness; different lifecycle stages and bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video shape handling; unrelated processor bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP text-model structure inconsistency; different issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they are separate model configs and not one concrete shared bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting vs unsafe dtype casting in quantized multimodal embedders; distinct failures." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer vs Wav2Vec2 save/tokenization regression; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Different Gemma4 multimodal bugs: missing default token type IDs vs quantized embedder dtype casting." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure vs RT-DETR memory release issue; no shared code path." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs return_tensors being ignored with text_kwargs; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs paged generate warning regression; not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text-only token-type defaults vs Qwen2.5-VL temporal position_id scaling; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs GraniteSpeech CI device override test; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Bamba SDPA torch.compile failure; different model/runtime problems." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert vs FP8 inference failure on B200; different hardware/model bugs." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of one import-utils helper breaking trust_remote_code vs a missing different import-utils symbol; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different pipeline docs and different outdated parameters." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different cache/feature bugs: DAC from_latents mismatch vs qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor/model size mismatch vs LwDetrImageLoss AMP crash; unrelated vision issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Trainer gather_for_metrics label truncation vs image-processor reduce_labels behavior; different layers and failures." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small vs qwen3_omni_moe feature-length helper; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss vs D-FINE auxiliary-loss logic when denoising is off; different bugs." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache on second forward vs static-cache seq_length tensor arithmetic on non-CUDA backends; 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": 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-10000-508", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44206|issue:45584", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:28282|issue:33357", + "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:43335|issue:45083", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:39692|issue:43526" + ], + "prepared_review_unit_hash": "a6d071150639c4fc4c9c28892520e6b793f233d914611d9457dc1029cb6b12cd", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a noisy similarity bucket of mostly unrelated Transformers bug reports. None of the soft pairs appear to be the same underlying bug/change, so all are rejected. If forced to pick a canonical issue anchor, issue 43335 is the least-bad choice because it is the most centrally connected item in the cluster, but the overall cohesion is weak.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43335 is the most central node in this noisy cluster and participates in several soft-similarity links, so it is the best available anchor despite the lack of a true common bug theme.", + "canonical_pr_reason": null, + "best_issue_reason": "43335 has the highest apparent connectivity and is a concrete reproducible bug report, making it the most plausible representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: unsupported `center` arg in LasrFeatureExtractor vs Whisper empty-transcription generation after special-token alignment." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Related to model/cache configuration, but one is stale `config.dtype` after `from_config`, the other is `window_size` causing an AttributeError in TimesFM 2.5." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model config structure, but one is `from_config` unwrapping `text_config` and the other is inconsistent CLIP text model class structure." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated bugs: zero probabilities in SigLIP2 vs RT-DETR models not releasing memory on deletion." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is about `max_cache_length` only applying to quantized cache while the other is a static-cache slice arithmetic bug under `torch.compile`." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: sparse-layer creation in SwitchTransformers config vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are version/import issues, but one is a missing flash-attn helper import and the other is torch 2.10 incompatibility." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Same broad area of model loading/runtime, but one is missing PyTorch in the environment and the other is a Mac bus error with a community CLIP model." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both concern model loading/serialization behavior, but one is `base_model_prefix` loading and the other is tied `lm_head.weight` serialization depending on device." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "One is a SwitchTransformers sparse-layer config bug; the other is a Beit preset load failure from a legacy field." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different concrete bugs: Bamba torch.compile + SDPA failure vs GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "One is a Python 3.13 `@torch.jit.script` parsing problem; the other is a helper-function output-length behavior bug in qwen3_omni_moe." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/runtime issues, but one is a Python 3.13 flash_attn key error and the other is a Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: output drift between Transformers v4/v5 for Pegasus vs recurrent states resetting in modular_qwen3_5 cache handling." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and failure modes; SwitchTransformers sparse-layer config is unrelated to qwen3_omni_moe helper length behavior." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one crashes on assistant messages with tool calls and no content, while the other concerns `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors: missing flash-attn helper name vs missing `HybridCache` symbol." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same API family, but different symptoms and triggers: batched `apply_chat_template(..., padding=False)` crash vs all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config creation in SwitchTransformers is unrelated to D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: SwitchTransformers sparse layer creation vs stale device override test failure in GraniteSpeech." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Both involve regressions, but one is embedding dtype drifting from BF16 to FP32 and the other is a pipeline error message wrongly implying translation is supported in v5." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: flash_attention integration crashing on `s_aux=None` vs Qwen3_5Moe rotary embedding not handling CPU offload." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "One is a local-path trailing-slash import warning; the other is a unit-test failure loading `zai-org/GLM-4.7-Flash`." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-behavior regressions, but one is Llama 3.2 Vision model loading and the other is token-embedding resizing reinitializing output embeddings." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch is unrelated to unexpected `position id` key warnings during model loading." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to BeitImageProcessorFast `reduce_labels` returning only one label." + } + ] + }, + "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": 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-10000-508", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44493", + "issue:44617", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46399", + "issue:46431", + "issue:46566", + "issue:46655", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:46431|issue:46566", + "issue:43720|issue:44112", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:44206|issue:45823", + "issue:45459|issue:46234", + "issue:43701|issue:45083", + "issue:44617|issue:46697", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:45290|issue:45381", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:44448|issue:44977", + "issue:45290|issue:46655", + "issue:44855|issue:46399" + ], + "prepared_review_unit_hash": "60416543dd3f2945535fdb280927e35c874f5a3801cb975a3d6d0f77860843d0", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35894, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 + }, + "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 bug reports across different models and subsystems. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (45310/45478).", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier, fuller report for the same Qwen3.5 MoE from_pretrained failure and has inbound discussion/references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest cluster anchor: it describes a concrete reproducible bug and is the exact duplicate target of 45478. The rest of the cluster is unrelated noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different subsystems and failures: missing chat template vs device_map='auto' meta-device loading bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: packed-weight loading in BitNet vs a stale device-override CI failure in GraniteSpeech." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths and symptoms: CPU offload device mismatch vs AMP/CUDA crash in a loss function." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: identical Qwen3.5 MoE from_pretrained regression report, with 45478 clearly duplicating 45310." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and regressions: Pegasus v4/v5 output drift vs Deepseek tokenizer correctness in v5." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different failures: SigLIP2 doc/example mismatch and quantization issue vs unexpected position-id keys across many models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs trainer GPU broadcast NoneType error; not the same bug." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both are training-related, but one is resume_from_checkpoint/epoch_iterator and the other is FineWeb startup; different root causes." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated: LoRA/extended-vocab collapse vs a categories cardinality runtime limit." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: unsupported center argument in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Different import-utils/tokenizer behaviors: protobuf error masking vs missing availability helper symbol." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: resume_from_checkpoint key mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "OOM in Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime failures: NoneType broadcast error vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen2 tp OOM." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection losses and failure modes: missing auxiliary losses vs infeasible cost matrix." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities is not the same as unexpected position-id keys." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 issue for XLMRoberta is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template/tool-call crash vs qwen2.5-vl video position-id bug; different code paths." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to the trainer broadcast NoneType error." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Eval dtype drift is unrelated to undefined video-token helper variables in multimodal token counting." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and ViT torch.jit.script generator-expression failure are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift across versions is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat template crash is unrelated to SmolVLM video padding logic." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is a different bug from Qwen3.5 kernel registration missing decorator." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative: the one accepted pair (45310/45478) is strongly supported by the identical Qwen3.5 MoE from_pretrained titles and the inbound reference, while the rest of the soft-edge links are reasonably marked false as cross-model or cross-subsystem mismatches. The canonical issue choice and summary are also supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-508", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44360", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "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:45920", + "issue:46121", + "issue:46192", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:29870|issue:33290", + "issue:37428|issue:42175", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:44568|issue:45491", + "issue:43381|issue:43701", + "issue:44561|issue:44779", + "issue:33357|issue:39692", + "issue:45198|issue:45803", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:29870|issue:34689" + ], + "prepared_review_unit_hash": "c3f0c773819f19f6c7e874a474005f34e9b57246b4dd1eac166a34c9dbd07a95", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36372, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items are separate Transformers bugs/regressions across tokenization, trainers, model loading, cache, and docs. None of the soft pairs look like the same underlying change, so all soft edges should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest, most representative report in the set (a multi-model tokenizer regression), but the cluster is too mixed for it to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both are tokenizer API regressions, but one is wrong token IDs across multiple models while the other is `return_tensors`/`text_kwargs` handling." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different problems: DSA indexer ReLU discussion vs removal of `is_torch_fx_available` breaking `trust_remote_code` models." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "`generate()` decoder mask bug and DeepSpeed/Adafactor OOM are unrelated failure modes." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Import error for a flash-attention helper is unrelated to TensorFlow missing from the `.[torch]` extra." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure and BeitImageProcessorFast `reduce_labels` bug are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient checkpointing being disallowed in eval are distinct issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 and Gemma4 multi-GPU CUDA OOM are not the same bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading/saving, but one loses custom token IDs and the other loads the wrong custom module after save." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType error is unrelated to optimizer memory blow-up in DeepSpeed." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is spurious recompilation from lazy init while the other is device-tensor arithmetic in `_prefill`." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are separate issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is output mismatch for Pegasus and the other is serialization of tied weights." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` nesting and Trainer GPU broadcast errors are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and `num_input_tokens_seen` not updating are different Trainer/model concerns." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos-token config mismatch and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token omission and Gemma3 NaN embeddings have different symptoms and code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "One is a restriction on gradient checkpointing in eval; the other is a checkpoint key mismatch." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Helper removal breaking `trust_remote_code` and DeepSeek tokenizer regression are separate compatibility bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in model loading and SigLIP2 doc-example errors are not the same underlying issue." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare `except:` bug are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Eval dtype change and tensor-parallel OOM are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map assertion and Gemma4 OOM are distinct model/runtime problems." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug and stale warning for `num_return_sequences` are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure modes; not a duplicate." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task error and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading break and rope-validation type error are different code paths." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generation mask bug and Llama 3.2 Vision loading regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 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-10000-508", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:43756|issue:45440", + "issue:42915|issue:42994", + "issue:43653|issue:44442", + "issue:45372|issue:45588", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:43412|issue:45588", + "issue:43065|issue:45412", + "issue:45491|issue:46693", + "issue:45459|issue:45712", + "issue:29127|issue:33357", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:45372|issue:45406", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:45372|issue:45459", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:43824|issue:44279", + "issue:43526|issue:46693" + ], + "prepared_review_unit_hash": "69cffdb22fd019af4559da3a4b643c9802d390cb244334f29be3ad6f73747a1d", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36674, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates stand out in this set; the soft-similarity pairs mostly share a subsystem or model family but describe different concrete failures. I would not merge any of the proposed soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "The collection is heterogeneous, so there is no clear duplicate cluster. If one issue must serve as the representative, issue 45406 is the most concrete and actionable runtime crash report with a specific failing code path (`Gemma4Processor` / missing `_tokenizer`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45406 is the strongest single representative: it is specific, reproducible, and tied to a clear crash surface, whereas most others are broader or less directly actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failures: BigBirdTokenizer decode/special-token handling vs Qwen3_5 recurrent-state reset." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated regressions: unsupported `center` arg in LASR feature extraction vs Qwen VL video-input behavior." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "FlashAttention test failures and void-segmentation-map processing are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model-implementation correctness issues with no shared code-path or symptom." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "One is a FineGrainedFP8 load failure; the other is quantized saving failure." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer decode issue is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 import/dependency failure vs flash-attention crash on `s_aux=None`; different failures." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy SAM3 pixel decoder class and SigLIP2 bad outputs are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Export failure from `torch_compilable_check` is not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export guards/`erfinv` support and flash-attention sinkless crash are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d placeholder issue is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2, but one is NaN embeddings in Gemma3 and the other is a performance regression; not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking vs leftover dummy classes are separate cleanup/behavior issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B and resume checkpoint key mismatch are different code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error and stale paged-generate warning are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local-model warning is not the same as gradient-checkpointing eval-mode incompatibility." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to token-embedding reinitialization after resize." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss omission are different model bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import-time dependency problem and the other is a serve-time missing-attribute crash." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory retention are unrelated symptoms." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates and Gemma3 NaN embeddings are different bug classes." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor attribute crash is not the same as DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but RT-DETR object cleanup and sam3-litetext overflow are distinct problems." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch and ignoring `tokenizer.json` are different loading bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM is unrelated to the int4 quantization memory regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index error are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2_5_VL import error and a generic dependency issue are not the same underlying problem." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Beit label handling and FA2 long-context performance regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 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-10000-508", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46821" + ], + "soft_pairs": [ + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:44857|issue:45588", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:46121|issue:46399", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:43720|issue:44442", + "issue:45003|issue:45440", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43316|issue:43525" + ], + "prepared_review_unit_hash": "a449e883f8872733adcfcd63147a5376b77f81b5a703f54a3864d5123b078737", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36017, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates are evident in this set. The soft pairs mostly share broad subsystem keywords (Qwen, Flash Attention, tokenizer/loading, vision/audio) but describe different models, code paths, or failure modes.", + "confidence": 0.92, + "canonical_issue_reason": "There is no clear canonical duplicate issue here because the candidate pairs are heterogeneous and do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most active open issue in the set and is broad enough to be a representative tracking item, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Different problems: XLM-RoBERTa Flash Attention support vs DeepSpeed/Adafactor OOM." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated models and failures; Flash Attention support vs LayoutLMv3 box validation messaging." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 bad outputs vs SAM3-LiteText memory overflow." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related, but one is FineGrainedFP8Config failure and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py s_aux handling." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in DeepSpeed/Adafactor is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different bugs: optimizer memory usage vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different components and failures: BeitImageProcessorFast label reduction vs LayoutLMv2Tokenizer NER/padding crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen, but one is missing pad_token_id and the other is a sliding_window bug." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Same broad Flash Attention 2 theme, but too generic and not the same concrete bug." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: rope validation TypeError vs Qwen3.5 use_kernels registration/decorator crash." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different issues: flash_attention.py s_aux=None crash vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL area, but batched chat-template padding crash is not the same as incorrect vision_position_ids in video input." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and code paths: CLIPVisionModel hidden_states regression vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the categories > 2^24 runtime limit." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different areas: Qwen3_5 recurrent-state caching vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to LasrFeatureExtractor center-arg support." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems: tokenizer loading vs Perceiver image-resolution handling." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weights loading failure is unrelated to FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Different models and failures: XLM-RoBERTa Flash Attention support vs BART generate decoder_attention_mask bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to documentation still referencing pipeline()." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is different from Llama4Config missing pad_token_id." + } + ] + }, + "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-10000-508", + "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:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44079", + "issue:43761|issue:44188", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:46829|issue:46932", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291" + ], + "prepared_review_unit_hash": "c6e0c9dd3063296063b0f874476f8784c2b31d6e5e15aff26d0ffc4494564811", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36194, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft links look like false positives: the items span unrelated bugs across loading, generation, config, preprocessing, distributed training, and tooling. No true duplicate cluster is evident.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Both concern model behavior, but one is about quantization/offloading and the other is a Gemma-3 EOS token config mismatch; different bugs and code paths." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "One is a tokenizer construction error, the other is a hub API regression around forwarding `revision`; unrelated failure modes." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both touch image/video preprocessing, but one is rope/position-id scaling in Qwen2.5-VL and the other is over-padding in Swin2SR; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "`trust_remote_code` missing-fields behavior in config loading is different from `rotary_pct` being lost on reload." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is `from_config` unwrapping for composite Qwen multimodal configs; not the same concrete defect." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and a Qwen3-VL weight-shape mismatch are separate loading issues with different root causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading failure for a specific repo is unrelated to a missing backend registration for `tensorflow_text`." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer failing on FastSpeech2ConformerTokenizer is not the same as Fuyu's broad exception swallowing in tensor conversion." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset script issue and an unrecognized model config error are different subsystems and bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg syncing after `sync_gpus` is unrelated to `gather_for_metrics` dropping tuple labels." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both concern Qwen models, but one is a load-time shape mismatch and the other is incorrect `save_pretrained` serialization; different defects." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "A CLIPVisionModel regression returning `hidden_states=None` is not the same as generic `ModelOutput` key assignment logic." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression in a vision model and divergent attention kernels under `torch.compile` are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch does not match a CPU/CUDA output divergence bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running `3d_parallel.py` and tensor-parallel OOM while loading a Qwen model are different distributed-training problems." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Misassigned `hidden_states` in VideoPrism output is unrelated to Gemma4 dtype casting for quantized embedders." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "`torch.compile` + SDPA failure in Bamba-9B-v2 is unrelated to a resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on a large Qwen model and a key error loading MobileLLM are separate load failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different issue from resume-from-checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline `top_k` changing output shape and missing PyTorch for AutoModel are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior, but one is about saving dequantized models and the other about loading the wrong custom module after `save_pretrained`; different causes." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A DeBERTa-V3 `model_max_length` question is unrelated to a missing `transformers.onnx` module import error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to a v5 pipeline translation-task error message." + } + ] + }, + "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-10000-508", + "nodes": [ + "issue:43065", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:45542|issue:46234", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "d9d34813850be10f9574c1a9404f2ff6a5d6c3e178835efb713a0c6e80d3271b", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35323, + "estimated_input_tokens": 8831, + "estimated_eval_tokens": 17918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft-similarity links mostly connect unrelated bug reports that share only broad themes like loading, cache, or attention. I found no convincing duplicate pairs, and there are no PRs in this set.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 45698 is the strongest representative: it has high discussion/inbound references and a concrete, reproducible save_pretrained/from_pretrained regression affecting custom modules.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best standalone issue here because it is specific, well-documented, and broad enough to matter beyond one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both are cache/generation-adjacent, but one is inconsistent compiled generation output and the other is spurious recompilation from lazy cache init; different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init API behavior and non-persistent buffer junk are unrelated regressions." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are distinct issues." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "A config API mismatch is not the same bug as a TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/reload behavior, but custom model initialization breakage and GPTNeoX rotary_pct persistence are different root causes." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma EOS token config mismatch and sinq quantization roundtrip failure are separate loading/config bugs." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling and missing model_type in config.json are both loading failures, but not the same code-path problem." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import issues from datasets are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage and a janus image-generation test failure do not describe the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying and FlashAttention-2 support errors are different Mistral/Ministral problems." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both mention loss terms, but load-balancing loss omission and ASR double-shift training loss are different defects." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision for local models and max_cache_length only applying to Quantized Cache are unrelated cache semantics bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor image-size mismatch and sam3-litetext memory overflow are not the same failure mode." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Qwen2_5_VL batched chat-template padding crash affect different preprocessing paths." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A swallowed KeyboardInterrupt in Fuyu conversion is unrelated to Windows/ROCm import dependency errors." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The noisy 'ADD THE DATA' issue and the Gemma pipeline roundtrip bug are not duplicates." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend handling and a missing import_utils symbol are separate packaging/import issues." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx regression and tensorflow_text backend mapping errors are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset-field loading for BEiT and wrong custom module selection after save/load are different model-loading bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and stale Sam3LiteText auto-mappings are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus generation-image test breakage and Qwen3.5 flash-attention generation issues are different model paths." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma4 mm_token_type_ids defaults are different configuration/weighting problems." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific NemotronHForCausalLM FlashAttention-2 failure is not the same as a generic flash-attention issue." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache lazy-init and recurrent-state reset with cache are both cache-related but describe different mechanisms." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering dropping tuple labels and auxiliary loss normalization are unrelated training/evaluation 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-10000-508", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:44855|issue:45588", + "issue:45072|issue:46932", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:45632|issue:46617", + "issue:43827|issue:43994", + "issue:43673|issue:46421", + "issue:46082|issue:46697", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:44242|issue:46897", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245" + ], + "prepared_review_unit_hash": "1d11f96ace997f696bc085e22ee48717ebb4623f37f9ffcf76b9eb12646b35c9", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35871, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are false positives: they share only broad Transformer-related themes, not the same underlying bug. The only plausible duplicate is the trust_remote_code cache-loading pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45632 is the best issue candidate because it states the likely root cause most clearly (cache-path collision for local models sharing a leaf directory), which also explains the downstream cache-loading failure reported in issue:46617.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the strongest representative issue in this set: specific, actionable, and closest to a concrete root cause rather than a symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different features and failures: video-classification processor lookup vs SAM3 vision encoder attribute access." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated model/config bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different config/runtime problems: non-persistent buffers junk vs GPTNeoXConfig reload losing rotary_pct." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading paths and error classes: local dataset script failure vs model loading for Phi-4 multimodal." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "No shared bug: embedding reinit on resize vs import warning from trailing slash in local path." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing issue is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Not the same concrete issue; 45072 is a bfloat16 dtype mismatch, while 46932 is a Gemma4 quantized embedder fix referencing another issue." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different bugs: category cardinality limit vs cache.get_seq_length returning a device tensor." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": true, + "reason": "Both point to trust_remote_code cache-loading failures; 45632 describes the underlying path-collision mechanism, and 46617 appears to be the resulting FileNotFoundError." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing pipeline() and SigLIP2 nonsensical results with pipeline are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache in v5.0.0 and the other is lazy init causing recompilation; different failure modes." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to embedding resize reinitialization." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation crash." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight shape mismatch for Qwen3-VL is unrelated to a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers junk and config reload dropping rotary_pct are distinct issues." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and DebertaV2 import parsing are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different MoE/training bugs." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to XLMRoberta with Flash Attention 2." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init restriction and strict config loading for granite_speech are not the same failure." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning behavior is unrelated to Whisper empty transcription crash." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug and SAM3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to local dataset loading in a training script." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert is unrelated to the categories cardinality runtime error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and stay conservative. The only accepted soft-edge pair, issue:45632 and issue:46617, is well-supported by their titles and the stated cache-path / cache-loading linkage. The false-pair rejections are also appropriately cautious and avoid overclaiming duplicates from broad thematic 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": 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-10000-508", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44792", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47013" + ], + "soft_pairs": [ + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:44617|issue:46369", + "issue:39692|issue:44190", + "issue:45381|issue:46655", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:43295|issue:45276", + "issue:43540|issue:44734", + "issue:44779|issue:46489", + "issue:45290|issue:46752", + "issue:44521|issue:45381", + "issue:44112|issue:45600", + "issue:45276|issue:45584", + "issue:43526|issue:46697", + "issue:44737|issue:45803", + "issue:25251|issue:29870", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:43643|issue:44496", + "issue:44246|issue:45003", + "issue:44964|issue:45600" + ], + "prepared_review_unit_hash": "557a67bdaf25ff9a202b1271af8e5ed6c0af0e9298e31a39ade621f5f1260d4c", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35519, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated issue reports. The soft-similarity pairs share broad themes like generation, multimodal processing, or tokenizer behavior, but they describe different concrete failures and code paths, so none should be deduplicated together.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative for triage: it is open, has inbound references, and describes a concrete, user-visible multimodal masking bug with clear reproduction impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/video-related regressions, but one is about video input handling in Qwen VL models and the other is a KV-cache continuation tensor indexing crash; different bugs and fix paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different components and failures: a dummy Conv2d in Sam3PixelDecoder versus a processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and local dataset loading in an example script are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention handling of s_aux=None is a separate code-path bug from xLSTM train-mode return shape unpacking." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: GLM-4.7 load issues in unit tests versus a janus image-generation test failure." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory problems in SAM3-family models, but one is CUDA OOM in Sam3Video and the other is memory overflow in sam3-litetext; insufficient evidence of the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation errors and a local dataset loading issue are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they affect different models and different calculations: vision_position_ids versus padding." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different problem from a stale warning about num_return_sequences." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys during save_pretrained are distinct regression paths." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer access regression and Gemma4 embedding resize propagation are not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing are different failures." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizers on v5+, but one is a broad tokenizer regression and the other is a specific DeepSeek-Coder v1 gap; not enough evidence they share the exact same code-path bug." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Assistant messages with tool calls/no content and an empty chat list trigger different input-shape edge cases." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "apply_chat_template assistant-mask logic and Qwen video vision_position_ids are separate multimodal issues." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI test on GraniteSpeech and broken auto_mappings references for Sam3LiteText are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Whisper empty transcription handling are different feature areas and failures." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are distinct image-processor bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement in positional encoding and a bare-except swallowing KeyboardInterrupt in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Bart generate decoder_attention_mask initialization are different generation bugs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated repository/API bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend detection are different environment/configuration issues." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both touch generation cache internals, but one is missing cache in chunked_prefill while the other is a device-tensor arithmetic issue in static cache with torch.compile." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no evidence of a shared root cause." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code and missing model_type in config.json are separate config-loading failures." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are different issues, even if both affect import-time behavior." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale Sam3LiteText config references 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": 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-10000-508", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46932" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:45632|issue:46234", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:42175|issue:44279", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:46082|issue:46121", + "issue:43531|issue:45600", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:43295|issue:45335", + "issue:43582|issue:46932", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:43673|issue:44336", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:44683|issue:45446", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44792|issue:46424" + ], + "prepared_review_unit_hash": "93b6aad5fcf09149ba7cabaecd0f8a4d5732dd59a550d849af51f9ebe914ed88", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36693, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs, regressions, and docs issues. None of the soft-similarity pairs look like the same underlying change or bug, so I would not merge any pair.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #44521 is the strongest representative bug report in this set: it is a concrete, user-facing multimodal regression with active references and enough detail to be actionable.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44521 is the best issue to keep as the representative one because it is specific, reproducible, and currently relevant to users.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: FlashAttention 2 support for XLMRoberta vs token embedding resize reinitialization when weights are untied." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a local-model cache path collision; the other is a missing import_utils availability symbol." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure in GraniteSpeech is unrelated to a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different code paths and different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in the torch extra is a packaging/extra-deps issue, not the same as a general dependency problem." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different public symbols and different modules; not the same fix." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType failure is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is a different defect from incorrect checkpoint saving for Qwen3.5." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying bug is evident." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Head-dim validation logic and rope-parameter JSON/list conversion are separate validation paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is not the same as CPU/CUDA output divergence." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Generation cache missing during chunked prefill is distinct from max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The first issue is placeholder/low-signal, while the second is a specific fbank feature extraction bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer regression with image inputs is unrelated to resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-Omni-MoE feature-length helper behavior is a different bug from CPU/CUDA numerical differences." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility failure is not the same as a specific model-loading failure in transformers>=5.1.0." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature helper failure are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI output in loading_report are unrelated subsystems." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image processor label reduction bug is not the same as a documentation mismatch for text classification pipelines." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording mismatch and an unrecognized-model error are different issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failing on torch>=2.9 is not the same as an incorrect version check for AuxRequest import." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures in Ministral-3 are separate concrete bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated behaviors." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type in config and failure to unwrap text_config in composite multimodal configs are different loading issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support regression does not match a generic dependency issue." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length semantics." + } + ] + }, + "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-10000-508", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44521", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:47000" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:46082|issue:46399", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:46082|issue:46512", + "issue:44466|issue:45276", + "issue:43299|issue:45357", + "issue:43381|issue:47000", + "issue:43653|issue:45593", + "issue:43650|issue:46209" + ], + "prepared_review_unit_hash": "cc04ec44296f7524711dff0d7ee25741cc77ed4a5b9622916f0f953fb7f211d1", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35242, + "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 standalone issues. None of the soft pairs look like the same underlying bug or change, so all proposed duplicate links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve FlashAttention crashes, but they affect different code paths and failure modes: Ministral-3 model support vs sink-less `integrations/flash_attention.py` handling." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error and an `AddedToken(..., special=...)` constructor regression are unrelated bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but one is a missing Qwen2.5-VL model class export and the other is a bad `image_utils` import; different symbols and likely different fixes." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal `apply_chat_template` assistant-mask generation and a long-context FA2 performance regression are different problems." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue and a specific torch 2.4.1 incompatibility are not the same underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern multimodal configs, but one is default-init behavior for `None` and the other is a missing vision field dropped by strict serialization." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "`resize_token_embeddings` not updating embeddings and Whisper empty-transcription failure after token alignment are unrelated code paths." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A batching logic bug in `MaskGenerationPipeline` is unrelated to SAM3 LiteText memory overflow." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "A QA span-selection `top_k` bounds error and `apply_chat_template` failing on an empty list are different crashes in different APIs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE model loading and Qwen3.5 checkpoint serialization are separate regression surfaces." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency problem and a version bump to an unreleased PEFT minimum are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a processor/tokenizer API break for multimodal custom code and the other is incorrect Deepseek tokenization output." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation issues, but they target different docs and behaviors: SigLIP2 example errors vs `TextClassificationPipeline` deprecation mismatch." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a placeholder issue titled \"ADD THE DATA\" are clearly unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama config validation and a missing decorator for `apply_rotary_pos_emb` registration are different model-initialization bugs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD optimizer args and a tied-embeddings warning in Qwen3.5 fine-tuning are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are different regression classes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific `HybridCache` import failure is not the same as a broad set of import errors after upgrading versions." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor resolution and remote_code compatibility breaks are different issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased PEFT minimum are unrelated dependency/versioning problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different incorrect outputs; not the same concrete bug." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for `head_dim` and stale `model.config.dtype` after `from_config(dtype=...)` are distinct configuration bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights and `resize_token_embeddings` not updating nested embeddings are different weight-management problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 MoE loading and incorrect visual encoder keys in `save_pretrained` are separate Qwen regressions." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetr loss infeasible-cost-matrix crashes are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder issue and an FP8 inference failure on B200 are clearly 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": 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-10000-508", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43854", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44462", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:33290|issue:45656", + "issue:43479|issue:43525", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:42994|issue:43317", + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:45600|issue:45712", + "issue:43901|issue:44246", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43723|issue:44162", + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:44186|issue:47000" + ], + "prepared_review_unit_hash": "7663ad0f4d0cc70b9d3f85787fb26df08f4442af1f86f3e5b52e428c5f1ff158", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions and model-specific loading/behavior bugs. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44623 is the broadest and most infrastructure-oriented bug here (processor.save_pretrained missing files), making it a reasonable representative for the cluster's save/load regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44623 is the most generally actionable issue in the set and sits closer to reusable library behavior than the many model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Both involve MoE/training-related losses, but one is router loss gating and the other is Gemma 4 text-only fine-tuning inputs; different bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor selection and Gemma4 device placement are unrelated code paths." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading reports, but they target different models and failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer repository resolution vs a Mistral regex patch crash are distinct tokenizer bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlexAttention/torch.compile failure and missing TensorFlow backend wiring are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash attention s_aux handling and RTDetr loss infeasibility are different subsystems and symptoms." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed optimizer behavior, but OOM with Adafactor is not the same as a double optimizer.step bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different attribute/default initialization failures." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patching and repo file listing revision forwarding are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models, different inputs, and different crash conditions." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI output formatting and variable-length position_ids behavior do not share a code path." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/load issues, but saving failure and GPU+CPU dequantized load/offload are different bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but CPU offload incompatibility is not the same as variable-length position_ids handling." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained file loss and a Chinese performance regression are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM/MoE code paths: rms_norm_eps precision mismatch vs torch.split return handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging omission and Python version compatibility are distinct environment issues." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor file saving and Gemma-4 zero3 from_pretrained loading are different bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Auto-mapping stale config references and dummy class cleanup are separate maintenance issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores and slow import time are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one affects CamemBERT MLM predictions and the other DeepSeek tokenizer output." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked prefill cache handling and CLIP vision hidden_states regression are unrelated model behaviors." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different loading failures on different configs/models; no shared underlying bug is evident." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading and ESM2 model breakage are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention branching and ANSI code emission have nothing in common." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are different 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": 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-10000-508", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42796", + "issue:42886", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:43824|issue:43976", + "issue:42796|issue:43441", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:44589|issue:45362", + "issue:46655|issue:46726", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:45588|issue:46851", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:46614|issue:46665", + "issue:42491|issue:43299", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:42886|issue:46132" + ], + "prepared_review_unit_hash": "b5ae24dd661848ac06706c24c5ad4673c7546d34743138517feaf4623d33389c", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36733, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster, not a true duplicate set: most items are distinct Transformers regressions spanning different models, backends, and utilities. I rejected every soft edge because the paired artifacts do not describe the same concrete bug/change. The best representative issue is the Qwen3VL MoE loading regression, since it is a concrete version-breakage and sits near the center of the cluster\u2019s main theme.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43299 is the most representative anchor: it is a concrete, reproducible Transformers v5 loading regression on a Qwen3 MoE path, which matches the cluster\u2019s dominant pattern of version-specific model breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "43299 is the strongest global representative because it is specific enough to triage, clearly regression-oriented, and closer to the cluster\u2019s main model-loading theme than the more one-off tokenizer/import/docstring bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Different failure classes: missing Qwen2.5-VL class export vs Python version compatibility. No shared code-path or fix." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Both are Ministral-related, but one is tokenizer BPE-marker handling and the other is FlashAttention inference failure. Distinct bugs." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated subsystems: model loading on transformers>=5.1.0 vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config fields, but one is a missing pad_token_id on Llama4Config and the other is trust_remote_code dropping fields in AutoConfig. Different root causes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI output and a position_ids docstring typo are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids in Qwen vision/text models, but one is a rope-index scaling bug for Qwen2.5-VL and the other is variable-length input handling in Qwen3.5. Not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization and Qwen3.5 chat crashes are different code paths and different symptoms." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision-related, but one is video padding math in SmolVLM and the other is AutoProcessor missing backend handling. Not mergeable as one fix." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels import/version enforcement and Qwen3.5 apply_rotary_pos_emb registration are separate failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance issue vs unrecognized-model/config parsing error; no common bug." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen and sequence math, but one is a helper-function length bug in qwen3_omni_moe and the other is variable-length position_ids behavior in Qwen3.5. Different concrete issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma-4 zero3 from_pretrained are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor export and Python 3.9/3.10 support are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError from latest transformers is unrelated to missing TensorFlow backend handling." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but different bugs: decorator/registration failure for kernels vs variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race on captured_info.txt and a stale warning in generate() are unrelated test/runtime issues." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image-processor label reduction and unsafe sys.modules access in modeling_utils are not the same underlying bug." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration failure." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat-template IndexError are different call sites and fixes." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Dtype mismatch in SwitchTransformers/TimmWrapperModel and VideoPrism output-field confusion are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention s_aux=None crash and Qwen3.5 variable-length position_ids are different failures." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and Qwen3.5 chat crash are distinct problems." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma-3 eos_token_id inconsistency do not share a concrete fix." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error and Gemma-4 zero3 loading issue are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language backend and from_pretrained behavior inside Python classes are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MoE-related regressions, but one is LoRA compatibility across HF4/HF5 and the other is base-model loading on Qwen3VL MoE. Similar theme, not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation discussion are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss suppression are separate model-training issues." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-508", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:44451|issue:46752", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:45003|issue:45561", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459" + ], + "prepared_review_unit_hash": "defc2b3b74b518ac92158b877b9dbbae2e3f485e47a7e2cde09f957c68aa8195", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36450, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are unrelated import, config, model, or processor regressions. None of the soft pairs look like true duplicates; several are only superficially similar because they involve Qwen, video, or strict-config handling. If a single anchor is needed, issue 44479 is the best representative because it is the broadest concrete multimodal/video regression in the group.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 44479 is the broadest concrete regression here, spanning multiple Qwen video-input variants with a clear shared code-path, while the rest are mostly isolated bugs in different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest representative issue: it is user-facing, specific, and broad enough to anchor the multimodal/video subgroup better than the narrower one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different bugs: one is a torch.compile/SDPA failure in Bamba-9B-v2, the other is a CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to missing huggingface_hub.is_offline_mode." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores is a different problem from unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is not the same as the DeepSpeed ZeRO3 empty-deque crash." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features() are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding miscalculation are distinct model-specific bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized-model loading failure and sys.modules access are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to slow imports in transformers." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes under strict config and failing to unwrap text_config are separate composite-config issues." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video, but 44479 is a Qwen multimodal regression and 46655 is a SmolVLM padding bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to the transformers data-filtering slowdown." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as the apply_rotary_pos_emb registration/decorator crash." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "resize_token_embeddings output embedding bug and RTDetrLoss infeasible cost matrix are different failure modes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure and Sam3LiteText auto_mappings cleanup are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video encoder missing attribute and sam3-litetext memory overflow are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image-passing regression is unrelated to resize_token_embeddings not affecting output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import error and DeepSpeed ZeRO3 BertModel IndexError are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent lm_head serialization and t5gemma decoder.embed_tokens resize behavior are different weight-tying issues." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing processor.save_pretrained files and AutoProcessor missing vision backend are different processor issues." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are unrelated training failures." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config blocking granite_speech and strict dropping deepstack_visual_indexes are separate config bugs." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and Florence2 double-shift training loss are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression and PPDocLayoutV3 CPU/CUDA differences are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and tokenizer protobuf error masking are different loading/tokenizer-path 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": 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-10000-508", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:46858", + "issue:46894" + ], + "soft_pairs": [ + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:43352|issue:45250", + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44995|issue:45200", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123" + ], + "prepared_review_unit_hash": "5dd7a5dc621c579cc73f2b8217b244c0b4f4b7f7d0bad00a76314b7a25a9a174", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36605, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression reports across unrelated models/subsystems. None of the provided soft pairs are true duplicates, so all soft edges should be rejected. The only coherent underlying theme is the cache/get_seq_length contract bug family, with issue 45987 as the best representative.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45987 is the clearest root-cause-style report in the set: `StaticCache.get_seq_length()` returning a tensor instead of an `int`. It best captures the actionable bug shape among these mostly unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45987 is the most representative issue to anchor this cluster because it states the underlying contract violation directly and broadly, rather than a downstream symptom or model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated failures: BART generation mask error vs MLflow job-status reporting after training failure." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Different model families and bugs: DETR cardinality handling vs Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs CohereASR training-loss double-shift; not the same code path." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic Flash Attention topic overlap only; one is Nemotron Flash-Attn2 support, the other is just a broad Flash Attention issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different subsystems entirely: Qwen3-Next tied-weights warning vs patchtsmixer post_init behavior." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models vs Windows/ROCm torch.distributed import problem; no shared bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs ESM2 being broken; only broad tokenizer/model scope overlaps." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a LoRA tie_word_embeddings warning and the other is a flash-attention generation failure." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory-leak deletion issue vs MaskGenerationPipeline partial-batch dropping; unrelated behavior." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading vs deepspeed optimizer-step double call; different failures and code paths." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; unrelated symptoms and fixes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d concern and the other is a config/type mismatch warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 Video attribute error vs Qwen3OmniMoe video ValueError; no shared underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading problem vs Windows ROCm import dependency issue; different layers." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 vs accuracy regression after version upgrade; too broad to be the same bug." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Platform import/dependency failure vs RTDetrModel forward shape issue; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A warning about tie_word_embeddings vs stale num_return_sequences warning in paged generate(); different generated-output issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; not the same defect." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip token issue; different mechanisms." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache vs Gemma4 mm_token_type_ids defaulting; unrelated bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API request rejection vs Gemma pipeline token roundtrip failure; not duplicates." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure; reproduction target differs from the underlying bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Different cache/compile symptoms: attention-kernel divergence vs cache lazy-init recompilation." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; only both involve configuration/runtime semantics." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache in GlmMoeDsa vs flash_attention.py crash on s_aux=None; unrelated code paths." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram int error in moe vs missing chat template processor error; no common underlying change." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotations crash vs cache.get_seq_length device-tensor arithmetic bug; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks vs performance regression after upgrading Transformers; different bug classes." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 PixelDecoder Conv2d issue vs MaskGenerationPipeline partial-batch dropping; not the same 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": 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-10000-508", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "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:44871|issue:46132", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:44964|issue:45137", + "issue:43475|issue:43643", + "issue:44188|issue:46851", + "issue:43475|issue:46821", + "issue:43232|issue:43673", + "issue:39692|issue:46726", + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:45230|issue:45397", + "issue:44373|issue:46851", + "issue:45310|issue:45375", + "issue:41628|issue:44933", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:46463|issue:46877", + "issue:44869|issue:45356", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092" + ], + "prepared_review_unit_hash": "0f8bf1ae6f48e88dba787eddabd724c320532c75f02563019440d99d503582d1", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35527, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of Transformers regressions and model-specific breakages. There isn\u2019t enough evidence to treat any soft pair as the same underlying bug; the closest-to-canonical issue is the broad v5 regression report in 43646, but it\u2019s only a representative, not a true duplicate target.", + "confidence": 0.74, + "canonical_issue_reason": "43646 is the broadest, most central regression report in the set (Transformers v5 breaking model initialization) and best represents the cluster theme if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most generally applicable issue among mostly narrower model/config/loading failures; it best summarizes the cluster\u2019s v5 breakage theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained serialization complaints, but one is tokenizer_class metadata and the other is missing processor files; different code paths and failure modes." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both mention processor/model loading, but 43994 is incorrect outputs from AutoModel/pipeline for SigLIP2, while 46726 is a missing-vision-backend error message for AutoProcessor." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A performance regression after upgrading transformers is not the same bug as DeepSpeed causing optimizer.step() to run twice." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatches and a 10x slowdown after upgrade are unrelated symptoms and do not indicate the same underlying defect." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram init type mismatch are distinct tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad breakage reports, but one is custom model initialization in v5 and the other is ESM2-specific model failure; too different to merge." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and a double optimizer step under DeepSpeed are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id configuration inconsistency and AttentionInterface.register behavior changes are separate API bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-Moe related, but one is a missing config field silently dropped by @strict and the other is a generic from_pretrained error; not enough to prove the same fix." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions of the model lifecycle and different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and a DeepSpeed ZeRO3 deque pop error are unrelated issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing attribute on Sam3VisionEncoderOutput is not the same as AutoConfig(trust_remote_code=True) dropping fields." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids failure are different model/runtime bugs." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM 3 video encoder attribute loss and TimesFM window_size AttributeError are unrelated model-specific failures." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but one is a kwargs update after sync_gpus and the other is missing cache state in chunked_prefill; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors for SigLIP2 and missing vision-backend behavior in AutoProcessor are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "A missing PyTorch ImportError and Sentence Transformers hanging on load are different installation/runtime problems." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and vision dependencies, but one is a video-model crash without torchvision and the other is an unrecognized image processor error; different concrete failures." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a gemma-4 zero3 from_pretrained issue do not describe the same underlying defect." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring text for position_ids and a runtime failure on variable-length Qwen3.5 inputs are not the same issue." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-Moe from_pretrained errors and a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig are related only at the family level, not enough to merge." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and a non-existent image_utils import are different import surface bugs." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring lint output and RTDetrLoss cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are distinct problems." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout noise are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are separate tokenizer/model bugs." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different tokenizer pathways." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 behavior settings and InternVL2 meta-initialization compatibility 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-10000-508", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46399", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:45561|issue:47059", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45406|issue:46202", + "issue:45137|issue:47000", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:44857|issue:46877", + "issue:44038|issue:45310", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:42994|issue:43824", + "issue:45593|issue:46877", + "issue:44222|issue:45310", + "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:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123" + ], + "prepared_review_unit_hash": "e0c3e3b2c8c37971f70838b9cf0e1a998c521b9a23f3d62c8778ac2325823e84", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36611, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with no single cluster-wide duplicate theme. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest are similar at the subsystem/title level but appear to be different bugs or regressions.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact duplicate by title (issue:43704) and appears to be the more established report for the same Qwen3ForCausalLM VRAM leak problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue to anchor the cluster: it is concrete, has the clearest duplicate match, and is the only pair here that clearly shares the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Related to model execution/performance, but the symptoms are different: quantization/offloading behavior vs incorrect pipeline-parallel output." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Both are test/CLI-related, but one is a pytest-xdist file race and the other is a huggingface_hub CLI attribute error." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/runtime failures, but they involve different modules and different root causes." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but they are for different symbols and likely different missing-export regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption is not the same bug as a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma-related, but one is a processor tokenizer attribute error and the other is a pipeline roundtrip/tokenization failure." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "Different training-time failures: DeepSpeed ZeRO3 deque error vs RTDetr cost-matrix infeasibility." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they affect different APIs and are not the same broken code path." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: model-registration logic vs CLI completion failure." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different areas entirely: CUDA AMP crash in a loss function vs noisy docstring diagnostics at import time." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but different model versions and different failure descriptions; too broad to treat as one bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto-docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both Gemma-flavored, but one is token roundtrip failure and the other is a pipeline output/type mismatch." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and a missing Qwen2.5-VL import are unrelated regressions." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Auxiliary-loss behavior in D-FINE is unrelated to docstring import-time logging." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/FP8-ish model support, but one is save_pretrained behavior and the other is from_pretrained loading failure." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same reported bug and title: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg update logic and Janus image generation test failure are different problems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both touch FP8, but one is an accuracy issue and the other is a save_pretrained bug." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend installation/dependency issue vs a missing image_utils import; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure and xdist file-race behavior are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and docstring import-time diagnostics are unrelated maintenance issues." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file race vs stale auto_mappings references; different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue vs missing import from image_utils; not the same underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting after failed training and Sentence Transformers loading are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Model loading hang and token-embedding resize reinitialization are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but the specific symptoms and APIs differ." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Dependency/backend installation and leftover dummy class cleanup are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config initialization and classifier output field mix-up are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction and final-batch pipeline bookkeeping are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly supported duplicate pair is issue:42673 / issue:43704 with identical titles, and the other soft-edge rejections do not overclaim beyond the evidence in the titles/body summaries. Canonical selection of issue:42673 is also reasonable based on earlier creation and higher discussion activity." + }, + "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": 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-10000-508", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46231", + "issue:46693", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:44623|issue:45310", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:44295|issue:45656", + "issue:42898|issue:45356", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44297|issue:45656" + ], + "prepared_review_unit_hash": "2d4f238b74c2e71e9442ddf80a9ec23cf08d5980391eaa110e0af32744914462", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35959, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single issues across imports, tokenizers, multimodal configs, serving, training, docs, and optimizer behavior. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "If a single representative issue is needed, issue 45812 is the strongest candidate: it is a concrete, high-impact tokenizer regression with clear user-facing fallout and reproducible behavior across Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best overall representative of the set because it is a specific, broad-impact regression rather than a narrow documentation or environment problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file export failure and Qwen3.5 from_pretrained/model-load error are different code paths." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI/reference cleanup is unrelated to the hub CLI attribute error." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization bug is unrelated to Whisper timestamp decode crashing on a trailing replacement character." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer cleanup behavior change and wrong Granite token IDs are different failures with different likely fixes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS behavior are distinct tokenizer issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "These are separate broken doc examples for different models and failure modes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults do not match a ModelOutput key assignment bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "clean_up_tokenization_spaces regression is different from Deepseek tokenizer incorrect output." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Importing sentence-transformers and missing Qwen2_5_VL export are unrelated import errors." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention model support and MLflow reporting on failed training jobs are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "A training-reporting bug is not the same as a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup semantics and processor.tokenizer/image-passing regression are different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image processor method and remote-code/meta-init incompatibility are different multimodal issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache tensor indexing and auto_docstring future-annotations handling are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer reading bug is unrelated to deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer cleanup regression and Kimi-K2.5 codec/ warning regression are different tokenizer bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failed-job reporting and CustomTrainer compute_loss signature mismatch are unrelated training issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/dependency problems." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch both involve save_pretrained, but on different objects and failures." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer args being ignored is not the same as a documentation parameter-name typo." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification results and local dataset loading failure in a different example script are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen3 issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import and leftover dummy classes are different cleanup/import problems." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch has nothing to do with deepspeed optimizer stepping twice." + } + ] + }, + "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-10000-508", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:43504|issue:47059", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:43122|issue:46209", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:44295|issue:44623", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:46369|issue:46909", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357" + ], + "prepared_review_unit_hash": "c2313f00a974bcf63a846df5b6906afc1349faf10e927d8385ea9e52704ccaa4", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36051, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated transformer bugs, import regressions, tokenizer/model issues, and docs problems. None of the soft pairs look like the same underlying defect or change, so no duplicate merges are warranted.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #44263 is the best single anchor because it is a concrete, reproducible code-path bug in a named subsystem (GlmMoeDsaIndexer) and sits in the densest related mini-cluster; the rest of the set is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#44263 is the most suitable issue to surface as a representative anchor: it is specific, actionable, and closest to any local thematic grouping in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: model output regression vs AttentionInterface.register behavioral change." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer import failure are unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit in categorical features is unrelated to attention-interface behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8/MoE serialization and the other is missing processor files." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization bug and non-persistent buffer junk are different subsystems and symptoms." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion is not the same as Minimax attention numerical differences." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Registered-function behavior change is unrelated to a model accuracy regression after upgrade." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import failures for AutoImageProcessor and is_offline_mode are different missing symbols." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config save metadata mismatch is unrelated to Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT preset loading and CLI breakage from huggingface_hub are separate issues." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading and flash-attention generation failure are distinct problems." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state and Gemma4 quantized-embedder casting are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization change across versions and FP8 inference failure on B200 are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE serialization and default max_shard_size are both save_pretrained-related but not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split handling and InternVL2 meta-init compatibility are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim rejection are different issues." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is not the same as cache length config handling." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update bug and Kosmos2.5 OCR index overflow are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template on a processor are different failures." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access and processor.save_pretrained missing files do not share the same cause." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and zero probabilities in SigLIP2 are unrelated model behaviors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime split-value bug and a docstring error for position_ids are not duplicates." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video attribute error and MoonshineStreaming window off-by-one are different code paths." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Sliding-window masking and video padding calculation are separate bugs." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in SAM3-lite text is unrelated to a broken documentation example." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "They mention the same DSA area, but one is torch.split behavior and the other is a ReLU-related design discussion." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and sinq quantized save/load breakage are different quantization issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy problems and Qwen3.5 MoE from_pretrained errors are not the same underlying bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints and incorrect visual-encoder keys on save_pretrained are distinct regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 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-10000-508", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "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:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:45381|issue:46305", + "issue:44964|issue:47059", + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:42831|issue:45753", + "issue:44327|issue:47059", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43329|issue:47059" + ], + "prepared_review_unit_hash": "b2b72c413a90871c53f54ef14f0b12bd5db8bcf524d98fe29069b6c167720e24", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36346, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is very heterogeneous: tokenizer bugs, model-specific regressions, import/API breakages, and unrelated runtime issues. I do not see any soft pair that is clearly the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "If a single issue must anchor the cluster, 45278 is the broadest umbrella report: it captures the only recurring theme here (import/API breakages after upgrade).", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most representative high-level issue in this otherwise mixed cluster, but it still does not unify the rest into one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Different problems: a generic dependency issue versus a SequenceFeatureExtractor padding performance issue." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module import versus XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different code paths: chat/completions request handling versus Gemma4Processor attribute error." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are video-related, but one is Qwen2.5-VL position_ids and the other is MoonshineStreaming window masking." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: model loading failure versus a CLI test failure in huggingface_hub." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both mention classification heads, but one is Flash Attention 3 training collapse and the other is NaNs after checkout/init." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model-specific accuracy/regression reports; no shared concrete bug path." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export/packaging failures." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but the warning about sam3_video/sam3_tracker is unrelated to missing text encoder weights." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: MLA rms_norm_eps precision issue versus remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated: non-persistent buffer junk in Transformers 5.0.0 versus a streaming mask off-by-one." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and models; one is FP8 accuracy, the other is an infinite loop on a specific image." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA pipeline top-k crash is unrelated to the CLI completion attribute error." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different tokenizer/import problems with no clear shared underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (offset mapping vs BOS/EOS insertion)." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are separate failure modes." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a docstring issue are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline load failure versus decoder-type change in v5; not the same code-path bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both involve import breakage after upgrades, but one is a specific huggingface_hub symbol and the other is a broad multi-import regression." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different sam3 issues: model type warning versus memory overflow in sam3-litetext." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different loading/runtime issues; no shared underlying defect." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization, but one is BPE marker handling for a specific tokenizer and the other is a cross-version tokenization change." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Video position_ids bug is unrelated to a broken documentation example." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing error is unrelated to the DIA docs issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are model loading/runtime failures, but they do not appear to be the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer read error and tokenizer_config class mismatch are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug is unrelated to the CLI completion attribute error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-508", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:46172|issue:46762", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "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:39401|issue:46614", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945" + ], + "prepared_review_unit_hash": "8ae09b8212dc6d843fb2efdb93227ebc2e42eb8511aef7579b897d8c10538c36", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is thematically loose: a few tokenizer/import/version-regression reports, but most items describe distinct bugs in different model families or code paths. I found no true duplicate pairs among the provided soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report in the set and is closest to several other tokenizer-related issues, so it is the best anchor for deduping.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the most representative and general issue here: a clear cross-version tokenization regression with wider scope than the more model-specific or one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Different bugs: Python-version compatibility vs pipeline-parallel output corruption." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Separate failures: save/load dequantized model vs model import/load." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env CLI vs sentence-transformers import NameError." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer counting bug vs tied-weight warning." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Different missing import symbols; both are import regressions but not the same code path." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping vs unrelated model load issue." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 config guidance vs DSA indexer return values." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save bug vs generation-config validation." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None vs cached_file kwargs forwarding." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError vs removed config reference in auto_mappings." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping vs multimodal assistant_mask construction." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different attention bugs: arithmetic/transposition issue vs numerical mismatch to reference." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation vs flash-attention training degeneration." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs bug vs apply_chat_template crash." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "ReLU in DSA indexer vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same model family, but warning/config mismatch vs missing encoder attribute; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization regression vs multimodal chat template masking." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but different mechanisms and call sites." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer save metadata mismatch." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save bug vs gguf loading/import issue." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated import error vs tokenizer behavior inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model-specific Qwen3-VL-Moe bug vs position_ids buffer handling." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both Qwen3.5 regressions, but one is save_pretrained and the other from_pretrained; different fixes." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained behavior." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both import errors, but for different classes and symbols." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script classification bug vs Gemma multimodal token-type defaulting." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Tokenization regression vs Deepseek-specific tokenizer regression; not the same failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but for unrelated symbols." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example-script classification issue." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift vs pipeline-parallel output corruption." + } + ] + }, + "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-10000-508", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "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:44938", + "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:46710", + "issue:46726", + "issue:46752", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:45357|issue:45478", + "issue:43116|issue:43493", + "issue:44625|issue:46002", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:46726|issue:46981", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:46614|issue:46752" + ], + "prepared_review_unit_hash": "965400c7143687480fe9f053350895e81e1bfef616a9ae78aaac124bd6e2adfd", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35767, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the issues span unrelated import errors, model-specific regressions, tokenizer/config bugs, docs, and training/runtime behavior. None of the soft pairs look like the same concrete bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: an import failure for `transformers.onnx` vs a LayoutLMv3 validation/error-message clarity issue." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different environments and failures: missing TensorFlow in the `.[torch]` extra vs Python 3.14 loading problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model bugs: SigLIP2 HF/JAX implementation mismatch vs a Qwen3.5 infinite-loop case on one image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated code paths: compiled attention-kernel divergence vs a `SequenceFeatureExtractor.pad` performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs vs runtime logging: a parameter-name documentation mismatch vs import-time diagnostic output from `auto_docstring`." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer behavior regression vs phonemizer backend state not being reset; different components and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Related only at a high level; one specific missing import, the other a broad collection of import errors after upgrade." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family but different issues: GenerationConfig validation vs RoPE implementation discussion." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer regressions in v5, but they target different tokenizer/model paths and concrete failures." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: model loading with `base_model_prefix` vs NaNs in classification heads after init." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is Python support and the other is a PyTorch version check in flex_attention." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same broad Qwen3.5/Moe area, but different model variants and different failure modes (`transformers 5.0` bug vs `from_pretrained` error in newer versions)." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Completely different subsystems: VRAM leak in Qwen3ForCausalLM threading vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Unrelated: compiled Python file execution errors vs a documentation typo about `set_training` parameters." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a bad `save_pretrained` key mapping and the other is a `from_pretrained` loading error." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different tasks and failures: multi-label classification example returning empty results vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Different issues: config propagation for `num_labels` vs NaNs in classification heads." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Different models and domains: OmDet-Turbo image-size mismatch vs a broken DIA documentation example." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different code paths: Qwen3 Omni feature-length helper behavior vs an incorrect PyTorch version gate in flex_attention." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve `AutoProcessor`, but one is missing-vision-backend handling and the other is repeated HTTP 429 retry behavior." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "Unrelated: TF32 configuration guidance vs a missing method in GLM46VImageProcessorFast." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Distinct bugs: SGD optimizer args ignored vs `trainer.evaluate()` failing after `trainer.train()`." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both touch output objects, but they are different models and different field-assignment bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different `from_pretrained` issues on different classes: missing `embed_tokens.weight` vs kwargs not forwarded to `cached_file`." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different artifacts entirely: example script behavior vs a pipeline error message about translation support." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer type regression vs an accuracy regression in DeepSeek-R1; not the same bug." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Too broad to merge: a feature request for GPT2 flash-attention support vs a generic flash-attention issue." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Different failures: stale phonemizer language state vs `apply_chat_template` crashing on an empty list." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 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-10000-508", + "nodes": [ + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "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:46655", + "issue:46697", + "issue:46752", + "issue:46762", + "issue:46981", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:45092|issue:46762", + "issue:44263|issue:46762", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:43673|issue:46328", + "issue:42222|issue:43441", + "issue:43824|issue:46981", + "issue:42222|issue:47000", + "issue:42673|issue:46655", + "issue:43937|issue:45563", + "issue:45405|issue:45446", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "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:42617|issue:45341", + "issue:44117|issue:45081" + ], + "prepared_review_unit_hash": "3f6cc64d8e17ea213c0f39b024a0066d9b5f1c27ee6b3f91f7864d150f35fa7b", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly false positives: they share a broad Transformers theme, but the underlying bugs are different models, different code paths, and different failure modes. No PR-like duplicates are present.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous across tokenizer, video/image processing, training, generation, and import/runtime bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest standalone report here because it has a concrete failure mode (VRAM leak with multiple dataloader threads) and a focused, reproducible description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs: stale GlmMoeDsa indexer cache on second forward pass vs Swin2SR over-padding when dimensions are already divisible." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Unrelated symptoms and subsystems: VRAM leak in multithreaded dataloader use vs tokenizer BPE-marker handling." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Different code paths: meta-init incompatibility for old remote-code checkpoints vs numerical mismatch in Minimax MSA attention." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "No shared underlying bug: GlmMoeDsaIndexer torch.split behavior vs Minimax attention numerical differences." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs mention pipeline removal, while the other is a PyTorch version check bug in flex_attention; not the same issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug with different failure modes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different training/runtime problems: wrong optimizer states under FSDP2+PEFT vs missing GenerationMixin cache during chunked_prefill." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling vs SequenceFeatureExtractor.pad performance; unrelated code paths." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and failures: vitpose breakage vs Ministral FlashAttention failure." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Import error for a missing exported class vs repeated HTTP 429 retries in AutoProcessor; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video-related paths, but one is a VRAM leak in multithreaded loading and the other is incorrect video padding." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error vs stale warning for num_return_sequences; different behavior and fix." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "One is a dependency version bump issue, the other is a Torch version gate bug in flex_attention." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model loading failure and empty-list chat template crash are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Meta-init unexpected argument bug vs PretrainedConfig type-checking regression; related to v5 but not the same concrete problem." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs flash_attention AttributeError on s_aux=None; distinct subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs Gemma4 bidirectional mask construction; different model logic." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights depends on device vs NaNs in classification heads after checkout/init; not the same underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and different outputs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3Next missing projections and Qwen3.5 from_pretrained error are separate model issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different failure mechanisms." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; different layers of the video stack." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking regression vs CLI completion attribute error from huggingface_hub version change." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils bug vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type checking regression and stale config.dtype after from_config are different state-management bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 degenerate training is not the same as Qwen3.5 checkpoint serialization corruption." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utilities, but one is a small bug while the other is an xdist file race; not the same defect." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to repeated 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Cannot run 3d_parallel.py and a testing_utils bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES fallback issue vs _patch_mistral_regex backend_tokenizer AttributeError; both tokenizer-adjacent but 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": 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-10000-508", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43408", + "issue:43441", + "issue:43673", + "issue:43742", + "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:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44410|issue:45478", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:44484|issue:45478" + ], + "prepared_review_unit_hash": "e8a8af8c3f6cad3115b2973c8daa829704a2ad76b676a0338200aaa820a1a24d", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35512, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers bugs; all soft edges look like false duplicates, with only superficial similarity around v5 import/tokenizer/flash-attn regressions.", + "confidence": 0.63, + "canonical_issue_reason": "No single issue cleanly represents the whole set; if forced, issue 45278 is the broadest import-regression umbrella, but the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most reusable umbrella target because it captures broad post-upgrade import failures, though it does not explain most of the other items here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different failure modes: model-type mismatch warning vs. key error while loading a specific model." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and likely separate code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs. noisy logging; unrelated symptoms and fixes." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat/completions crash for a specific model vs. a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a backend-mapping error are unrelated problems." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug vs. FP8 inference failure on B200; different subsystems." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and documentation parameter mismatch are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API migration guidance vs. MLA layernorm epsilon bug; no shared code-path." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs. Qwen3.5 MoE loading error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 vs. unrecognized model/config issue for Olmo-Hybrid." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they concern different attention implementations and root causes." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Similar import-regression flavor, but one specific missing import does not look like the same underlying bug as the broad version-upgrade report." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing import symbol and _torch_extract_fbank_features behavior are separate issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer.step called twice are distinct optimizer bugs." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family models with different loading failures; too far apart to merge." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder type selection and the other is tokenization output change; not the same fix." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and different training-loss issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in an indexer vs. RoPE implementation are unrelated GLM bugs." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config option and unexpected position-id keys are different regressions." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "post_init validation and repeated 429 retry behavior have no common code-path." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Cache handling during chunked_prefill vs. a testing_utils bug are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general API acceptance issue and the other is model-specific streaming failure." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PreTrainedModel type-checking breakage are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is model support/compatibility and the other is a different model-specific failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different flash-attention problems on different models; not one concrete bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard sizing and Qwen3.5 MoE from_pretrained 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": 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-10000-508", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43452", + "issue:43531", + "issue:43577", + "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: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:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "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:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "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:42890|issue:46298", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:46172|issue:46710", + "issue:44117|issue:46701" + ], + "prepared_review_unit_hash": "2db6f0ca8c5e4f2d0feaed7830c60e412e7c71491e03fd39caf5117f46896c61", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37730, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most candidates are unrelated import, model-specific, trainer, or processor bugs. I found no soft edge that clearly represents the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43097 is the broadest release/API regression report in the set and has some cross-references, making it the least niche issue to use as a cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most active and best-documented standalone issue here, with substantial discussion and inbound references, so it is the strongest single issue report in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype-related behavior, but one is a PyTorch warning during compilation and the other is a Blip2 loading mismatch; different code paths and failure modes." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model families and different bugs: a missing image-processor method vs. a normalization precision/config issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both are GLM/DeepSeek-adjacent, but the reported problems are unrelated tensor-splitting vs. dtype/transpose handling." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer math bug and a DeepSeek-V4 tensor transform bug are not the same underlying issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL related, but one is a weight-shape loading error and the other is a Qwen3-VL-MoE-specific regression; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed API warning and a gguf/tokenizer loading failure are separate issues with different failure points." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision and a testing-utils bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils and a testing helper bug do not share the same code path." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both touch hub/offline/network behavior, but one is offline cache loading and the other is repeated 429 retries via HF_ENDPOINT; different underlying failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A q_a_layernorm epsilon mismatch and a RoPE implementation issue are distinct model bugs." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite-loop multimodal decoding bug and a memory overflow in sam3-litetext are different symptoms and likely different fixes." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer-mapping None assumption and a specific model load failure are too different to be one bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding-window issue and a testing utility bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal around tie_embeddings is not the same as a flash-attention crash on sink-less models." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked prefill and final-batch masking logic are separate pipeline bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch counting and a torch.split return-value issue affect different components." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek versions and different failure mechanisms; not the same underlying defect." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in a Qwen3-next layer and a missing config field in Qwen3_5MoeVisionConfig are different issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading errors, but one is about missing torchvision for video processing and the other is a mistral_common import breakage for Gemma 4." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two distinct ImportErrors for different missing symbols/modules; they are not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed public API and a quantized-model save/load corruption bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-MoE loading and Qwen3-next projection initialization are different model-specific problems." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption and Liger Kernel application in model_init are separate training-path issues." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and a Florence2 training-loss shift bug are not the same underlying defect." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor video-model crash without torchvision and a max_shard_size question are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding computation and the other is num_frames semantics; different fixes." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message and an empty-list chat-template IndexError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing exports and different failure contexts." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test and a logging issue do not share the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "The first is an API-removal regression; the second is a quantization/offloading behavior bug. Different code paths and fixes." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Token construction with duplicate 'special' kwargs and a tokenizer-mapping lookup assumption are separate tokenizer-loading bugs." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 compilation warning and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-V4 tensor handling and an accuracy regression in a different model family are not the same issue." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling and a diffusion-gemma pipeline 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": 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-10000-508", + "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:43618", + "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:47059" + ], + "soft_pairs": [ + "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:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "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:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43618|issue:44380" + ], + "prepared_review_unit_hash": "82efe4b7e3be50cd4e1ba34c429b96972063f8a4b9bc5105ed5c0bf1e3a76820", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the soft pairs share at most broad subsystem keywords, not the same underlying bug or change. I rejected all soft edges; no pull requests were present.", + "confidence": 0.89, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue 43502 is the cleanest representative because it is a concrete, reproducible user-facing regression with clear behavior and active discussion. That said, the cluster does not look like a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the best standalone triage target: specific failure mode, actionable scope, and easier to diagnose than the more generic or umbrella reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different failures: unintended API requests with local_files_only vs a missing embedding weight in UMT5Encoder.from_pretrained." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "One is kwargs propagation in AutoProcessor.from_pretrained; the other is a docstring parser crash with future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() after train() is unrelated to failing to import Trainer because of a datasets package conflict." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is a model-behavior bug; chunked prefill cache lazy init causing recompilation is a separate performance issue." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "AutoProcessor/video-model import crash is unrelated to a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is a serialization bug; infinite loop on a specific image is an inference/content bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is about dequantized model checkpoints and the other about Pipeline.save_pretrained; different code paths." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch warning about bf16 precision is not the same as a torch.compile + SDPA model failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is a repo hygiene / dummy class issue; right is an unspecified noisy logging message." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task support messaging in v5 is unrelated to pipeline object serialization failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different triggers: bf16 compile precision vs tie_word_embeddings config noise in LoRA fine-tuning." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers are model-specific and unrelated to Bamba SDPA compile failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight has nothing to do with max_shard_size defaults in save_pretrained()." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH is a backend support issue, not GPT2 attention scaling being ignored." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model/backend support for FA2 is unrelated to Python version compatibility in Transformers 5.1.0." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder is a v5 API break; noisy logging is unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to importing Trainer and datasets interactions." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug are separate model-specific failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignored GPT2 attention scaling and AttentionInterface.register behavior change are distinct attention-system issues." + }, + { + "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": "Missing set_seed in SAM HQ integration tests is unrelated to a huggingface_hub CLI API incompatibility." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/Qwen3.5, but one is FP8 save_pretrained and the other is a from_pretrained regression; not the same fix." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored is unrelated to the degenerate zero-loss classification bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration import are separate import errors." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and Trainer import failure with datasets are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption is a distributed training bug, not an attention backend bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to bf16 compile precision warnings." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-style chat endpoint request rejection and Qwen2_5_VL batched chat template crash are different request paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is not the same as GPT2 attention scaling being ignored." + } + ] + }, + "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-10000-508", + "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:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46851", + "issue:46877", + "issue:47059" + ], + "soft_pairs": [ + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43208|issue:43526", + "issue:43618|issue:43761", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "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:44355|issue:46877", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43901|issue:44655", + "issue:44938|issue:47059", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851" + ], + "prepared_review_unit_hash": "e74ae57cdc7d26c6cc6f7e163cf14824c0d1fde1cf79756f0c2adbdb7ab88e73", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad subsystem or keyword overlap, not the same underlying bug/change. I would not merge any of the proposed soft edges.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('many import errors after update'), so it is the most plausible cluster anchor for duplicate triage, though the overall set is still not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative/high-level issue among the items and the most likely to attract related reports, but only as a loose umbrella, not as a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different bugs: missing import from configuration_utils vs network/API requests despite local_files_only." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a Smollm3 layer-drop bug and the other is a GLM-5 RoPE implementation discussion; not the same fix." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated: xLSTM training issues vs BEiT image processor label reduction." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; distinct code paths and fixes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different modules and would need separate fixes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but resize_token_embeddings behavior and bidirectional attention-mask construction are separate bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures: Qwen3VL-Moe-specific regression vs generic state_dict ordering issue." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but quantized model saving and Pipeline.save_pretrained are different behaviors and likely different fixes." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same Qwen3-VL-Moe area, but loading regression vs fp8 inference support; not one concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is /v1/chat/completions request validation, the other is chat template tokenization crashing on tool-call messages." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different issues: num_labels propagation vs Trainer import being blocked by datasets." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated: Flash Attention support check for Nemotron vs GLM-5 GenerationConfig validation." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Different import-time/runtime problems: compiled Python file errors vs docstring lint output at import time." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in different model families (Gemma3 vs SAM 3 Video)." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model-loading regression from base_model_prefix handling vs pipeline serialization failure; not the same code path." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "No real overlap beyond being Gemma/Qwen-adjacent config issues; different symptoms and fixes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch vs actual Pipeline.save_pretrained failure; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Different breakages: Python 3.14 loading issue vs CLI incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-compatibility complaints, but for different Python versions and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic load error with sorted state_dict vs Qwen3.5 checkpoint-save corruption/regression." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated: missing config attribute vs optimizer arguments being ignored." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Gemma4 config/model issues, but bidirectional attention masking and head_dim validation are distinct." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: CLIP attentions field assignment vs Qwen3.5 checkpoint save correctness." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing attributes in different configs/models; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different model/config propagation problems with different affected fields and models." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate() decoder_attention_mask UnboundLocalError is unrelated to tensor-parallel training." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state bug vs a typo in cache strategies; no common underlying fix." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad semantics and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer-SGD argument handling vs Trainer import failure due to datasets; different problems." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and variable-length position_ids behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-508", + "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:43576", + "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:44387", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:47000" + ], + "soft_pairs": [ + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue: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:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556" + ], + "prepared_review_unit_hash": "055c2455465620d5fd8a4bd95842d1bd5418100bfbfa07cfbc0596a9b2eb7d53", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36446, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose bundle of mostly unrelated Transformers bug reports, with a few recurring themes around v5 loading regressions, model/config mismatches, and import-time issues. I only see one soft duplicate-like pair that looks close enough to accept.", + "confidence": 0.63, + "canonical_issue_reason": "`issue:33453` is the broadest, cleanest umbrella title in the set for the loading-regression subgroup, so it works best as the cluster label.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43723` is the most concrete user-facing bug report in the loading-regression area, with a clear API and failure mode, so it is the best representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Different failures: BART generate() decoder mask bug vs tokenizer loading regression." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both are vision/detection bugs, but they target different models and code paths." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: state_dict sorting load error vs Gemma pipeline roundtrip tokenization issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both concern import/compiled Python errors, but the root causes and affected code are different." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is separate from the FSDP/PEFT optimizer-state bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different model-specific loading/config bugs with no shared underlying code path." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness, but one is missing set_seed and the other is an xdist race on a file." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "`no_grad` on cache updates is unrelated to the broad claim that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tensor-parallel loading OOM are different concrete problems." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to the same import-time slowdown problem; the first names the likely cause, and the second reports the same symptom." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different model/API regressions: CLIP attentions assignment vs patchtsmixer post_init validation." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update autograd behavior is unrelated to the Python-version compatibility bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different save/load issues in different model families." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained failures, but they involve different models and distinct missing-weights paths." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing import error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but they describe different structural regressions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different model/test issues: SAM HQ seed flakiness vs Phi-4 multimodal loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test bugs, but they are not the same failing test or root cause." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken special-argument duplication are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and video frame semantics are separate regressions." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but tokenizer loading and checkpoint reload-after-upgrade are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior is distinct from missing tensor-parallel plan support." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network access despite local_files_only has nothing to do with RoPE implementation." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a missing model class and cache FileNotFoundError are different failure modes." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method causing token-count failure is unrelated to cache file lookup." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 OOM regression is a different problem from checkpoint reload compatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The single accepted pair (issue:41669 vs issue:44246) is reasonably supported by the shared import-time slowdown theme, and the remaining rejections do not overclaim similarity. The summary also matches the mostly loose, mixed-topic cluster reflected in the issue titles." + }, + "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": 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-10000-508", + "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:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059" + ], + "soft_pairs": [ + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:43827|issue:44961", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "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:44222|issue:44230", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:45362|issue:45850" + ], + "prepared_review_unit_hash": "466b8dca5f6102b42b274e51b22e2b1cdf62321cf643d84eaf50472eb4415bd2", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37003, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate; most are either unrelated, only broadly in the same subsystem, or different symptoms of the same model family. No PRs are present.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue stands out across these mostly unrelated reports; if forced to pick one, issue 45478 is the clearest concrete regression report because it names the exact model, version, and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45478 is the most representative actionable bug report: specific, reproducible, and tied to a clear version/model regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different problems: MLflow reporting for failed jobs vs tokenizer-loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is tensor-parallel plan support and the other is a from_pretrained loading failure." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different breakages." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated: compiled-file execution errors vs a data-filtering slowdown after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "One is a runtime hang while loading Sentence Transformers; the other is documentation confusion." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Same Qwen3.5 MoE area, but the bugs are different: tensor parallelism vs a missing config field." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different code paths: offline/local-files-only network behavior vs FP8 save_pretrained behavior." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No overlap in failure mode or subsystem." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/caching, but one is about no_grad decoration and the other about sync_gpus update flow." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation issue vs an unrelated issue title; no shared bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision processors, but one is about num_frames semantics and the other about missing vision backend handling." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Completely different: MLflow status reporting vs tensor-parallel training." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Generation crash in BART vs documentation wording for model.forward inputs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 upgrade regressions, but the affected paths are different model-loading scenarios." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Different loading regressions affecting different model classes and symptoms." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated: compiled Python file execution errors vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different failures: huggingface_hub import regression vs broken transformers env CLI." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage vs configuration type-checking; not the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both involve CLI/runtime issues, but they fail in different commands and for different reasons." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application bug vs a discussion about the DSA indexer." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs ambiguity vs an ImportError for a missing utility symbol." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated CLI breakage vs a missing Qwen2.5-VL export." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No shared bug or code path." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model-specific issues: GLM-5 RoPE implementation vs SmolVLM frame semantics." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Both are loading/import failures, but one is an export/import issue and the other is a cache FileNotFoundError." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs pipeline docs mismatch." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention support vs an unrelated issue title." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs trust_remote_code cache loading failure." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention-interface usage; not the same concrete fix." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Same FP8/MoE theme, but saving pretrained and inference support are different bugs." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different issues: model_init kernel application vs FP8 inference on B200." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache bug vs a typo in cache strategy docs/code." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model areas and failure modes." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a broad complaint that many models break." + } + ] + }, + "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-10000-508", + "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:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:41669|issue:43673", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:44230|issue:46095", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908" + ], + "prepared_review_unit_hash": "02ad9c307797eb64ab218c0e21f58d3204041321d1702644d0e36eb840aad69c", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38847, + "estimated_input_tokens": 9712, + "estimated_eval_tokens": 19680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by v5-era import/loading regressions and a smaller set of unrelated model-specific bugs. No pair looks strong enough to merge with the evidence given, so I would keep the issue set split and treat 44273 as the closest umbrella representative for the import/lazy-loading subgroup.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44273 is the most central and reusable representative here: it is broad, open, and directly about lazy loading not working, which aligns with several nearby import/loading symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best issue to anchor the cluster because it is the clearest core-loading regression and is concrete enough to be useful without being as vague as the generic v5 breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both touch import/lazy-loading behavior, but one is a tf-backend installation error and the other is a general lazy-loading regression; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a specific processor.save_pretrained missing-files bug; the other is an unspecific placeholder report. No shared concrete code-path." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both mention loading/import internals, but one is a lazy-loading failure and the other is unsafe sys.modules access; related area, not same defect." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM video num_frames semantics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen/MoE related, but one is a general bug and the other is missing tensor-parallel metadata; too different to merge." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/perf regression is unrelated to GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different symptoms and likely different code paths: 2D bbox output vs infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output bug is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage and checkpoint reload incompatibility are different regressions." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same thing as the broad 'v5 breaks too many models' complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx regression is specific; the other issue is a broad meta complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 checkpoint loading, but one is broad upgrade compatibility and the other is a remote-code/meta-init InternVL2 case; not enough to treat as duplicate." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy wording is not the same underlying bug as broad model breakage after v5." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "A generic v5 complaint and a specific CLI completion attribute error are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to asking for a weight-conversion script." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade are broader and more specific than the generic 'v5 breaks too many models' complaint; no same root cause shown." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger Kernel application in model_init are different problems." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup/performance is not the same as missing module export for Qwen3_5ForCausalLM." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both involve imports, but one is an intermittent slow-import report and the other is a lazy-loading correctness issue; too weak to merge." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command regression is unrelated to scheduler keyword propagation." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support on Nemotron and Qwen3-VL bbox hallucinations are different model/code paths." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version incompatibility is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and config type checking are separate issues." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer access error for position_ids is unrelated to a placeholder bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch on save is unrelated to the generic placeholder issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance is not the same bug as HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and a missing Qwen3_5 module export are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and tied-weights list handling are different defects." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args and tokenizer loading regression are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI env command breakage is unrelated to lazy loading not working properly." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init and flash_attention_3 degenerate training are separate concerns." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Incorrect timestamp math in Qwen3VL processor is unrelated to SmolVLM video padding calculation." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading regression and inverse_sqrt scheduler kwargs are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-508", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "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" + ], + "soft_pairs": [ + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018" + ], + "prepared_review_unit_hash": "7b1b880f263447b308e1989deecbda93c192ffe6d933c2d6ad01fd57e9488652", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 38856, + "estimated_input_tokens": 9714, + "estimated_eval_tokens": 19684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; none of the soft pairs look like the same underlying bug or change. Most are unrelated model-specific regressions, API/import issues, or broad v5 complaints rather than true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43576 is the best cluster anchor: it is a concrete v5 regression with a specific broken command, and it is broader/more representative than the other isolated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45290 is the strongest standalone issue because it has a precise crash trigger, a clear failure mode, and enough detail to be actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs. a specific Qwen3.5 MoE from_pretrained regression; no shared code path." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift are unrelated failures." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` CLI behavior is unrelated to a Qwen3_5ForCausalLM import error." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key handling are different serialization problems." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math in Qwen3VL has nothing to do with inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a Qwen3 VRAM leak are unrelated changes/issues." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward API docs confusion is unrelated to Llama 3.2 model-loading breakage." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are distinct model-specific bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "A dataloader-thread VRAM leak is not the same as a RoPE implementation bug." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and `comb.to(...).transpose(...)` are different concrete defects." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "`local_files_only=True` network leakage is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings migration and VRAM leakage are unrelated issues." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5-breakage complaint is not the same as a specific Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and missing files in processor.save_pretrained are unrelated bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and Gemma-4 audio encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layernorm epsilon precision and Gemma-4 audio positional encoding are different failures." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are not the same change." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3 VRAM leakage are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support for Nemotron and Qwen3_5 import failure are different problems." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Two import errors, but for different symbols and different underlying breakages." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a broad behavior change and the other is a decoder-type bug; not enough evidence of the same defect." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key crashes and CLI completion failures are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2-specific Flash Attention 2.0 support and a generic Flash Attention 2.0 request are not the same concrete change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder issue and a broad v5-breakage complaint are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment and an unrelated placeholder issue are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and an unrelated placeholder issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template tool-call crash are different bugs." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and a missing import are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tied-weight-key crash are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE and missing processor files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different concrete changes." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() mask bug and from_pretrained loading slowness are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on job failure and checkpoint loading slowness are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading slowness and tensor-parallel training failure are different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and forward-doc confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request and Qwen3.5 MoE from_pretrained error are different topics." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and Qwen3-VL/Qwen3.5 MoE fp8 support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-508", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "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": "14331d5ef3c03775552a75677e6499d239fd8182a84ba7a83ef044a18bb2b641", + "component_budget": { + "node_count": 508, + "item_count": 508, + "soft_pair_count": 1868, + "serialized_chars": 969243, + "estimated_input_tokens": 242311, + "estimated_eval_tokens": 484878 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 6943, + "estimated_input_tokens": 1736, + "estimated_eval_tokens": 3728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated, narrowly scoped issues across different models/subsystems (normalization, loss kwargs, tokenizer regex warnings, config typing, a typo, and RoFormer attention). No soft pair looks like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43240 is the broadest and most impactful runtime bug in the set, with the most inbound references and discussion; if one issue must serve as an anchor, it is the most representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the best global issue candidate for this cluster because it describes a concrete behavioral defect with wider applicability than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in ModernBERTConfig is a static API typing issue; the tokenizer regex warning is a runtime warning regression affecting all tokenizers. Different code paths and fix types." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value not being used is a model-loss plumbing bug; 43240 is about kwargs not being forwarded to a loss function. Related in theme only, not the same defect." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "43240 concerns loss kwargs propagation, while 46144 is about RoFormer attention not using the attention interface. Different model components and failure modes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated subsystems with no shared code path." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "A segmentation-loss parameter bug and a RoFormer attention-interface bug are distinct model-specific issues." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss behavior and a typo in a quantization attribute name are unrelated bugs." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig norm_eps type annotation and the orig_conversion.quantization_operation typo affect different modules and are not the same issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to a loss function is a runtime behavior bug; an incorrect type hint is only an API annotation issue." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm possibly being RMSNorm is an implementation-semantic question; ModernBERTConfig norm_eps type hint is a typing error. Different models and concerns." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and a ModernBERT config type hint 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": 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": "70f6b4d91bb0f866a77b80a6463f8c5d2c6d6a7d7d4ddc5639ceb0fad7fbe673", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster does not appear to be a duplicate set: one issue is about tokenizer truncation behavior, one about ReduceLROnPlateau-like scheduling, and one about Wav2Vec2 word timestamp offsets. The soft similarities are only superficial.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these are unrelated feature requests/issues across different subsystems, not the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative because the three issues are about different problems and do not form a coherent duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: truncation behavior vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different code paths and use cases: LR plateau scheduling vs audio token time offsets." + } + ] + }, + "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": "dbcb2bb076edceafbb078791ab1ae5f656c27d13faf00dc3e7e1f10b8d3e8d89", + "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 three issues do not form a duplicate set. One is about Tapas tokenization mismatch, and the other two are about model loading/downloading, but their titles suggest different failure modes rather than the same underlying bug. No soft pair should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 16618 is the broadest and most central of the set because it describes the generic model-loading failure, while the others are either a different subsystem (Tapas tokenization) or a narrower auth/download messaging problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the best representative of the cluster only because it is the most general model-loading report; however, it should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different subsystems and symptoms: Tapas tokenization mismatch vs. inability to load bert-base-uncased. No indication of the same code-path bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model download/loading, but one is specifically about a bad auth-related error message for private models and the other is a generic load failure for bert-base-uncased. Not enough evidence of the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "eda4e6b137615471ecdf43833e3175cd8aab5e01c80e692b12f5ece9446d525a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution requests in different areas: Flash Attention 2 architecture support vs GGUF architecture support. They are not the same underlying bug/change, so the soft duplicate edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits both items because they request different features; if a representative is needed, #26350 is the older and more discussion-heavy issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests for different model/runtime support paths; they do not describe the same underlying change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "e437553b1a6c5a76c722bdf8a0bd22f6200eed27899f528a8f8042cd722e4586", + "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": "This cluster is mostly a set of translation-request issues in different languages, not one single duplicate bug. The only clear duplicates are the exact same placeholder/template titles, plus one exact Thai-title pair; the rest are just thematically similar.", + "confidence": 0.72, + "canonical_issue_reason": "43834 is the best anchor for the exact-match placeholder translation-request subgroup: it uses the generic template title and is the earliest of the identical-title issues. The cluster overall is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the most representative issue in the cluster because it is the generic template form of the translation request and matches the exact-title duplicate subgroup best.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation request vs generic template issue; shared wording is not enough." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request vs generic template issue; not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request and generic placeholder template are not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests (Turkish vs Romanian); same theme, not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request and generic placeholder template are not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request vs generic template; similarity is only topical." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are separate issue reports." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs generic placeholder template; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and generic template issue are not the same underlying task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic template; shared translation context only." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request is distinct from the placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request and the Thai-titled issue do not match as duplicates." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian request vs Thai-titled issue; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder title and very similar body; likely the same duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Exact same placeholder title/body pattern; these look like duplicates of the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different title and language context; similarity appears to come from shared template text only." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different issue title and language context; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Distinct title and apparent subject; no clear same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder title/body style; likely a duplicate of the same template issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Same broad translation theme, but different titles and likely different requests." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title/language context; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Not the same title or request; similarity is too weak for dedupe." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; no clear shared underlying change." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title/language context; not a true duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Distinct subject and title; similarity is only thematic." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title, so this looks like a direct duplicate pair." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Thai titles differ and the issue subjects do not clearly match." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and likely different requests; not enough evidence to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet: the exact-title placeholder subgroup (43834/44365/44370) and the exact Thai-title pair (46222/46226) are the only clearly supported duplicate sets, while the language-specific translation requests are kept separate. The canonical issue choice is also justified by the creation dates. I don\u2019t see any overstatement that would require rejection." + }, + "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": "11ae3dbf5c71a4b11b5a85fe9251bc7f0d5b07b6c7b3d2f0d2f3129cd0058392", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28615, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28615, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct model-add/support requests that share similar wording, not true duplicates. The only clearly related items are same-template, same-subsystem proposals, but each targets a different model or feature.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items request different models or features and only overlap in request phrasing.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there is no single underlying bug/change here, just many separate model-request issues.", + "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." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 model request are unrelated." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config request and DEIMv2 request are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert vs Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR model support are distinct requests." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different models/tasks." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs weight-sparse transformer/circuitgpt are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model/task requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model/task requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer/circuitgpt are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model/task requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs weight-sparse transformer/circuitgpt are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model/task requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are unrelated requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS are different requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap conceptually but are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and a person-name issue are not the same thing." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and a person-name issue are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by brand but are different concrete capabilities." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer/circuitgpt are different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer/circuitgpt are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and Granite SWA+sink option are different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer/circuitgpt and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS target different model families." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and a person-name issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS and a person-name issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "dfea68ab9e1ba7f3b6a51db15bf57b97a68c77e687e88215148758e9fdf04387", + "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": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 is the more substantive technical item and better represents actual code-change work; issue:38740 is a documentation/tracking request and not a duplicate of the refactor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and different change types: docs/framework addition vs Vision RoPE refactor. No evidence they target the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 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": "58e107959c802699affd57f72a2ec537e169f6c4d1b0db68ad753d2d1a684a65", + "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 request for set block decoding, the other is a feature request for DeepSeek v3.2 support. They describe different user goals and do not indicate the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43037 is the more specific, user-facing feature request and is a better representative issue for the cluster, though it is not actually the same problem as #41084.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the clearest standalone issue because it names a concrete model-support request; #41084 is a separate decoding topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different subjects and no shared code path: block decoding vs. DeepSeek v3.2 model support. The overlap is only superficial similarity, 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": 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": "7feda89dd194c33642a39e8acfc3aa0974340ac9bfee23d554a2df741a6aba35", + "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 are related only at a very high level: both propose memory/performance-oriented \"Tiled\" model changes, but they target different components and different user-facing requests. They do not look like the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41306 is the more concrete and specific request: it names the exact feature flag behavior in `from_pretrained()` and references a particular fused loss path, making it a better representative of the cluster than the broader TiledMLP proposal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best standalone issue because it is narrowly scoped, actionable, and tied to a specific API/behavior change rather than a general architectural idea.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Both mention tiled or memory-efficient model components, but one is about a fused logits/loss flag in `from_pretrained()` and the other is about integrating TiledMLP. Different subsystems and different fixes, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "454322395d72c2f026d227296057fca560745af4cc7f52f991d7b208f7bd9adc", + "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 are two distinct Trainer-related feature requests: one about preserving custom column handling in `remove_unused_column`, the other about FLOPS estimation for custom trainers. They share a broad area but not the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43598 is the more concrete and actionable Trainer customization request, centered on a specific code path (`remove_unused_column`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the better representative issue because it targets a specific behavior in Trainer and is easier to scope and fix than the more general FLOPS-estimation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Do not treat as duplicates: one requests customizable unused-column removal in Trainer, while the other asks to account for custom trainers in FLOPS counting. They affect different logic paths and could be fixed independently." + } + ] + }, + "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": "86d6326ccb3f1937e6aa24cb6b65270e257cc3c49862d52e8518b480f2b0a57b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad level (both ask for Qwen auto-model support), but they target different model families and different AutoModel heads: Qwen3-Omni registration vs. Qwen3.5 sequence classification. They do not look like duplicate reports of the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the broader umbrella request and the more canonical representative of the general Qwen auto-registration theme, but it is not a duplicate of #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different concrete requests: one adds AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other asks for AutoModelForSequenceClassification support for Qwen3.5. Same subsystem, but not the same 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": 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": "452c9585b12cabe386f5c50e5cff51b49c5614799ee227dd54ebacbfe8fed8ea", + "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 titled \"huggingface\" appear to be the same report and should be clustered together; issue #43835 ('Fett') looks unrelated and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "#43845 is a clean representative for the duplicate cluster: it matches the repeated title exactly, is the earliest of the three near-identical 'huggingface' issues, and has no extra signals that would make it a worse canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the best global issue representative because it is one of the exact-title duplicates and is the earliest among them, making it the most stable canonical for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface') and no content/link evidence tying them to the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete issue details; this does not look like the same bug report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No evidence that 'Fett' is related to the repeated 'huggingface' reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, similar body size, and no distinguishing evidence; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and similar metadata strongly suggest the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and similar metadata strongly suggest the same underlying report." + } + ] + }, + "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 and weaker similarity signals. The soft-edge verdicts are generally conservative and stay within the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 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": "c61dd3a79244f9c73b3cf425f55529ae12ab15f5010b03513a1e1c78cd65799b", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated low-signal/spam issues rather than one duplicate bug or request. The titles span spam, documentation, checkout, and benchmark topics with no shared concrete target.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the least spam-like and most descriptive title, but it is still not a good canonical duplicate anchor because the cluster is heterogeneous and lacks a shared underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders; no concrete shared bug or request is described." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders; superficial similarity only." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder vs documentation enhancement; clearly different subjects." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs benchmark tip; no shared underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs checkout-related title; unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement vs spam placeholder; not the same change/request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement vs spam placeholder; unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders with no evidence of the same underlying issue beyond boilerplate similarity." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs benchmark tip; different topics." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs Google LLC checkout title; unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs benchmark tip; no common bug or request." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs Google LLC checkout title; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "b53f24d62b6eb16ad7e10dec9929a69116487cbab6244410031e2d6964a7d06b", + "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": "Likely duplicate issues: they have identical titles, very close body lengths, and only soft-similarity evidence. The data supports a suspected/likely duplicate relationship, but not certainty.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45145 is the better canonical issue because it has the same title as 45151 and already has an inbound reference, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best representative issue for the cluster since it appears to be the more established duplicate candidate while describing the same proposal as 45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate: identical titles and very similar body sizes strongly suggest the same underlying issue, though the available evidence is not strong enough to call it certain." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The linkage is plausible, but the writeup is too strong for the packet. We can verify identical titles, close body lengths, and only soft-similarity evidence; we cannot confirm the bodies are \u2018highly similar\u2019 or that these are \u2018near-certain\u2019 duplicates from the provided data alone. The conservative verdict should be framed as likely/suspected duplicate rather than certain." + }, + "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": "0f4ba0bd9238010268712511ed939319531ef2e9176b8381e18a4baf0417dd34", + "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": "The two closed issues are just bare name/date entries and do not describe a shared bug or request. They look like unrelated records, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue has any problem description or actionable content, so there is no meaningful canonical issue to select.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles only contain different personal names and birth dates; there is no evidence they refer to the same underlying issue or even the same subject." + } + ] + }, + "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": "8353828ff0edc0a36ba10687e3b2a54b8b42897b86eaf479127581dc0873e1bf", + "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": "This cluster contains two closed issues with unrelated personal-name/date titles and no shared evidence beyond weak string similarity. They do not appear to describe the same bug, feature, or fix.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the two issues are unrelated and have no overlapping context, links, or content.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster representative because the cluster looks like accidental grouping rather than a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles refer to different people and different dates; there is no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "6102ae8deaa3afb93ffaad62afa08352acd071378517b84678c4be1ff87ae380", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different areas: one requests a new Qwen3_5 token-classification/value-model capability, while the other asks for FP8 training support. They do not look like duplicates or the same underlying change request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and goals: model-head support vs. training precision support. No shared concrete bug or 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": "ede04542992a4edabcde8cb2edf4d7782b84de80b4ec8036e7c03041fe630299", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The items split into two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset promo request and should not be merged with either pair, despite superficial financial-domain similarity.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45870 is the earliest occurrence in the exact-title duplicate pair 'Example: Financial time series prediction with DataForge' and is the cleanest representative for that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45870 is the best single issue representative among the duplicates because it is an exact duplicate target and the earliest instance; note that 45872 is the representative of a separate duplicate subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a dataset bundle promotion vs an example for time-series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: a dataset bundle promotion vs an example for time-series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching body size; clear duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial DataForge content, but one is an example and the other is a data + scraping service; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: related domain, but distinct requested content/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same as above; different topic despite shared financial/DataForge wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as above; different topic despite shared financial/DataForge wording." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching body size; clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are exact title matches with matching body lengths, while 45869 is clearly a different request by title. The soft-edge verdicts are conservative and consistent with the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "0d8c156cbf30c3a8262cbef0a7aef2573724fc75952b0ac82c32aedc673eb2b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1635, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1635, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues are about static cache / `early_initialization` and `linear_attention`, but the evidence here is only title-level overlap. Without shared targets, filenames, or body-level linkage, they should be treated as possibly related rather than confirmed duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "46439 is the better canonical candidate because it describes the more general failure mode and suspected mechanism, while 46441 is a model-specific crash report that could be a symptom of the broader problem.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative for the cluster since it captures the underlying shape-corruption / initialization problem in a broader way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: the packet only shows soft similarity and title overlap. There are no shared targets, filenames, or body details tying the two reports to the same concrete bug, so accepting them as the same issue would be too strong." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded in the titles, but the soft-edge verdict is too confident for the evidence available. The packet only shows soft similarity plus title-level overlap; there are no shared targets, filenames, or body details linking the reports. Saying they are the same underlying bug, and accepting the pair, overstates what can be supported here. A more conservative verdict would be to mark them as possibly related rather than accepted." + }, + "evaluator_used": true, + "retried": true, + "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": "92d9e7c75b6cce4d6c1509e4e5f59fdce37f7e1a7c8e8ad08490c485c40a1126", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "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-perfect duplicates: identical titles, identical body length, and shared soft-similarity evidence for the same Wav2Vec2CTCTokenizer v5 special-token bug.", + "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 tracker for the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue to keep because it is open and appears to be the issue others are referencing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying bug description; these are duplicate reports of the Wav2Vec2CTCTokenizer v5 word-delimiter special-token regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two issues have identical titles and body lengths, and the soft pair has Jaccard 1.0 with soft-similarity evidence. Choosing the open issue with inbound references as canonical is conservative and supported." + }, + "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": "219854a9ddb9dd87968c7cdba86773008ac77b76ef901b40e7e7448fe1fbf81d", + "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 appear to describe different training failures: one is a tensor-shape mismatch during object detection training, the other is an out-of-memory condition after several epochs in RT-DETR v2. They share a broad training context but not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46657 is the better canonical representative because it describes a specific, actionable failure mode (tensor size mismatch) rather than a generic resource exhaustion symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the most concrete and narrowly defined bug report in the pair, making it the best issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: the reports point to different underlying problems. One is a tensor dimension mismatch, the other is memory exhaustion after some epochs; they do not look like the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "0e6b5bd14b1bcc91b7d7c06c0c0ce8e414f1b135605935ca651ae64d3b57a1fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning OOM in a composite multimodal model, the other is a 4-bit device_map/max_memory dispatch bug that wrongly sends modules to CPU and errors out.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate issue: 46822 and 46823 describe different failure modes in different loading stacks (DeepSpeed ZeRO-3 vs Transformers 4-bit device dispatch).", + "canonical_pr_reason": null, + "best_issue_reason": "46823 is the clearer standalone report because it spells out the exact flags, expected behavior, and the ValueError-producing path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: the bugs are in different code paths and subsystems. 46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM; 46823 is about 4-bit load_in_4bit with device_map='auto' and max_memory incorrectly dispatching to CPU. They do not look like the same underlying change or defect." + } + ] + }, + "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-46906-9", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:46998", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47037", + "issue:46998|issue:47053", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:47037|issue:47053", + "issue:47037|issue:47049", + "issue:47049|issue:47053", + "issue:46969|issue:47049", + "issue:46985|issue:47053", + "issue:46969|issue:47053" + ], + "prepared_review_unit_hash": "fd2700b0b70390d904046c98e25ecf3ed84dd09691533ac5998f6c3314852e19", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14779, + "estimated_input_tokens": 3695, + "estimated_eval_tokens": 7646 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14779, + "estimated_input_tokens": 3695, + "estimated_eval_tokens": 7646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are date-stamped serge integration-failure triage issues in the same reporting series, not duplicates of one concrete bug or change. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "If a representative anchor is needed, issue 46906 is the earliest item and already has broad inbound references, making it the best seed for the series.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47053 is the most active recent triage thread, with the strongest discussion/inbound reference signal, so it is the best representative of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series template, but different date-stamped reports; not the same underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Different daily triage threads; no evidence they describe one identical failure." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Separate date-specific triage issue, not a duplicate of the earlier report." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same series name only; these are distinct daily triage logs." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Adjacent triage issues, but each is a separate dated report rather than one bug." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Daily triage entries in the same series; no concrete shared defect is shown." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same report pattern, but different dates and likely different integration failures." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "These are serialized triage threads, not duplicate bug reports." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "No shared underlying code-path problem is evidenced; only matching triage framing." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different date-stamped integration triage issues; not mergeable duplicates." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same series label, but distinct daily failure investigations." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No sign of the same exact bug; these are separate triage runs." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Consecutive triage issues, but each is a separate report." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "Different days of triage, not one underlying issue." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same triage workflow, but no concrete duplicate failure is established." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "Date-specific triage threads; not the same underlying bug/change." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "These are separate daily integration-failure triage issues, not duplicates." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same template, different daily reports; no duplicate bug evidence." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Distinct triage issues for different dates." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "No indication of one shared code-path defect across these reports." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "Separate date-stamped triage logs, not one mergeable duplicate." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Different daily integration-failure investigations." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same series only; not the same underlying failure." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "No evidence these refer to the same bug or change." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Different date-specific triage issues; not duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same triage series, but separate daily reports with no shared concrete defect shown." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "These are distinct date-stamped triage threads." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Separate daily triage issues, not the same underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "Different dated triage reports; no duplicate code-path problem established." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "Same reporting series, but not the same bug/change." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Distinct daily integration-failure triage issues; reject duplicate merge." + } + ] + }, + "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": "d3ca8e9d1a3a5a3ab21e68b6960d664210a1d6f9a6652da4adabeedd47bfe89f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are near-identical duplicate issues requesting RWKV7 model support; the open issue is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is open and has the same title/request, so it is the best place to consolidate ongoing discussion and work.", + "canonical_pr_reason": null, + "best_issue_reason": "#46984 is the strongest representative issue because it is still open and can serve as the active tracker for the same feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and same underlying feature request (RWKV7 model support); the later open issue is clearly a duplicate of the closed one." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded: both items have the same title, the packet provides soft-similarity evidence, and choosing the open issue as the canonical tracker is conservative. The soft-edge accept verdict is reasonable here and does not overstate beyond the available 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": "ac96a62450bdba245a5e994eff8fccafeee78d59861d4ba28c41b5a96d5ec5c2", + "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 but do not look like the same underlying report; they read like separate writeups/articles about AI-driven vulnerability discovery rather than duplicate bug reports.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general framing of the shared topic, so it is the best anchor if these must be grouped.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the best representative because it states the core topic directly and is less specific than 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "The titles overlap on AI-based vulnerability discovery, but they describe different angles: one is a lessons-learned piece, the other a broader novelty/application claim. With no shared targets or code context, they do not appear to be the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-44", + "nodes": [ + "pull_request:43451", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "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:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47003", + "pull_request:47006", + "pull_request:47019", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47062" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46950|pull_request:47057", + "pull_request:46927|pull_request:46951", + "pull_request:46927|pull_request:47054", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:47057", + "pull_request:47056|pull_request:47058", + "pull_request:46941|pull_request:46970", + "pull_request:46951|pull_request:47056", + "pull_request:47006|pull_request:47058", + "pull_request:46927|pull_request:47055", + "pull_request:46927|pull_request:47006", + "pull_request:46908|pull_request:46928", + "pull_request:46927|pull_request:46986", + "pull_request:46986|pull_request:47058", + "pull_request:46907|pull_request:46926", + "pull_request:46926|pull_request:46928", + "pull_request:46928|pull_request:47057", + "pull_request:46926|pull_request:46941", + "pull_request:46908|pull_request:47058", + "pull_request:46928|pull_request:47058", + "pull_request:46954|pull_request:46961", + "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: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:46958|pull_request:46968", + "pull_request:46971|pull_request:46974", + "pull_request:46968|pull_request:46974", + "pull_request:46961|pull_request:46968", + "pull_request:46961|pull_request:46971", + "pull_request:46949|pull_request:46968", + "pull_request:46266|pull_request:46957", + "pull_request:47034|pull_request:47035", + "pull_request:47019|pull_request:47025", + "pull_request:46196|pull_request:46995", + "pull_request:46957|pull_request:46965", + "pull_request:46707|pull_request:46961", + "pull_request:46266|pull_request:46707", + "pull_request:46968|pull_request:47019", + "pull_request:46707|pull_request:46968", + "pull_request:46707|pull_request:46957", + "pull_request:46912|pull_request:47025", + "pull_request:46707|pull_request:47019", + "pull_request:46968|pull_request:47062", + "pull_request:46961|pull_request:47019", + "pull_request:46658|pull_request:47062", + "pull_request:46196|pull_request:46965", + "pull_request:43451|pull_request:47019", + "pull_request:46965|pull_request:47062", + "pull_request:43451|pull_request:46995", + "pull_request:46836|pull_request:46995", + "pull_request:46266|pull_request:47034", + "pull_request:46961|pull_request:47062", + "pull_request:46196|pull_request:47025", + "pull_request:46836|pull_request:46961", + "pull_request:46707|pull_request:47025", + "pull_request:46836|pull_request:46965", + "pull_request:46995|pull_request:47003", + "pull_request:46957|pull_request:46961", + "pull_request:46961|pull_request:47035", + "pull_request:43451|pull_request:47025", + "pull_request:43451|pull_request:46266", + "pull_request:46266|pull_request:47003" + ], + "prepared_review_unit_hash": "0d952a6452c78c0cc6c90039b6b438d6645e6bb457481a00ca05fe872293d044", + "component_budget": { + "node_count": 44, + "item_count": 44, + "soft_pair_count": 148, + "serialized_chars": 161284, + "estimated_input_tokens": 40321, + "estimated_eval_tokens": 80898 + }, + "budget": { + "node_count": 40, + "item_count": 40, + "soft_pair_count": 72, + "serialized_chars": 112939, + "estimated_input_tokens": 28235, + "estimated_eval_tokens": 56726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated pull requests. The CohereASR pair should not be treated as a true duplicate: 46903 includes the CohereASR loss fix plus a separate PPFormulaNet training-loss change, so the overlap is not a clean same-bug match.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "46958 is the best focused representative for the CohereASR training-loss bug; 46903 is broader and bundles an additional PPFormulaNet fix, so it is not the clean canonical duplicate.", + "best_issue_reason": null, + "best_pr_reason": "46958 is the strongest standalone representative because it directly targets the CohereASR loss double-shift without extra unrelated scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Not the same clean duplicate: 46903 also bundles a separate PPFormulaNet training-loss change, so it is not just a broader CohereASR superset." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and different problems: Mamba2 OOM vs PEFT loading behavior." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47057", + "accept": false, + "reason": "Different models and failure modes; no shared concrete bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "GLM46V input handling fix vs PEFT loading behavior are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47054", + "accept": false, + "reason": "Unrelated model fixes for different integration-test failures." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT integration change and Mamba2 OOM test fix are different changes." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audio cache fix vs Mamba2 OOM test fix are unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47057", + "accept": false, + "reason": "Different subsystems and different bugs." + }, + { + "left": "pull_request:47056", + "right": "pull_request:47058", + "accept": false, + "reason": "Both are model-specific fixes, but for different models and distinct issues." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Both touch many models, but they address different regressions and are not the same fix." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47056", + "accept": false, + "reason": "PEFT integration vs Whisper cache update are unrelated." + }, + { + "left": "pull_request:47006", + "right": "pull_request:47058", + "accept": false, + "reason": "Generation/cache behavior vs Mamba2 test OOM are not the same bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47055", + "accept": false, + "reason": "Different models and different integration-test failure causes." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47006", + "accept": false, + "reason": "GLM46V input casting fix and generation cache behavior are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Different test-only fixes for unrelated models." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "GLM46V input casting fix vs GLM OCR output mismatch are separate issues." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47058", + "accept": false, + "reason": "Different model families and different bugs." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam import/config test fix and MiniMax load-error test fix are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models and different failure modes; only broad test-failure similarity." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47057", + "accept": false, + "reason": "BLIP-2 tokenizer list tweak and DeepSeek load-error tests are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47058", + "accept": false, + "reason": "Different integration-test fixes for different models." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47058", + "accept": false, + "reason": "Unrelated model/test fixes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest-v9-related GLM-ASR change and Serge workflow normalization are unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47054", + "accept": false, + "reason": "Different model test adjustments with no shared concrete bug." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "Both are broad bug-fix PRs, but for different models and different root causes." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "Different fixes in different areas of generation/model behavior." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Different PRs with no common concrete bug." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix vs workflow normalization branch are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "Pytest-v9 GLM-ASR fix vs docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Different model bugs: GLM-ASR pytest strictness vs CohereASR loss shifting." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow normalization and Musicgen typo fix are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR training loss and Musicgen generate typo are different bugs." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46971", + "accept": false, + "reason": "Different models and different fixes." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46968", + "accept": false, + "reason": "CohereASR loss fix and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46971", + "right": "pull_request:46974", + "accept": false, + "reason": "Mamba2 OOM tests vs Musicgen generate typo are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46974", + "accept": false, + "reason": "Docs autolink cleanup and Musicgen code fix are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow cleanup and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46971", + "accept": false, + "reason": "Workflow cleanup and Mamba2 OOM test fix are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46968", + "accept": false, + "reason": "Whisper/audio cache fix and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Dinov2 modernization and finegrained FP8/generation optimization are unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Both Neuron-related, but one is an example finetuning script and the other is a training_args backend default change." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47025", + "accept": false, + "reason": "Masking-utils contract fix and Diffusion Gemma test changes are different issues." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch and MLU flash-attention availability are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Different DeepSeek V4 changes: generation optimization vs use_cache=False support." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "Native FSDP2 migration and workflow normalization are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "Dinov2 modernization and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47019", + "accept": false, + "reason": "Docs autolink cleanup vs masking correctness fix are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "FSDP2 migration and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47019", + "accept": false, + "reason": "Generation optimization and masking regression fix are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47025", + "accept": false, + "reason": "RoPE test hardening and Diffusion Gemma test adjustments are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47058", + "accept": false, + "reason": "Generation optimizer changes and Mamba2 OOM tests are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46995", + "accept": false, + "reason": "Unlimited OCR addition and MLU flash-attention availability are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "Dinov2 modernization and Neuron finetuning scaffolding are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47062", + "accept": false, + "reason": "Workflow cleanup and IMDb link docs fix are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47025", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch and Diffusion Gemma test fixes are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47025", + "accept": false, + "reason": "FSDP2 migration and Diffusion Gemma test changes are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", + "accept": false, + "reason": "Unlimited OCR addition and DeepSeek V4 cache support are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47003", + "accept": false, + "reason": "MLU flash-attention support and OpenVINO exporter work are different changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "Generation optimizer changes and workflow normalization are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47035", + "accept": false, + "reason": "Workflow cleanup and Neuron compile backend default are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47025", + "accept": false, + "reason": "Molmo2 model addition and Diffusion Gemma test fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 model addition and Dinov2 modernization are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47003", + "accept": false, + "reason": "Dinov2 modernization and OpenVINO exporter are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the one positive soft-edge verdict is too strong. PR 46903 is not clearly just a broader CohereASR superset of 46958; the packet shows it also bundles a separate PPFormulaNet training-loss fix, so treating the pair as a single same-bug duplicate overstates the evidence. The other negative verdicts look conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-44", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46986", + "pull_request:47003", + "pull_request:47006", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47062" + ], + "soft_pairs": [ + "pull_request:46196|pull_request:46961", + "pull_request:46658|pull_request:46961", + "pull_request:46961|pull_request:46965", + "pull_request:46658|pull_request:46965", + "pull_request:45694|pull_request:47035", + "pull_request:43451|pull_request:44517", + "pull_request:45694|pull_request:46707", + "pull_request:44517|pull_request:46836", + "pull_request:44517|pull_request:47003", + "pull_request:43451|pull_request:46957", + "pull_request:43451|pull_request:46961", + "pull_request:46961|pull_request:47003", + "pull_request:46961|pull_request:47034", + "pull_request:46912|pull_request:46961", + "pull_request:46658|pull_request:46895", + "pull_request:43451|pull_request:45694", + "pull_request:43451|pull_request:46895", + "pull_request:45694|pull_request:47003", + "pull_request:46895|pull_request:47003", + "pull_request:45694|pull_request:46836", + "pull_request:46836|pull_request:46895", + "pull_request:46912|pull_request:47034", + "pull_request:46968|pull_request:47003", + "pull_request:46895|pull_request:46958", + "pull_request:46907|pull_request:47055", + "pull_request:46949|pull_request:47056", + "pull_request:46950|pull_request:46971", + "pull_request:46950|pull_request:47058", + "pull_request:46971|pull_request:47058", + "pull_request:46926|pull_request:47054", + "pull_request:46908|pull_request:47057", + "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:46907|pull_request:46927", + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:47054", + "pull_request:46926|pull_request:47057", + "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:47057|pull_request:47058", + "pull_request:46970|pull_request:46986", + "pull_request:46907|pull_request:47054", + "pull_request:47055|pull_request:47056", + "pull_request:46907|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:46907|pull_request:46949", + "pull_request:46970|pull_request:47055", + "pull_request:46907|pull_request:46986", + "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:47003", + "pull_request:46707|pull_request:46836", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:46196", + "pull_request:46196|pull_request:47003", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:47003", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47035", + "pull_request:43451|pull_request:46912", + "pull_request:47003|pull_request:47034", + "pull_request:47003|pull_request:47035" + ], + "prepared_review_unit_hash": "e856be51c83ccdc85e4f5778c74beb41b4ee56db8c6cdf57a7f0f3209898f470", + "component_budget": { + "node_count": 44, + "item_count": 44, + "soft_pair_count": 148, + "serialized_chars": 161284, + "estimated_input_tokens": 40321, + "estimated_eval_tokens": 80898 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 72, + "serialized_chars": 105197, + "estimated_input_tokens": 26300, + "estimated_eval_tokens": 52856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster: most edges are false-positive similarity matches across unrelated PRs, with a few true duplicate families in CohereASR, EdgeTam, Whisper, Mamba2, DeepSeekV3.2, and MiniMax-M3-VL.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole cluster: the items split into several unrelated duplicate families plus many independent model additions/docs/exporter changes.", + "best_issue_reason": null, + "best_pr_reason": "No single global best PR: the cluster is not one duplicate set, so any single representative would be misleading.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "Unrelated changes: wav2vec2 SDPA dispatch docs/model work vs a Serge normalization workflow." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Different PR themes: Step-3.7-Flash model conversion/build scripts vs workflow normalization." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46965", + "accept": false, + "reason": "Different bugs: workflow normalization vs DeepSeek V4 use_cache=False support." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46965", + "accept": false, + "reason": "Unrelated models/features: Step-3.7-Flash work vs DeepSeek V4 cache handling." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47035", + "accept": false, + "reason": "Same file but different changes: split_batches batch-size fix vs torch-compile backend default selection." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Both add new model support, but for different models and code paths (Molmo2 vs Qwen3-TTS)." + }, + { + "left": "pull_request:45694", + "right": "pull_request:46707", + "accept": false, + "reason": "Unrelated: Trainer batch-size behavior vs native FSDP2 module/migration." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions: Qwen3-TTS vs Unlimited OCR." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47003", + "accept": false, + "reason": "Different subsystems: Qwen3-TTS model support vs OpenVINO exporter support." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Molmo2 model support and finegrained FP8 work are unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Model addition vs workflow normalization; not the same underlying change." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47003", + "accept": false, + "reason": "Workflow normalization and OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47034", + "accept": false, + "reason": "Workflow normalization vs Neuron SFT experiment; different scope and code paths." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46961", + "accept": false, + "reason": "RoPE test improvements vs workflow normalization are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46895", + "accept": false, + "reason": "Step-3.7-Flash conversion/scripts vs CohereASR loss fix are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45694", + "accept": false, + "reason": "Different areas: model addition (Molmo2) vs TrainingArguments behavior fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46895", + "accept": false, + "reason": "Molmo2 support and CohereASR training-loss fix are unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47003", + "accept": false, + "reason": "Trainer argument fix vs OpenVINO exporter addition are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47003", + "accept": false, + "reason": "CohereASR loss fix and OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:46836", + "accept": false, + "reason": "TrainingArguments fix vs Unlimited OCR model addition are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46895", + "accept": false, + "reason": "Different models and problems: Unlimited OCR support vs CohereASR training-loss fix." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47034", + "accept": false, + "reason": "RoPE test coverage work vs Neuron SFT experiment are not the same bug/change." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47003", + "accept": false, + "reason": "Docs autolink cleanup vs OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift fix in the same files; 46958 is just a different implementation of the same correction." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47055", + "accept": true, + "reason": "Same EdgeTam bug: both strip post-processing-only kwargs before calling the backbone, with 47055 extending the cleanup." + }, + { + "left": "pull_request:46949", + "right": "pull_request:47056", + "accept": true, + "reason": "Same Whisper cache-state initialization fix; 47056 is the Whisper-only slice of the earlier PR." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": true, + "reason": "Same Mamba2 OOM integration-test fix family in the same test file; both are the same torch_dtype-based workaround." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47058", + "accept": true, + "reason": "Same Mamba2 OOM fix family; 47058 is another revision of the same test/runtime workaround." + }, + { + "left": "pull_request:46926", + "right": "pull_request:47054", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error fix: both add an offload folder for auto device-map loading." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47057", + "accept": true, + "reason": "Same DeepSeekV3.2 load_error fix: both add an offload folder for auto device-map loading." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and bugs: Whisper/Audiobaseline cache issue vs Mamba2 OOM issue." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47057", + "accept": false, + "reason": "Different models and load failures: MiniMax-M3-VL vs DeepSeekV3.2." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Whisper cache fix vs PEFT integration load behavior change are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "GLM46V input-casting fix and Whisper cache fix are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different model families and code paths: EdgeTam vs GLM46V." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM46V input-casting fix and Mamba2 OOM test fix are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47054", + "accept": false, + "reason": "DeepSeekV3.2 and MiniMax-M3-VL are different model-specific load fixes." + }, + { + "left": "pull_request:46926", + "right": "pull_request:47057", + "accept": false, + "reason": "MiniMax-M3-VL and DeepSeekV3.2 load_error fixes are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Different models and failures; not the same underlying change." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "Both mention output mismatch, but they are for different models and different fixes." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "MusicGen Melody output-mismatch fix vs Gemma3 output-mismatch fix are different model-specific issues." + }, + { + "left": "pull_request:47057", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeekV3.2 load_error fix vs Mamba2 OOM fix are unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "Different model families and failure modes; only broad symptom text overlaps." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47055", + "accept": false, + "reason": "MusicGen Melody output mismatch vs EdgeTam import_or_config failure are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam fix vs Gemma3 output mismatch are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "Different model-specific fixes: EdgeTam vs MusicGen Melody." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "EdgeTam kwarg cleanup and Whisper cache-state fix are separate bugs." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47056", + "accept": false, + "reason": "MusicGen Melody output mismatch vs Whisper cache-state fix are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam and GLM OCR are different model-specific fixes." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "Native FSDP2 migration and Neuron SFT experiment are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47062", + "accept": false, + "reason": "Unlimited OCR model support vs IMDb link docs cleanup are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7-Flash model work and Unlimited OCR model addition are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support and OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter work and Neuron SFT experiment are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47035", + "accept": false, + "reason": "OpenVINO exporter support and torch-compile backend defaulting 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": 33, + "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-40546-44", + "nodes": [ + "pull_request:43451", + "pull_request:46707", + "pull_request:46836", + "pull_request:46912", + "pull_request:47003", + "pull_request:47035" + ], + "soft_pairs": [ + "pull_request:46912|pull_request:47003", + "pull_request:46836|pull_request:47035", + "pull_request:46836|pull_request:46912", + "pull_request:43451|pull_request:46707" + ], + "prepared_review_unit_hash": "252ca291668d43a60d98181c63773977820a3b624321425146cdb0fb42293f22", + "component_budget": { + "node_count": 44, + "item_count": 44, + "soft_pair_count": 148, + "serialized_chars": 161284, + "estimated_input_tokens": 40321, + "estimated_eval_tokens": 80898 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 16748, + "estimated_input_tokens": 4187, + "estimated_eval_tokens": 8630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All six PRs are distinct feature or infrastructure changes; none of the proposed soft edges look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR cluster emerges here; the PRs cover unrelated areas, so there is no canonical duplicate PR to merge them into.", + "best_issue_reason": null, + "best_pr_reason": "PR #43451 is the broadest self-contained change in the set (new Molmo2 model support with docs, code, and tests), so it is the most reasonable standalone representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46912", + "right": "pull_request:47003", + "accept": false, + "reason": "RoPE test expansion and OpenVINO exporter work are different features with different code paths; shared model filenames are incidental, not duplicate evidence." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47035", + "accept": false, + "reason": "Adding Unlimited OCR support is unrelated to changing torch-compile defaults for Neuron." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "A new model integration and RoPE test improvements are not the same bug or change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Molmo2 model support and native FSDP2 migration are unrelated PRs touching different parts of the stack." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "65bef7c382f60425c18e75cdc579b7be9bca450cb921a4582c33c65d4c2fd834", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and user-facing features.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other. If forced to pick one as the cluster representative, 40755 is the broader feature addition, but it is not a canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different functionality: TimesFM forecasting with covariates vs DINOv3 image classification. They do not fix the same concrete bug/change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "c92d54ae87d6cfb600a7424c5570bf48958c6a711e9c5ca02e9d75a5c199d097", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34786, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34786, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the two `fixed_cross_entropy` PRs against issue 43240. The rest are unrelated changes that happen to share broad themes like model additions, auto-mapping, or tests, but not the same concrete fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative of the duplicate pair: it explicitly targets issue 43240, has substantially more review activity, and already contains the full `cross_entropy` kwargs pass-through change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative because it is the only clearly duplicate-aligned change in the set and is the more established version of that fix; the other PRs are unrelated enough that they should not anchor the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different subsystems and problems: Mistral tokenizer methods vs ExecuTorch dynamic-shape export testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer utility additions and a new MobileLLM model implementation are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding MobileLLM are different code paths and fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs plumbing and a new model implementation do not address the same bug/change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic export tests and Mistral4 fixes are separate concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing and a new model addition are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and changing `cls.config` resolution are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "A new model implementation and Falcon output-collection refactoring do not overlap as the same fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactoring and the model-creation skill are unrelated; one is code, the other is tooling/docs scaffolding." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor and Mistral4 test fixes are different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the `layrnorm` rename/conversion-mapping cleanup." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat parsing updates are unrelated features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and the TDT loss kernel integration are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and config-resolution ordering are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests and the new-model skill are not the same underlying bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A specific model addition and a repo skill/docs scaffold are not duplicates." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs implement the same concrete fix in `loss_utils.py`: forward supported kwargs such as `weight` and `label_smoothing` into `nn.functional.cross_entropy` for issue 43240." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-aligned pair is PR 43251/43254, and they are mergeable as the same `fixed_cross_entropy` bugfix in `loss_utils.py`. The rest of the soft-edge rejections are consistent with the diffs and titles, and the canonical choice of 43251 is supported by the explicit issue link and higher review activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "614ddd1be7747edd5bcdb3b2d53d948b7db0cf81be1629a23e7c6f35eb79907e", + "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": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different upgrade goals; they are related maintenance work, not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more specific, self-contained upgrade: it focuses on core workflow actions (checkout/cache/upload-artifact) for Node 24 compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative for this cluster because it has a clear, concrete theme and is easier to identify as the canonical 'workflow actions compatibility upgrade' PR than the broader, less specific 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are GitHub Actions dependency bumps, but they change different actions and address different upgrade concerns (Node 24 compatibility vs latest docker/build-push-action and related updates). They are not the same concrete fix and would not naturally 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": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "3e4743b167511440dabf14de6757b252f23b71786b2827b59f552e9917cf614e", + "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 are four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). They share boilerplate docs/auto-registry edits, but each targets a different model and code path, so none look like duplicates.", + "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:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations (ViT NEPA vs Molmo); overlap is only generic docs/auto-registration boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and files; no shared underlying bug or single code change to merge." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model integrations with separate configs/modeling/tests, so not the same change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both are model additions in time-series/vision areas, but they implement different models (CTSM vs Step3p7) with different code paths and outputs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "1de2e64432631f4479af77d3ad02f18dcbbbd2d28e15fca53705ea14bbc02278", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19603, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19603, + "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. The only close pair is the two YOLOS device-mismatch fixes, but they are not the same concrete change: one only adds no-split modules for `device_map=\"auto\"`, while the other also moves mid-position embeddings to the hidden state device and includes the same split-module tweak.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR 46922 as the canonical PR: it is the most complete YOLOS fix, touching the actual failing code path and including the device placement correction plus the split-module safeguard.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best representative because it directly addresses the runtime mismatch in `modeling_yolos.py` and subsumes the narrower device-map fix in 46886.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are tiny test-only fixes with different models and no shared bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test cleanup and FP8 dequant logic are unrelated subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tests vs generation watermarking/model-loading changes are unrelated." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test/tokenizer changes do not match the YOLOS device-mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test assertion edits and Phimoe CI integration changes are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different models and problems: test failures vs FP8 dequantization." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are broad test-related PRs, but they fix different bugs in different areas." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Model test-only changes are not the same as the YOLOS runtime device mismatch fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/loading logic and Phimoe CI memory/device-map setup are different issues." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths: FP8 quantization vs generation configuration validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 kernel/loading fixes are unrelated to YOLOS device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe CI/device-map behavior are different failures." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation config watermarking fix is unrelated to the YOLOS device mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe CI infrastructure changes do not share the same bug or code path as YOLOS." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": false, + "reason": "They share the same issue target, but they are not the same fix: 46886 only adds `_no_split_modules`, while 46922 also patches the forward pass device placement; these could not be merged as one single identical PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "5c4e78cf68f9e5a4d1cabc60e7358d8a57c7b0f5069560382d97821e1d4441af", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated synthetic \"don't merge\" PRs: one changes setup/dependency/versioning, one rewrites CI/testing workflow plumbing, and one flips a security-gate workflow trigger. No pair looks like the same underlying fix or mergeable as a single PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the broadest/hub-like change in the cluster, touching multiple workflow and test-related files, so it is the most representative member even though it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the most central representative by surface area and connectivity, but it still is not a suitable duplicate target because it addresses a different CI/testing change than the other two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Reject: setup/version/dependency changes versus a security-gate workflow trigger change are unrelated code paths, despite superficial similarity." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the only overlap is a test file; one PR edits packaging/versioning, the other CI workflow/testing helper plumbing. Not the same bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Reject: both mention workflows, but they change different workflow logic and different scopes. They are not the same concrete fix and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "29bf98b6a2823f53f09149737fd9551b22733896afbf43c33b2b391174e5b078", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pipeline-addition PRs for different features: promptable concept segmentation vs promptable visual segmentation. They share a lot of scaffolding, but they are not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate exists in this cluster; if a single representative is needed, #43613 is the broader/more feature-complete PR, but it addresses a different pipeline than #43612.", + "best_issue_reason": null, + "best_pr_reason": "#43613 is the better representative of the cluster because it is the more extensive pipeline addition and includes more model/test coverage, but it should not be treated as a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete changes: concept segmentation vs visual segmentation. Similar docs, registry, and pipeline scaffolding are expected, but the target tasks, pipeline class names, and model/test files differ enough that they should remain separate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "f2c0b58cb44768599697cf277c3b10a43e5e7922b073988e8434ca98c87f0ab3", + "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 trainer file but implement different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not duplicates of the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and behaviors: 43651 changes training_step loss normalization for gradient accumulation, while 43663 adds _get_signature_columns to customize input column filtering. Same file/subsystem, but not the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "345bbfb5df2036171f95cf8c9e4fc01b7b558d13690b10373bcf371121a44e50", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they fix different runtime annotation issues in different code paths. They are related, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the better canonical PR for this cluster because it directly addresses the TypeAdapter NameError path with the narrowest fix and clearest trigger (pydantic import handling).", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it has the clearest, most specific bug statement and a focused fix in the relevant validation path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both edit src/transformers/cli/serve.py and both involve NameError-type annotation issues, but 43656 is about postponing evaluation of several other type hints while 43842 specifically avoids importing TypeAdapter at runtime when pydantic is absent. Different concrete failures, so 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": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request: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:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "1979fdba8a04447432fba150cd3cf5cbcfacf897b5e32bdba9398306c8a7a085", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76930, + "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 a wave of model-by-model refactors to standardized output tracing/decorator-based capture. Most PRs are related thematically but not duplicates; the only strong duplicate-like overlaps are within the same model family/code path, especially GPT-J/CodeGen and GPT-Neo.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the clearest representative of the repeated GPT-J/CodeGen output-tracing refactor: it targets the same concrete code paths as the earlier GPT-J PRs, has an explicit issue link, and appears to be the most polished/latest variant of that specific change.", + "best_issue_reason": null, + "best_pr_reason": "PR #44722 is the best standalone exemplar of the cluster because it captures the core change pattern with concrete model code, explicit issue linkage, and enough scope to represent the duplicate GPT-J/CodeGen refactor work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad output-tracing theme, but different models and code paths (CVT/FNet vs GPT-J); not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but they touch different architectures and different concrete implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same GPT-J family and same tracking issue, but #44085 is a narrower single-model variant rather than the same exact change set as #44066." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet versus EfficientNet; same refactor pattern, but not the same underlying bug or code path." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and implementations; too broad to treat as duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and different code paths despite similar output-tracing modernization." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 versus DeBERTa V2; same framework-level pattern only, not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; only the refactor style matches, not the underlying implementation." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; shared decorator migration theme, but unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing on the same model code path; the later PR looks like a reworked version of the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations; similar modernization, but not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and different refactor targets; not a duplicate." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; no shared concrete code path." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations; same high-level pattern only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; different models and different changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; shared refactor style only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; similar output-tracing work, but different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; not the same concrete fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; only a shared refactor theme." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen; different models and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families; not a duplicate change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; same refactor motif only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; only both mention output tracing." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 versus MGP-STR; unrelated concrete changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert; different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; similar refactor language, but not the same code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; separate model families and code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT versus LongT5; not the same underlying bug or change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT versus Flaubert; same migration theme only." + }, + { + "left": "pull_request:44056", + "right": "44101", + "accept": false, + "reason": "MPNet versus Flaubert; different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 versus MPT; related modernization pattern, but not duplicate code-path work." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo versus GPT-2; separate model-specific output handling changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; different concrete changes." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert versus LongT5; not the same model or fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet versus SegFormer; both are output-tracing refactors, but not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT versus ImageGPT; same framework idea, different concrete implementation." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert; not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet versus LongT5; different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet versus GPT-Neo; unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet versus LongT5; not a duplicate." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet versus LongT5; different model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT versus MPT; same output-tracing theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo versus SpeechT5; different model families and code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT versus VisualBERT; not the same concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet versus TextNet; separate model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT versus GPT-Neo; only the decorator migration pattern matches." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT versus SpeechT5; different code paths and outputs." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet versus SpeechT5; not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet versus LongT5; same broad refactor family, but unrelated models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet versus SegFormer; different model-specific implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT versus DeBERTa V2; unrelated concrete code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 versus TextNet; same standardization effort only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same underlying code paths; the later PR is a clear duplicate-style variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors affecting the same block-level code path, so they look like the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT versus ResNet/RegNet; same topic, different concrete code." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT versus SpeechT5; not the same underlying fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 versus SpeechT5; separate model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 versus VITS; only the migration pattern is shared." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet versus ImageGPT; same refactor style, but not the same concrete problem." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT versus TextNet; different model families and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly centers the wave of output-tracing/decorator refactors and keeps the duplicate-style claims mostly limited to same-model/code-path cases. The accepted soft pairs are conservative enough given the shared files/issue links in GPT-Neo and GPT-J/CodeGen, and the rejected pairs are appropriately treated as only thematic matches across different model families. One minor wording point is that the canonical-PR rationale leans a bit on subjective phrasing like \"most polished,\" but it does not materially overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "d2d0d04ee86619f599b77148941a4d945687ec944768423020657ce21a41341b", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of separate model-specific PRs that all migrate output tracing to the newer capture_outputs/can_return_tuple pattern. They are thematically similar but not duplicates of the same bug or change; each targets a different model implementation and code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the most concrete representative because it has an explicit linked issue target and a substantive model-specific output-tracing refactor, making it the best anchor for the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone PR in the set: it is tied to a specific issue, changes a concrete code path in SpeechT5, and is more clearly scoped than the other migration-style PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same broad refactor pattern, but different models and different forward/output code paths; these are not the same underlying change and would not sensibly merge into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized output-tracing migrations, but they affect different model implementations with distinct logic and tests; similarity is architectural, not duplicate-specific." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "Both update model output handling, but RegNet and SqueezeBert are unrelated code paths and the diffs are separate model migrations rather than one shared fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "These are separate model refactors for SqueezeBert and SpeechT5; they share a migration theme but not the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "99d2a233b8862d006d54a715aaad5da4fdb564155a7590fd3ea50907065a2b98", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate model-specific output-tracing refactors, not duplicates of one underlying bug/change. The shared theme is broad, but each patch targets a different architecture and code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate candidate here; if an anchor is needed, PR 44003 is the most representative because it makes the core tracing refactor across two closely related Mamba-family code paths and shows the full pattern clearly.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best representative of the cluster because it is a substantive, concrete implementation of the shared output-tracing refactor rather than a smaller or more incidental variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and code paths; same refactor motif only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "93e71f03520ab7303309a3f5dd09b715e506ff1f35e9b44bce14d32eea8fb7ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-onboarding PRs (PenguinVL vs Voxtral TTS). They share only the standard Transformers integration scaffolding, not the same underlying feature or code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single PR must be designated, #45401 is the better anchor because it has an explicit issue target and a tighter, clearly scoped TTS integration; however, it is not a duplicate of #44662.", + "best_issue_reason": null, + "best_pr_reason": "#45401 is the best representative PR in this cluster because it is explicitly tied to issue #45027 and is more narrowly scoped. #44662 is a separate model implementation with its own files and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: different models and different code paths. The overlap is only broad Transformers integration boilerplate (auto mappings, docs, __init__), which 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": 16, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "0d646d8668802ce3e4f6bf1be449c0a4d365295854c7147248723fc6c25562d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to module/kernel fusion, but they are not the same change: #44979 introduces a general Module Fusion API and new module_fusion.py plumbing, while #45363 adds n-to-1 kernel fusion via KernelConfig and integration hooks. They target different abstraction layers and would not plausibly be merged as one PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the better anchor if this cluster is grouped by fusion work because it implements a concrete end-user feature with broader integration changes, whereas #44979 is a lower-level API foundation for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the most representative PR for the cluster because it is the more complete, specific fusion implementation rather than a general API scaffold.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related theme, but different concrete changes: one is a new module-fusion API, the other is kernel-config-driven n-to-1 fusion. They operate at different layers and 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": "pull_request", + "component_index": 17, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "5be9a5c57f4fcd1c926edb0a57dbd4fa34c5309d27cf665e29b8b1fd0f578d51", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex AttributeError in `_patch_mistral_regex` against the same issue, with 45317 appearing to be the fuller version (adds tests).", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the stronger canonical PR: it targets the same bug as 45086 but is more complete and includes test coverage, making it the better representative fix.", + "best_issue_reason": null, + "best_pr_reason": "45317 best represents the cluster because it fixes the same concrete code path while also adding validation via tests; 45086 is effectively a narrower precursor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file and issue target, and the diffs are essentially 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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "6c9d86dd516b85f88a9843fde8d43092cac68b01748f61bb5ea57c96472a9327", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH PRs, but they are not duplicates: one is a conversion/refactor mapping update, while the other is a broader architecture split into nemotron_h_dense and nemotron_h_sparse with docs and tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45115 is a narrow conversion-mapping/refactor change; 45569 is the more complete PR that introduces the actual dense/sparse NemotronH split and associated model/docs updates, so it is the better canonical representative if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the strongest standalone PR because it covers the concrete model restructuring, documentation, and test updates, whereas 45115 is a smaller supporting refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH files, but fix different things: 45115 only adds checkpoint conversion/rename mappings for compatibility, while 45569 introduces the model split into dense/sparse variants and broader API/docs changes. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "6035227e1ccd42f46d1d8476f744293d299b79e29271f17abc6e609d58bff28b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs target the same new heterogeneous-config feature area, but they are not duplicates in the strict sense: #45332 is the broader end-to-end heterogeneous model support PR, while #45333 is a narrower config-only slice of that work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the best canonical PR because it is the more complete change set: it includes heterogeneous configuration plus the downstream modeling, masking, cache, and integration updates. #45333 is a subset focused on configuration only.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the strongest representative of the cluster because it subsumes the config work and extends it into actual heterogeneous model behavior; #45333 is narrower and would not capture the full feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete change: #45332 adds full heterogeneous model support across config, modeling, masking, and cache paths, whereas #45333 only adds per-layer configuration. The overlap is a shared foundation, not a duplicate fix/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": 20, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "d2ea0abdc1b8efcf0976cb2b94a13ff7208468034a4c4a26999ffa4fbb2bca89", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related typing-focused PRs, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds typing aliases/protocols and a smaller set of `modeling_utils`-adjacent fixes. Shared files alone aren\u2019t enough to treat them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it adds type checking coverage across many transformer modules and even adjusts type-ignore policy, so it is the more canonical representative of this typing sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best representative for the cluster because it is the larger, more central typing cleanup; PR 45425 looks like a narrower support/refinement PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related and share a few filenames, but they address different scopes: 45415 is a broad multi-file type-checking pass, while 45425 introduces typing helpers/protocols and targeted fixes. They do not look like the same underlying bug or change, 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": 21, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "109ffc7bb319b794687dcb30aa53a6f044d1c168729dbe09091e60619a0e71a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism, but they fix different concrete loading paths: #45548 targets EP + DeepSpeed ZeRO-3/accelerate launch serialization and model config handling, while #45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast with additional load-time wrapping changes. They are related but not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45662 is the better canonical PR for this cluster because it addresses a more concrete and code-path-specific EP loading failure, with changes spanning model loading and MoE/tensor-parallel handling rather than only config serialization.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the strongest representative of the cluster: it fixes a clearly defined expert-parameter overwrite bug during distributed loading and has the broader implementation footprint needed for the underlying issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the EP theme, but the bugs differ: #45548 is about Accelerate/ZeRO-3 loading and config serialization, while #45662 is about FSDP2/rank-0 broadcast overwriting expert weights. Different code paths and fixes, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "da3ba35ee16ba1488316a020213a1e7a242f34e1c9e5d9464889f2332b4d2780", + "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-related captured_info logging problem around `src/transformers/testing_utils.py`; PR 45645 is the broader superset that also updates CI log collection, so this looks like one underlying change split into two PRs.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe `captured_info` fix plus the CI workflow update to read multiple log files, making it the more complete version of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best single PR for the cluster since it covers the full fix path and the downstream log-handling adjustment, whereas 45639 only covers the testing utility side.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same underlying xdist collision in captured_info handling, share the same core file, and 45645 appears to be a superset of 45639 rather than a separate 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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "5082445c8d94dd4feb1ebc9104f0db3908988a34dcd55d8c1d84ff247e5829dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one is a broad CI/modeling cleanup for grafana/testing, while the other is a test migration focused on kernels and VIT/ALTCLIP coverage. Their overlap is only superficial at the repo/subsystem level.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out as the same underlying change; the PRs address different code paths and purposes. If forced, PR 46100 is the more self-contained test migration, but it is not a duplicate of 45932.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the cleaner representative of its own change set because it is a focused test-migration PR. PR 45932 is a mixed CI/modeling PR and does not represent the same underlying work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the diffs are about different changes. 45932 modifies CI workflow secrets and multiple model files/configs; 46100 adds kernel test infrastructure and model tests. They do not fix the same concrete bug or implement the same feature, and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "5a2fa20da0a647f4ac4a63c3af32291d8ff8912d44792208d5cd29035271dfb6", + "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 pull requests overlap on a few distributed/MoE files, but they are not the same underlying change: PR 46126 is a focused EP + Trainer integration, while PR 46269 is a broad distributed branch-base PR spanning many unrelated subsystems. The shared files alone are not enough to treat them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more specific, self-contained change set centered on EP and Trainer integration; PR 46269 is a broad branch-base PR with many unrelated edits, so it is a poor canonical duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative of the cluster because its scope is narrow and directly matches the shared distributed/MoE code paths, whereas PR 46269 is too broad to serve as a clean duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share some filenames, but the diffs indicate different goals and scopes. 46126 is a focused EP/Trainer integration change, while 46269 is a large distributed branch-base PR touching many unrelated areas, so they are not the same concrete fix 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": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "94713442cc1058c884568c0c083786b933f7884cc6d0c9189eaf24dc151e3a44", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26694, + "estimated_input_tokens": 6674, + "estimated_eval_tokens": 13604 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26694, + "estimated_input_tokens": 6674, + "estimated_eval_tokens": 13604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all pull requests, mostly one-off workflow maintenance changes. The only apparent cluster is around pr-ci-security-gate.yml, but the PRs make different edits and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR group is present; 46554 is the most substantive representative because it changes the pr-ci-security-gate workflow behavior in a meaningful security-focused way, while the others are separate workflow tweaks.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the best standalone representative: it introduces concrete security-gate logic changes rather than a narrow one-line workflow adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior changes; only a loose similarity in being workflow updates." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; no shared code path or concrete bug fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow areas and distinct edits; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow update versus pr-ci-security-gate secret handling; not duplicates." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes; no evidence of the same bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different CI workflows with unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Both are workflow maintenance, but they modify different jobs for different purposes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "No common underlying defect; separate workflow updates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security concerns; not the same change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows; no shared concrete bug or fix path." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Same broad CI area only; the actual changes are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different behavior; not duplicates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Distinct workflow modifications with different triggers and permissions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Same repo area, but different workflows and different fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow changes; only superficial similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different concrete changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "No shared bug or code path; separate workflow tweaks." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files and different behavior changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows; not the same underlying fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Only broad CI similarity; the actual changes are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concrete issues being addressed." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow updates; no duplicate fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Same broad automation area only; changes are unrelated." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different edits: one adds security-check logic, the other changes permissions/approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same workflow, but they solve different problems and could not be merged as one duplicate PR." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-hardening changes in the same file; not the same underlying change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but distinct behavior changes and different code paths." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different modifications to the same reusable workflow setup; not duplicates." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Related theme, but one adds explanatory comments while the other changes secrets handling; not the same change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Separate workflow updates with different objectives." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow changes; no shared concrete issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different fixes; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "a9128120f1aaf1ab8f03d8455c0379b3a78581d9faae5eab906d1890e169b773", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4278, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4278, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two security-hardening PRs that both block path traversal, but they target different loader paths and different inputs: sharded checkpoint `weight_map` resolution vs `transformers_weights` config resolution. They are related in theme, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46281 is the cleaner representative of the cluster because it directly fixes shard-file resolution in `hub.py` with explicit containment checks and a corresponding test; however, the cluster does not contain true duplicate PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46890 is also a legitimate standalone security fix, but it targets a different code path (`modeling_utils.py` / `transformers_weights`) and should not be treated as the same change as 46281.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both mitigate path traversal, but in different mechanisms and files: one validates sharded checkpoint filenames from `weight_map`, the other validates `transformers_weights` config paths. They are not the same underlying 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": 29, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "2bdee7cd9da6869cb9e143c40fd7af793af2925a976e11b9b5c34f6f38fa8afb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: #46574 fixes CodeLlama decode-time stripping of real leading spaces, while #46580 fixes incorrect tokenizer-class selection for specific DeepSeek checkpoints.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the changes touch different tokenizer code paths and solve different model-specific bugs.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because they are unrelated fixes and could not be merged as one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and different affected model families: CodeLlama decode stripping vs DeepSeek tokenizer-class routing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "240fdb6f1d5cd596617640bd27e16ee5976ec0b1d7fc0ce73e7fa600b2547231", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests address different bugs in different code paths: cache-layer validation, prompt lookup decoding length handling, and logits-processor input validation. The soft-similarity links are false positives.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct fixes and do not describe the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good duplicate anchor here; the PRs are unrelated beyond broad generation/cache validation overlap.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Unsupported QuantizedCache layer-type validation is unrelated to prompt lookup decoding exceeding max_length." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Prompt lookup max_length handling and empty bad_words_ids/sequence_bias validation are different bugs in different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47016-3", + "nodes": [ + "pull_request:47016", + "pull_request:47048", + "pull_request:47066" + ], + "soft_pairs": [ + "pull_request:47016|pull_request:47048", + "pull_request:47048|pull_request:47066" + ], + "prepared_review_unit_hash": "f839bbfa38ef80e0d5c0f1810ddaee6b1c351afb76a5569afd739890c3cac505", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6945, + "estimated_input_tokens": 1737, + "estimated_eval_tokens": 3730 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6945, + "estimated_input_tokens": 1737, + "estimated_eval_tokens": 3730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related sibling fixes for Hungarian matcher failures from non-finite cost matrices, but they are not all strong duplicate-equivalents. PR 47048 is the best representative. The 47048\u219447066 edge is well supported; the 47016\u219447048 edge is only thematic and should be rejected as a soft merge candidate.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47048 is the best cluster anchor because it directly fixes the infeasible-cost-matrix crash with a minimal, reusable safeguard and applies it across multiple matcher implementations, making it the clearest representative of the shared bug class.", + "best_issue_reason": null, + "best_pr_reason": "PR 47048 is the strongest standalone PR for triage: its title and patch clearly target the underlying non-finite Hungarian cost matrix failure, and the fix is broadly reusable across similar matcher code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47016", + "right": "pull_request:47048", + "accept": false, + "reason": "They share the general theme of non-finite Hungarian cost matrices, but the evidence is too soft for a duplicate edge: low Jaccard, no shared files, no shared target issue, and they patch different model-specific matcher paths. This is related work, not the same concrete bugfix PR." + }, + { + "left": "pull_request:47048", + "right": "pull_request:47066", + "accept": true, + "reason": "Both PRs implement the same concrete safeguard for the same Hungarian-assignment failure mode by replacing non-finite costs before scipy assignment. The patch pattern and bug are close enough that they could plausibly be merged into one broader fix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the first soft-edge verdict is too strong. PR 47016 and PR 47048 do share the same general theme (Hungarian matcher cost matrices becoming non-finite), yet the packet only shows soft similarity there: low Jaccard, no shared files, and no shared target issue. That makes mergeability into a single same-bugfix PR plausible, but not established enough to mark as an accepted edge. The 47048\u219447066 edge is better supported. " + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47026-2", + "nodes": [ + "pull_request:47026", + "pull_request:47046" + ], + "soft_pairs": [ + "pull_request:47026|pull_request:47046" + ], + "prepared_review_unit_hash": "93571ce6f262e33ebd581a527331ef06aff943e94754c48e234617c96bd6ba9f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xLSTM train-mode forward crash path in `modeling_xlstm.py`, with PR 47046 appearing to be the broader/finalized fix that also covers `use_cache` and adds tests. They look duplicate enough to cluster together.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47046 is the better canonical PR because it addresses the same train-mode crash path as 47026 but is broader and more complete, covering both `return_last_states=False` and `use_cache` with test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 47046 is the strongest representative: it fixes the xLSTM train-mode crash in the same file, spans the same underlying forward-path bug, and includes accompanying tests, making it the best standalone reference for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": true, + "reason": "Both PRs fix the same xLSTM train-mode crash in `modeling_xlstm.py`; 47046 looks like the superset of 47026\u2019s `return_last_states=False` fix by also handling `use_cache`, so they are plausibly mergeable into one 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": 33, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-4", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051", + "pull_request:47060" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045", + "pull_request:47051|pull_request:47060" + ], + "prepared_review_unit_hash": "48b2cf53d7b13e9982622a549dd83f169aa35a2bd1906f3bc4dae676e95c9a8c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9407, + "estimated_input_tokens": 2352, + "estimated_eval_tokens": 4960 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9407, + "estimated_input_tokens": 2352, + "estimated_eval_tokens": 4960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four distinct PRs that only overlap at a broad multimodal/processing-pipeline level. The only close-looking pair, 47032 vs 47051, shares a file but fixes different behavior: stop-sequence handling vs. forwarding generation kwargs. The others target unrelated Voxtral audio-format validation and Qwen Omni post-processing.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47051 is the broadest and most central of the set, spanning the multimodal generation pipeline plumbing across multiple files; it is the best representative of the cluster\u2019s shared pipeline theme, though it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 47051 best represents the cluster because it addresses the core multimodal generation pipeline parameter routing and touches both pipeline implementations, making it the most central code change among these unrelated fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Both touch image_text_to_text.py, but 47032 fixes stop_sequence/stop_strings behavior while 47051 forwards direct generation kwargs. Different underlying bugs and different merge intent." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Different subsystems and bugs: image-text-to-text stop-sequence handling versus Voxtral audio-array format validation and soundfile requirements." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "47051 is about multimodal pipeline kwargs routing; 47060 is about Qwen Omni batched post-processing. They do not fix the same concrete code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/manifest.json b/snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7e6907a8576a3534cc8c32057dd39570885d762b --- /dev/null +++ b/snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260704t120019z", + "artifacts": { + "hybrid": "snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-04T12:10:50Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260704T120019Z", + "variant": "hybrid" +} diff --git a/snapshots/20260704T120019Z/manifest.json b/snapshots/20260704T120019Z/manifest.json index ffd7cbe5b1e2d9d9a0295308a6258315387fef6a..77ac2db021efe85709938f2ecd35cafdd8eecd2f 100644 --- a/snapshots/20260704T120019Z/manifest.json +++ b/snapshots/20260704T120019Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 330 }, "extracted_at": "2026-07-04T12:00:19Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260704t120019z", + "runs": { + "hybrid-model-20260704t120019z": { + "analysis_id": "hybrid-model-20260704t120019z", + "artifacts": { + "hybrid": "snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/manifest.json", + "model": null, + "published_at": "2026-07-04T12:10:50Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260704T120019Z", "watermark": {